11668 lines
1.3 MiB
HTML
11668 lines
1.3 MiB
HTML
<html xmlns:v="urn:schemas-microsoft-com:vml"
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xmlns:o="urn:schemas-microsoft-com:office:office"
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xmlns:w="urn:schemas-microsoft-com:office:word"
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||
xmlns:dt="uuid:C2F41010-65B3-11d1-A29F-00AA00C14882"
|
||
xmlns:m="http://schemas.microsoft.com/office/2004/12/omml"
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||
xmlns="http://www.w3.org/TR/REC-html40">
|
||
|
||
<head>
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||
<meta http-equiv=Content-Type content="text/html; charset=unicode">
|
||
<meta name=ProgId content=Word.Document>
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||
<meta name=Generator content="Microsoft Word 15">
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<meta name=Originator content="Microsoft Word 15">
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<link rel=File-List href="plantilla_individual_files/filelist.xml">
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<link rel=Edit-Time-Data href="plantilla_individual_files/editdata.mso">
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||
<!--[if !mso]>
|
||
<style>
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||
v\:* {behavior:url(#default#VML);}
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o\:* {behavior:url(#default#VML);}
|
||
w\:* {behavior:url(#default#VML);}
|
||
.shape {behavior:url(#default#VML);}
|
||
</style>
|
||
<![endif]--><!--[if gte mso 9]><xml>
|
||
<o:DocumentProperties>
|
||
<o:Author>Conchi de Miguel</o:Author>
|
||
<o:LastAuthor>Sergio Jimenez</o:LastAuthor>
|
||
<o:Revision>3</o:Revision>
|
||
<o:TotalTime>76</o:TotalTime>
|
||
<o:LastPrinted>2019-08-05T13:11:00Z</o:LastPrinted>
|
||
<o:Created>2025-12-15T22:02:00Z</o:Created>
|
||
<o:LastSaved>2025-12-15T23:08:00Z</o:LastSaved>
|
||
<o:Pages>56</o:Pages>
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<o:Words>9950</o:Words>
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<o:Characters>56716</o:Characters>
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<o:Company>Universidad Internacional de La Rioja Facultad de Educación</o:Company>
|
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<o:Lines>472</o:Lines>
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<o:Paragraphs>133</o:Paragraphs>
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<o:CharactersWithSpaces>66533</o:CharactersWithSpaces>
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<o:Version>16.00</o:Version>
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</o:DocumentProperties>
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<o:CustomDocumentProperties>
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<o:ContentTypeId dt:dt="string">0x010100DF3D7C797EA12745A270EF30E38719B9</o:ContentTypeId>
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<o:MediaServiceImageTags dt:dt="string"></o:MediaServiceImageTags>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Enabled dt:dt="string">true</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Enabled>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_SetDate dt:dt="string">2025-12-15T20:34:56Z</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_SetDate>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Method dt:dt="string">Standard</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Method>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Name dt:dt="string">defa4170-0d19-0005-0004-bc88714345d2</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Name>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_SiteId dt:dt="string">d9ff98f8-1670-401f-bf78-0b33bbd90cfe</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_SiteId>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_ActionId dt:dt="string">7e5380b3-cad0-4ca2-b0ac-f3b167232e81</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_ActionId>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_ContentBits dt:dt="string">0</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_ContentBits>
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<o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Tag dt:dt="string">10, 3, 0, 1</o:MSIP_Label_defa4170-0d19-0005-0004-bc88714345d2_Tag>
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</o:CustomDocumentProperties>
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</xml><![endif]-->
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<link rel=dataStoreItem href="plantilla_individual_files/item0019.xml"
|
||
target="plantilla_individual_files/props020.xml">
|
||
<link rel=dataStoreItem href="plantilla_individual_files/item0021.xml"
|
||
target="plantilla_individual_files/props022.xml">
|
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<link rel=dataStoreItem href="plantilla_individual_files/item0023.xml"
|
||
target="plantilla_individual_files/props024.xml">
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<link rel=themeData href="plantilla_individual_files/themedata.thmx">
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<link rel=colorSchemeMapping
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href="plantilla_individual_files/colorschememapping.xml">
|
||
<!--[if gte mso 9]><xml>
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||
<w:WordDocument>
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<w:View>Print</w:View>
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<w:TrackMoves>false</w:TrackMoves>
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||
<w:TrackFormatting/>
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<w:HyphenationZone>21</w:HyphenationZone>
|
||
<w:PunctuationKerning/>
|
||
<w:ValidateAgainstSchemas/>
|
||
<w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid>
|
||
<w:IgnoreMixedContent>false</w:IgnoreMixedContent>
|
||
<w:AlwaysShowPlaceholderText>false</w:AlwaysShowPlaceholderText>
|
||
<w:DoNotPromoteQF/>
|
||
<w:LidThemeOther>ES</w:LidThemeOther>
|
||
<w:LidThemeAsian>X-NONE</w:LidThemeAsian>
|
||
<w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript>
|
||
<w:StyleSortMethod>0</w:StyleSortMethod>
|
||
<w:Compatibility>
|
||
<w:BreakWrappedTables/>
|
||
<w:SnapToGridInCell/>
|
||
<w:WrapTextWithPunct/>
|
||
<w:UseAsianBreakRules/>
|
||
<w:DontGrowAutofit/>
|
||
<w:SplitPgBreakAndParaMark/>
|
||
<w:EnableOpenTypeKerning/>
|
||
<w:DontFlipMirrorIndents/>
|
||
<w:OverrideTableStyleHps/>
|
||
</w:Compatibility>
|
||
<w:BrowserLevel>MicrosoftInternetExplorer4</w:BrowserLevel>
|
||
<m:mathPr>
|
||
<m:mathFont m:val="Cambria Math"/>
|
||
<m:brkBin m:val="before"/>
|
||
<m:brkBinSub m:val="--"/>
|
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<m:smallFrac/>
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<m:dispDef/>
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<m:lMargin m:val="0"/>
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<m:rMargin m:val="0"/>
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<m:defJc m:val="centerGroup"/>
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<m:wrapIndent m:val="1440"/>
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<m:intLim m:val="subSup"/>
|
||
<m:naryLim m:val="undOvr"/>
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||
</m:mathPr></w:WordDocument>
|
||
</xml><![endif]--><!--[if gte mso 9]><xml>
|
||
<w:LatentStyles DefLockedState="false" DefUnhideWhenUsed="false"
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DefSemiHidden="false" DefQFormat="false" DefPriority="99"
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LatentStyleCount="376">
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<w:LsdException Locked="false" Priority="0" QFormat="true" Name="Normal"/>
|
||
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 1"/>
|
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<w:LsdException Locked="false" Priority="9" SemiHidden="true"
|
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UnhideWhenUsed="true" QFormat="true" Name="heading 2"/>
|
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<w:LsdException Locked="false" Priority="9" SemiHidden="true"
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UnhideWhenUsed="true" QFormat="true" Name="heading 3"/>
|
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<w:LsdException Locked="false" Priority="9" SemiHidden="true"
|
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UnhideWhenUsed="true" QFormat="true" Name="heading 4"/>
|
||
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
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UnhideWhenUsed="true" Name="heading 5"/>
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<w:LsdException Locked="false" Priority="9" SemiHidden="true"
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UnhideWhenUsed="true" QFormat="true" Name="heading 6"/>
|
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<w:LsdException Locked="false" Priority="9" SemiHidden="true"
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UnhideWhenUsed="true" QFormat="true" Name="heading 7"/>
|
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<w:LsdException Locked="false" Priority="9" SemiHidden="true"
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UnhideWhenUsed="true" QFormat="true" Name="heading 8"/>
|
||
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
|
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UnhideWhenUsed="true" QFormat="true" Name="heading 9"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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QFormat="true" Name="index 1"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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QFormat="true" Name="index 2"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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QFormat="true" Name="index 3"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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QFormat="true" Name="index 4"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="index 5"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="index 6"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="index 7"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="index 8"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="index 9"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 1"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 2"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 3"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 4"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 5"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 6"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 7"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 8"/>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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UnhideWhenUsed="true" Name="toc 9"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Normal Indent"/>
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<w:LsdException Locked="false" Priority="0" SemiHidden="true"
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UnhideWhenUsed="true" Name="footnote text"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="annotation text"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="header"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="footer"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="index heading"/>
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<w:LsdException Locked="false" Priority="35" SemiHidden="true"
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UnhideWhenUsed="true" QFormat="true" Name="caption"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="table of figures"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="envelope address"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="envelope return"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="footnote reference"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="annotation reference"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="line number"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="page number"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="endnote reference"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="endnote text"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="table of authorities"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="macro"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="toa heading"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Bullet"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Number"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List 2"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List 3"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List 4"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List 5"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Bullet 2"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Bullet 3"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Bullet 4"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Bullet 5"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="List Number 2"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="List Number 3"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="List Number 4"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="List Number 5"/>
|
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<w:LsdException Locked="false" Priority="10" Name="Title"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="Closing"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="Signature"/>
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<w:LsdException Locked="false" Priority="1" SemiHidden="true"
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UnhideWhenUsed="true" Name="Default Paragraph Font"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="Body Text Indent"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Continue"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Continue 2"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Continue 3"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Continue 4"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="List Continue 5"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Message Header"/>
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<w:LsdException Locked="false" Priority="11" Name="Subtitle"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Salutation"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Date"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text First Indent"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text First Indent 2"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Note Heading"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text 2"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text 3"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text Indent 2"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Body Text Indent 3"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="Block Text"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="Hyperlink"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="FollowedHyperlink"/>
|
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<w:LsdException Locked="false" Priority="22" Name="Strong"/>
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<w:LsdException Locked="false" Priority="20" Name="Emphasis"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Document Map"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Plain Text"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="E-mail Signature"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="HTML Top of Form"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="HTML Bottom of Form"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="Normal (Web)"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="HTML Acronym"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="HTML Address"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="HTML Cite"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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Name="HTML Code"/>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="HTML Definition"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="HTML Keyboard"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="HTML Preformatted"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="HTML Sample"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="HTML Typewriter"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="HTML Variable"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Normal Table"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="annotation subject"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="No List"/>
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||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Outline List 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Outline List 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Outline List 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Simple 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Simple 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Simple 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Classic 1"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
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Name="Table Classic 2"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Classic 3"/>
|
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Classic 4"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Colorful 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Colorful 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Colorful 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Columns 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Columns 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Columns 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Columns 4"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Columns 5"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 4"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 5"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 6"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 7"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Grid 8"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 4"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 5"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 6"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 7"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table List 8"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table 3D effects 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table 3D effects 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table 3D effects 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Contemporary"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Elegant"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Professional"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Subtle 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Subtle 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Web 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Web 2"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Web 3"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Balloon Text"/>
|
||
<w:LsdException Locked="false" Priority="59" Name="Table Grid"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
|
||
Name="Table Theme"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
|
||
<w:LsdException Locked="false" Priority="1" Name="No Spacing"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
|
||
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
|
||
<w:LsdException Locked="false" Priority="34" QFormat="true"
|
||
Name="List Paragraph"/>
|
||
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
|
||
<w:LsdException Locked="false" Priority="30" Name="Intense Quote"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="19" Name="Subtle Emphasis"/>
|
||
<w:LsdException Locked="false" Priority="21" Name="Intense Emphasis"/>
|
||
<w:LsdException Locked="false" Priority="31" Name="Subtle Reference"/>
|
||
<w:LsdException Locked="false" Priority="32" Name="Intense Reference"/>
|
||
<w:LsdException Locked="false" Priority="33" Name="Book Title"/>
|
||
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
|
||
UnhideWhenUsed="true" Name="Bibliography"/>
|
||
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
|
||
UnhideWhenUsed="true" Name="TOC Heading"/>
|
||
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
|
||
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
|
||
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
|
||
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
|
||
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
|
||
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
|
||
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
|
||
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
|
||
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="Grid Table 1 Light Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="Grid Table 6 Colorful Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="Grid Table 7 Colorful Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="Grid Table 1 Light Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="Grid Table 6 Colorful Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="Grid Table 7 Colorful Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="Grid Table 1 Light Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="Grid Table 6 Colorful Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="Grid Table 7 Colorful Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="Grid Table 1 Light Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="Grid Table 6 Colorful Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="Grid Table 7 Colorful Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="Grid Table 1 Light Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="Grid Table 6 Colorful Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="Grid Table 7 Colorful Accent 5"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="Grid Table 1 Light Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="Grid Table 6 Colorful Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="Grid Table 7 Colorful Accent 6"/>
|
||
<w:LsdException Locked="false" Priority="46" Name="List Table 1 Light"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="List Table 2"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="List Table 3"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="List Table 4"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark"/>
|
||
<w:LsdException Locked="false" Priority="51" Name="List Table 6 Colorful"/>
|
||
<w:LsdException Locked="false" Priority="52" Name="List Table 7 Colorful"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="List Table 1 Light Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="List Table 6 Colorful Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="List Table 7 Colorful Accent 1"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="List Table 1 Light Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="List Table 6 Colorful Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="List Table 7 Colorful Accent 2"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="List Table 1 Light Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="51"
|
||
Name="List Table 6 Colorful Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="52"
|
||
Name="List Table 7 Colorful Accent 3"/>
|
||
<w:LsdException Locked="false" Priority="46"
|
||
Name="List Table 1 Light Accent 4"/>
|
||
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 4"/>
|
||
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font-family:"Calibri",sans-serif;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;
|
||
font-style:italic;}
|
||
p.MsoHeading9, li.MsoHeading9, div.MsoHeading9
|
||
{mso-style-noshow:yes;
|
||
mso-style-priority:9;
|
||
mso-style-qformat:yes;
|
||
mso-style-link:"Heading 9 Char";
|
||
mso-style-next:Normal;
|
||
margin-top:12.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:3.0pt;
|
||
margin-left:114.6pt;
|
||
text-align:justify;
|
||
text-indent:-79.2pt;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
mso-outline-level:9;
|
||
mso-list:l1 level9 lfo4;
|
||
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|
||
mso-bidi-font-size:11.0pt;
|
||
font-family:"Calibri Light",sans-serif;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoIndex1, li.MsoIndex1, div.MsoIndex1
|
||
{mso-style-update:auto;
|
||
mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-qformat:yes;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:36.0pt;
|
||
text-align:justify;
|
||
text-indent:-18.0pt;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
mso-list:l3 level1 lfo6;
|
||
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|
||
mso-bidi-font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
text-transform:uppercase;
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;
|
||
font-weight:bold;
|
||
mso-bidi-font-weight:normal;}
|
||
p.MsoIndex2, li.MsoIndex2, div.MsoIndex2
|
||
{mso-style-update:auto;
|
||
mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-qformat:yes;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:35.45pt;
|
||
text-align:justify;
|
||
text-indent:-35.45pt;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
text-transform:uppercase;
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;
|
||
font-weight:bold;
|
||
mso-bidi-font-weight:normal;}
|
||
p.MsoIndex3, li.MsoIndex3, div.MsoIndex3
|
||
{mso-style-update:auto;
|
||
mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-qformat:yes;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:11.05pt;
|
||
text-align:justify;
|
||
text-indent:-11.05pt;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoIndex4, li.MsoIndex4, div.MsoIndex4
|
||
{mso-style-update:auto;
|
||
mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-qformat:yes;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:11.05pt;
|
||
text-align:justify;
|
||
text-indent:-11.05pt;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;
|
||
font-style:italic;
|
||
mso-bidi-font-style:normal;}
|
||
p.MsoToc1, li.MsoToc1, div.MsoToc1
|
||
{mso-style-update:auto;
|
||
mso-style-priority:39;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoToc2, li.MsoToc2, div.MsoToc2
|
||
{mso-style-update:auto;
|
||
mso-style-priority:39;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:11.05pt;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoToc3, li.MsoToc3, div.MsoToc3
|
||
{mso-style-update:auto;
|
||
mso-style-priority:39;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:22.0pt;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoToc4, li.MsoToc4, div.MsoToc4
|
||
{mso-style-update:auto;
|
||
mso-style-noshow:yes;
|
||
mso-style-priority:39;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:33.0pt;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoToc8, li.MsoToc8, div.MsoToc8
|
||
{mso-style-update:auto;
|
||
mso-style-noshow:yes;
|
||
mso-style-priority:39;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:77.0pt;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
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mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
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mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoToc9, li.MsoToc9, div.MsoToc9
|
||
{mso-style-update:auto;
|
||
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|
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mso-style-priority:39;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:88.0pt;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoFootnoteText, li.MsoFootnoteText, div.MsoFootnoteText
|
||
{mso-style-noshow:yes;
|
||
mso-style-link:"Footnote Text Char";
|
||
margin:0cm;
|
||
text-align:justify;
|
||
mso-pagination:widow-orphan;
|
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font-size:10.0pt;
|
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font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
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mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoCommentText, li.MsoCommentText, div.MsoCommentText
|
||
{mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-link:"Comment Text Char";
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:10.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoHeader, li.MsoHeader, div.MsoHeader
|
||
{mso-style-priority:99;
|
||
mso-style-link:"Header Char";
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
tab-stops:center 212.6pt right 425.2pt;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoFooter, li.MsoFooter, div.MsoFooter
|
||
{mso-style-priority:99;
|
||
mso-style-link:"Footer Char";
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
tab-stops:center 212.6pt right 425.2pt;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
||
mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
||
mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
p.MsoCaption, li.MsoCaption, div.MsoCaption
|
||
{mso-style-noshow:yes;
|
||
mso-style-priority:35;
|
||
mso-style-qformat:yes;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
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font-size:10.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;
|
||
font-weight:bold;}
|
||
p.MsoTof, li.MsoTof, div.MsoTof
|
||
{mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
||
font-size:12.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
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mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
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mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
span.MsoFootnoteReference
|
||
{mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
vertical-align:super;}
|
||
span.MsoCommentReference
|
||
{mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
mso-style-parent:"";
|
||
mso-ansi-font-size:8.0pt;
|
||
mso-bidi-font-size:8.0pt;}
|
||
p.MsoTitle, li.MsoTitle, div.MsoTitle
|
||
{mso-style-name:"Title\,Subtitulos 3er nivel";
|
||
mso-style-priority:10;
|
||
mso-style-unhide:no;
|
||
mso-style-link:"Title Char\,Subtitulos 3er nivel Char";
|
||
mso-style-next:Normal;
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
||
margin-left:0cm;
|
||
text-align:justify;
|
||
line-height:150%;
|
||
mso-pagination:widow-orphan;
|
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mso-outline-level:3;
|
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font-size:12.0pt;
|
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mso-bidi-font-size:16.0pt;
|
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
|
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mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
||
mso-font-kerning:14.0pt;
|
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mso-ansi-language:ES;
|
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mso-fareast-language:ES;
|
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mso-bidi-font-weight:bold;
|
||
font-style:italic;
|
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mso-bidi-font-style:normal;}
|
||
a:link, span.MsoHyperlink
|
||
{mso-style-priority:99;
|
||
mso-style-parent:"";
|
||
color:#0563C1;
|
||
text-decoration:underline;
|
||
text-underline:single;}
|
||
a:visited, span.MsoHyperlinkFollowed
|
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{mso-style-noshow:yes;
|
||
mso-style-priority:99;
|
||
color:#954F72;
|
||
mso-themecolor:followedhyperlink;
|
||
text-decoration:underline;
|
||
text-underline:single;}
|
||
pre
|
||
{mso-style-noshow:yes;
|
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mso-style-priority:99;
|
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mso-style-link:"HTML Preformatted Char";
|
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margin:0cm;
|
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margin-bottom:.0001pt;
|
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mso-pagination:widow-orphan;
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font-family:"Courier New";
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-fareast-theme-font:minor-fareast;}
|
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p.MsoCommentSubject, li.MsoCommentSubject, div.MsoCommentSubject
|
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{mso-style-noshow:yes;
|
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mso-style-priority:99;
|
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mso-style-parent:"Comment Text";
|
||
mso-style-link:"Comment Subject Char";
|
||
mso-style-next:"Comment Text";
|
||
margin-top:6.0pt;
|
||
margin-right:0cm;
|
||
margin-bottom:6.0pt;
|
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margin-left:0cm;
|
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text-align:justify;
|
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line-height:150%;
|
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mso-pagination:widow-orphan;
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font-size:10.0pt;
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
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mso-ansi-language:ES;
|
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mso-fareast-language:ES;
|
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font-weight:bold;}
|
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p.MsoAcetate, li.MsoAcetate, div.MsoAcetate
|
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{mso-style-noshow:yes;
|
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mso-style-priority:99;
|
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mso-style-link:"Balloon Text Char";
|
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margin-top:6.0pt;
|
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margin-right:0cm;
|
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margin-bottom:6.0pt;
|
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margin-left:0cm;
|
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text-align:justify;
|
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line-height:150%;
|
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mso-pagination:widow-orphan;
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font-size:8.0pt;
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font-family:"Tahoma",sans-serif;
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mso-fareast-font-family:"Times New Roman";
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:X-NONE;
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mso-fareast-language:ES;}
|
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p.MsoNoSpacing, li.MsoNoSpacing, div.MsoNoSpacing
|
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{mso-style-priority:1;
|
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mso-style-unhide:no;
|
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mso-style-parent:"";
|
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mso-style-link:"No Spacing Char";
|
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margin:0cm;
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mso-pagination:widow-orphan;
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font-size:11.0pt;
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font-family:"Calibri",sans-serif;
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mso-fareast-font-family:"Times New Roman";
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:ES;
|
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mso-fareast-language:EN-US;}
|
||
p.MsoListParagraph, li.MsoListParagraph, div.MsoListParagraph
|
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{mso-style-priority:34;
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mso-style-unhide:no;
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mso-style-qformat:yes;
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margin-top:6.0pt;
|
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margin-right:0cm;
|
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margin-bottom:6.0pt;
|
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margin-left:36.0pt;
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mso-add-space:auto;
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text-align:justify;
|
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line-height:150%;
|
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mso-pagination:widow-orphan;
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font-size:12.0pt;
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
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mso-bidi-font-family:"Times New Roman";
|
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
|
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p.MsoListParagraphCxSpFirst, li.MsoListParagraphCxSpFirst, div.MsoListParagraphCxSpFirst
|
||
{mso-style-priority:34;
|
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mso-style-unhide:no;
|
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mso-style-qformat:yes;
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mso-style-type:export-only;
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margin-top:6.0pt;
|
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margin-right:0cm;
|
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margin-bottom:0cm;
|
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margin-left:36.0pt;
|
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mso-add-space:auto;
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text-align:justify;
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line-height:150%;
|
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mso-pagination:widow-orphan;
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font-size:12.0pt;
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
|
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p.MsoListParagraphCxSpMiddle, li.MsoListParagraphCxSpMiddle, div.MsoListParagraphCxSpMiddle
|
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{mso-style-priority:34;
|
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mso-style-unhide:no;
|
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mso-style-qformat:yes;
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mso-style-type:export-only;
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margin-top:0cm;
|
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margin-right:0cm;
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margin-bottom:0cm;
|
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margin-left:36.0pt;
|
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mso-add-space:auto;
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text-align:justify;
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|
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mso-pagination:widow-orphan;
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
|
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p.MsoListParagraphCxSpLast, li.MsoListParagraphCxSpLast, div.MsoListParagraphCxSpLast
|
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{mso-style-priority:34;
|
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mso-style-unhide:no;
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mso-style-qformat:yes;
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mso-style-type:export-only;
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margin-top:0cm;
|
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margin-right:0cm;
|
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margin-bottom:6.0pt;
|
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margin-left:36.0pt;
|
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mso-add-space:auto;
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text-align:justify;
|
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line-height:150%;
|
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mso-pagination:widow-orphan;
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font-size:12.0pt;
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
|
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p.MsoQuote, li.MsoQuote, div.MsoQuote
|
||
{mso-style-priority:29;
|
||
mso-style-unhide:no;
|
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mso-style-qformat:yes;
|
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mso-style-link:"Quote Char";
|
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mso-style-next:Normal;
|
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margin-top:6.0pt;
|
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margin-right:0cm;
|
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margin-bottom:6.0pt;
|
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margin-left:0cm;
|
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text-align:justify;
|
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mso-pagination:widow-orphan;
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font-size:12.0pt;
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
|
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:"Times New Roman";
|
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color:#404040;
|
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mso-ansi-language:ES;
|
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mso-fareast-language:ES;
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mso-bidi-font-style:italic;}
|
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p.MsoBibliography, li.MsoBibliography, div.MsoBibliography
|
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{mso-style-noshow:yes;
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mso-style-priority:37;
|
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mso-style-next:Normal;
|
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margin-top:6.0pt;
|
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margin-right:0cm;
|
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margin-bottom:6.0pt;
|
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margin-left:0cm;
|
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text-align:justify;
|
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line-height:150%;
|
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mso-pagination:widow-orphan;
|
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font-size:12.0pt;
|
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
|
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mso-ascii-theme-font:minor-latin;
|
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
|
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p.MsoTocHeading, li.MsoTocHeading, div.MsoTocHeading
|
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{mso-style-name:"TOC Heading\,Tablas";
|
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mso-style-noshow:yes;
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mso-style-priority:39;
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mso-style-next:Normal;
|
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margin-top:6.0pt;
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margin-right:0cm;
|
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margin-bottom:6.0pt;
|
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margin-left:0cm;
|
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text-align:justify;
|
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line-height:150%;
|
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mso-pagination:widow-orphan;
|
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tab-stops:right dotted 453.0pt;
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font-family:"Calibri",sans-serif;
|
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
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mso-bidi-font-family:Arial;
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mso-ansi-language:ES;
|
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mso-fareast-language:ES;
|
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mso-no-proof:yes;}
|
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span.Heading1Char
|
||
{mso-style-name:"Heading 1 Char";
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 1";
|
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mso-ansi-font-size:18.0pt;
|
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mso-bidi-font-size:16.0pt;
|
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font-family:"Calibri Light",sans-serif;
|
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mso-ascii-font-family:"Calibri Light";
|
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mso-ascii-theme-font:major-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:"Calibri Light";
|
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mso-hansi-theme-font:major-latin;
|
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mso-bidi-font-family:"Calibri Light";
|
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color:#0098CD;
|
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text-transform:uppercase;
|
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mso-font-kerning:16.0pt;
|
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mso-bidi-font-weight:bold;}
|
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span.Heading2Char
|
||
{mso-style-name:"Heading 2 Char";
|
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mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 2";
|
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mso-ansi-font-size:14.0pt;
|
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mso-bidi-font-size:14.0pt;
|
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font-family:"Calibri Light",sans-serif;
|
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mso-ascii-font-family:"Calibri Light";
|
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mso-ascii-theme-font:major-latin;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:"Calibri Light";
|
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mso-hansi-theme-font:major-latin;
|
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mso-bidi-font-family:Arial;
|
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color:#0098CD;
|
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text-transform:uppercase;
|
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mso-bidi-font-weight:bold;
|
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mso-bidi-font-style:italic;}
|
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span.Heading3Char
|
||
{mso-style-name:"Heading 3 Char";
|
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mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 3";
|
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mso-ansi-font-size:12.0pt;
|
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mso-bidi-font-size:13.0pt;
|
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font-family:"Calibri Light",sans-serif;
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mso-ascii-font-family:"Calibri Light";
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mso-ascii-theme-font:major-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:"Calibri Light";
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mso-hansi-theme-font:major-latin;
|
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mso-bidi-font-family:"Calibri Light";
|
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font-weight:bold;}
|
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span.Heading4Char
|
||
{mso-style-name:"Heading 4 Char";
|
||
mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 4";
|
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mso-ansi-font-size:12.0pt;
|
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mso-bidi-font-size:12.0pt;
|
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:Calibri;}
|
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span.Heading5Char
|
||
{mso-style-name:"Heading 5 Char";
|
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mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 5";
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mso-ansi-font-size:13.0pt;
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mso-bidi-font-size:13.0pt;
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
|
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mso-bidi-font-family:"Times New Roman";
|
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font-weight:bold;
|
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font-style:italic;}
|
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span.Heading6Char
|
||
{mso-style-name:"Heading 6 Char";
|
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mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 6";
|
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mso-ansi-font-size:11.0pt;
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mso-bidi-font-size:11.0pt;
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
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font-weight:bold;}
|
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p.msonormal0, li.msonormal0, div.msonormal0
|
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{mso-style-name:msonormal;
|
||
mso-style-unhide:no;
|
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mso-margin-top-alt:auto;
|
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margin-right:0cm;
|
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mso-margin-bottom-alt:auto;
|
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margin-left:0cm;
|
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mso-pagination:widow-orphan;
|
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font-size:12.0pt;
|
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font-family:"Times New Roman",serif;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-fareast-theme-font:minor-fareast;}
|
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span.Heading7Char
|
||
{mso-style-name:"Heading 7 Char";
|
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mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 7";
|
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mso-ansi-font-size:12.0pt;
|
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mso-bidi-font-size:12.0pt;
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:Calibri;
|
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mso-bidi-font-family:"Times New Roman";}
|
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span.Heading8Char
|
||
{mso-style-name:"Heading 8 Char";
|
||
mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 8";
|
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mso-ansi-font-size:12.0pt;
|
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mso-bidi-font-size:12.0pt;
|
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
|
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mso-bidi-font-family:"Times New Roman";
|
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font-style:italic;}
|
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span.Heading9Char
|
||
{mso-style-name:"Heading 9 Char";
|
||
mso-style-noshow:yes;
|
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mso-style-priority:9;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-parent:"";
|
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mso-style-link:"Heading 9";
|
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mso-ansi-font-size:11.0pt;
|
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mso-bidi-font-size:11.0pt;
|
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font-family:"Calibri Light",sans-serif;
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mso-ascii-font-family:"Calibri Light";
|
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mso-fareast-font-family:"Times New Roman";
|
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mso-hansi-font-family:"Calibri Light";
|
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mso-bidi-font-family:"Times New Roman";}
|
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span.FootnoteTextChar
|
||
{mso-style-name:"Footnote Text Char";
|
||
mso-style-noshow:yes;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
|
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mso-style-link:"Footnote Text";
|
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font-family:"Calibri",sans-serif;
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mso-ascii-font-family:Calibri;
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mso-ascii-theme-font:minor-latin;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Calibri;
|
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mso-hansi-theme-font:minor-latin;
|
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mso-bidi-font-family:Calibri;}
|
||
span.CommentTextChar
|
||
{mso-style-name:"Comment Text Char";
|
||
mso-style-noshow:yes;
|
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mso-style-priority:99;
|
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mso-style-unhide:no;
|
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mso-style-locked:yes;
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mso-style-parent:"";
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span.TitleChar1
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span.BalloonTextChar
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span.NoSpacingChar
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mso-style-unhide:no;
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mso-fareast-language:EN-US;
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mso-bidi-language:AR-SA;}
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span.QuoteChar
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{mso-style-name:"Quote Char";
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mso-bidi-font-style:italic;}
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span.FigurasCar
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mso-style-unhide:no;
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p.Figuras, li.Figuras, div.Figuras
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{mso-style-name:Figuras;
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mso-style-link:"Figuras Car";
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margin-bottom:6.0pt;
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margin-right:0cm;
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margin-bottom:5.0pt;
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text-align:right;
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mso-pagination:widow-orphan;
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mso-fareast-language:ES;
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mso-no-proof:yes;}
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span.TtulondicesCar
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{mso-style-name:"Título Índices Car";
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mso-fareast-language:EN-US;}
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p.Ttulondices, li.Ttulondices, div.Ttulondices
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{mso-style-name:"Título Índices";
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margin-bottom:6.0pt;
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mso-ansi-language:ES;
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mso-fareast-language:EN-US;}
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span.PginaCar
|
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{mso-style-name:"Página Car";
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mso-style-unhide:no;
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mso-style-locked:yes;
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mso-style-parent:"Footer Char";
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mso-style-link:Página;
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mso-bidi-font-family:Arial;}
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p.Pgina, li.Pgina, div.Pgina
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{mso-style-name:Página;
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mso-style-unhide:no;
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mso-style-qformat:yes;
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mso-style-parent:Footer;
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mso-style-link:"Página Car";
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margin-bottom:6.0pt;
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text-align:right;
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mso-pagination:widow-orphan;
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
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p.Ttulo1sinnumerar, li.Ttulo1sinnumerar, div.Ttulo1sinnumerar
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{mso-style-name:"Título 1 sin numerar";
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margin-bottom:6.0pt;
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mso-ansi-language:ES;
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p.Referenciasbibliogrficas, li.Referenciasbibliogrficas, div.Referenciasbibliogrficas
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{mso-style-name:"Referencias bibliográficas";
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margin-top:6.0pt;
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margin-bottom:6.0pt;
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text-indent:-14.2pt;
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mso-bidi-font-family:"Times New Roman";
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mso-ansi-language:EN-US;
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mso-fareast-language:ES;}
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p.Anexo, li.Anexo, div.Anexo
|
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{mso-style-name:Anexo;
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margin-top:6.0pt;
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margin-bottom:6.0pt;
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margin-left:18.0pt;
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text-align:justify;
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text-indent:-18.0pt;
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mso-pagination:widow-orphan;
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mso-list:l0 level1 lfo8;
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mso-hansi-theme-font:major-latin;
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mso-ansi-language:ES;
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mso-fareast-language:ES;
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mso-bidi-font-weight:bold;}
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p.Piedefoto-tabla, li.Piedefoto-tabla, div.Piedefoto-tabla
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{mso-style-name:"Pie de foto-tabla";
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mso-style-next:Normal;
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margin-top:6.0pt;
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margin-right:-10.75pt;
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margin-bottom:0cm;
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margin-left:-5.65pt;
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text-align:center;
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mso-pagination:widow-orphan;
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mso-themecolor:text1;
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mso-ansi-language:EN-US;
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mso-fareast-language:ES;
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mso-bidi-font-style:italic;}
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p.CuadroCmoestudiaryReferencias, li.CuadroCmoestudiaryReferencias, div.CuadroCmoestudiaryReferencias
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{mso-style-name:"Cuadro «Cómo estudiar» y Referencias";
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mso-pagination:widow-orphan;
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mso-border-top-alt:solid #0098CD .5pt;
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mso-border-bottom-alt:solid #0098CD .5pt;
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mso-ansi-language:ES;
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mso-fareast-language:ES;}
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span.HTMLPreformattedChar
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{mso-style-name:"HTML Preformatted Char";
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mso-style-noshow:yes;
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mso-style-priority:99;
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mso-style-unhide:no;
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mso-style-locked:yes;
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mso-style-link:"HTML Preformatted";
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mso-ascii-font-family:Consolas;
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mso-fareast-font-family:"Times New Roman";
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mso-hansi-font-family:Consolas;
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mso-bidi-font-family:"Times New Roman";}
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{mso-style-type:export-only;
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mso-default-props:yes;
|
||
font-size:10.0pt;
|
||
mso-ansi-font-size:10.0pt;
|
||
mso-bidi-font-size:10.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ascii-font-family:Calibri;
|
||
mso-fareast-font-family:Calibri;
|
||
mso-hansi-font-family:Calibri;
|
||
mso-bidi-font-family:Calibri;
|
||
mso-font-kerning:0pt;
|
||
mso-ligatures:none;
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
/* Page Definitions */
|
||
@page
|
||
{mso-footnote-separator:url("plantilla_individual_files/header.htm") fs;
|
||
mso-footnote-continuation-separator:url("plantilla_individual_files/header.htm") fcs;
|
||
mso-endnote-separator:url("plantilla_individual_files/header.htm") es;
|
||
mso-endnote-continuation-separator:url("plantilla_individual_files/header.htm") ecs;}
|
||
@page WordSection1
|
||
{size:595.3pt 841.9pt;
|
||
margin:70.9pt 2.0cm 70.9pt 3.0cm;
|
||
mso-header-margin:35.45pt;
|
||
mso-footer-margin:35.45pt;
|
||
mso-page-numbers:roman-upper;
|
||
mso-title-page:yes;
|
||
mso-header:url("plantilla_individual_files/header.htm") h1;
|
||
mso-footer:url("plantilla_individual_files/header.htm") f1;
|
||
mso-paper-source:0;}
|
||
div.WordSection1
|
||
{page:WordSection1;}
|
||
@page WordSection2
|
||
{size:595.3pt 841.9pt;
|
||
margin:70.9pt 2.0cm 70.9pt 3.0cm;
|
||
mso-header-margin:35.45pt;
|
||
mso-footer-margin:35.45pt;
|
||
mso-page-numbers:1;
|
||
mso-header:url("plantilla_individual_files/header.htm") h1;
|
||
mso-footer:url("plantilla_individual_files/header.htm") f1;
|
||
mso-paper-source:0;}
|
||
div.WordSection2
|
||
{page:WordSection2;}
|
||
/* List Definitions */
|
||
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|
||
{mso-list-id:82385747;
|
||
mso-list-type:hybrid;
|
||
mso-list-template-ids:-328275098 -118447058 201981977 201981979 201981967 201981977 201981979 201981967 201981977 201981979;}
|
||
@list l0:level1
|
||
{mso-level-number-format:alpha-upper;
|
||
mso-level-style-link:Anexo;
|
||
mso-level-text:"Anexo %1\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l0:level2
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l0:level3
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:right;
|
||
text-indent:-9.0pt;}
|
||
@list l0:level4
|
||
{mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l0:level5
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l0:level6
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:right;
|
||
text-indent:-9.0pt;}
|
||
@list l0:level7
|
||
{mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l0:level8
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l0:level9
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:right;
|
||
text-indent:-9.0pt;}
|
||
@list l1
|
||
{mso-list-id:891304042;
|
||
mso-list-template-ids:1926248762;}
|
||
@list l1:level1
|
||
{mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:18.0pt;
|
||
text-indent:-18.0pt;}
|
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@list l1:level2
|
||
{mso-level-text:"%1\.%2";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:64.2pt;
|
||
text-indent:-28.8pt;}
|
||
@list l1:level3
|
||
{mso-level-text:"%1\.%2\.%3";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:71.4pt;
|
||
text-indent:-36.0pt;}
|
||
@list l1:level4
|
||
{mso-level-text:"%1\.%2\.%3\.%4";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:78.6pt;
|
||
text-indent:-43.2pt;}
|
||
@list l1:level5
|
||
{mso-level-style-link:"Heading 5";
|
||
mso-level-text:"%1\.%2\.%3\.%4\.%5";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:85.8pt;
|
||
text-indent:-50.4pt;}
|
||
@list l1:level6
|
||
{mso-level-style-link:"Heading 6";
|
||
mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:93.0pt;
|
||
text-indent:-57.6pt;}
|
||
@list l1:level7
|
||
{mso-level-style-link:"Heading 7";
|
||
mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.%7";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:100.2pt;
|
||
text-indent:-64.8pt;}
|
||
@list l1:level8
|
||
{mso-level-style-link:"Heading 8";
|
||
mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.%7\.%8";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:107.4pt;
|
||
text-indent:-72.0pt;}
|
||
@list l1:level9
|
||
{mso-level-style-link:"Heading 9";
|
||
mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.%7\.%8\.%9";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:114.6pt;
|
||
text-indent:-79.2pt;}
|
||
@list l2
|
||
{mso-list-id:1462453754;
|
||
mso-list-template-ids:-1283704032;
|
||
mso-list-style-priority:99;
|
||
mso-list-style-name:ViñetasUNIR;}
|
||
@list l2:level1
|
||
{mso-level-number-format:bullet;
|
||
mso-level-text:;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:14.2pt;
|
||
text-indent:-14.2pt;
|
||
mso-ansi-font-size:9.0pt;
|
||
font-family:"Wingdings 3";
|
||
color:#0098CD;}
|
||
@list l2:level2
|
||
{mso-level-number-format:bullet;
|
||
mso-level-text:;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:1.0cm;
|
||
text-indent:-14.15pt;
|
||
mso-ansi-font-size:11.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
color:#0098CD;}
|
||
@list l2:level3
|
||
{mso-level-number-format:bullet;
|
||
mso-level-text:;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:42.55pt;
|
||
text-indent:-14.2pt;
|
||
mso-ansi-font-size:12.0pt;
|
||
font-family:Wingdings;
|
||
color:#0098CD;}
|
||
@list l2:level4
|
||
{mso-level-text:"\(%4\)";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:108.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l2:level5
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-text:"\(%5\)";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:126.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l2:level6
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-text:"\(%6\)";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:144.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l2:level7
|
||
{mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:162.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l2:level8
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:180.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l2:level9
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:198.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l3
|
||
{mso-list-id:1686445378;
|
||
mso-list-type:hybrid;
|
||
mso-list-template-ids:1831490806 -537492352 201981977 201981979 201981967 201981977 201981979 201981967 201981977 201981979;}
|
||
@list l3:level1
|
||
{mso-level-style-link:"Index 1";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l3:level2
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l3:level3
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:right;
|
||
text-indent:-9.0pt;}
|
||
@list l3:level4
|
||
{mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l3:level5
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l3:level6
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:right;
|
||
text-indent:-9.0pt;}
|
||
@list l3:level7
|
||
{mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l3:level8
|
||
{mso-level-number-format:alpha-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
text-indent:-18.0pt;}
|
||
@list l3:level9
|
||
{mso-level-number-format:roman-lower;
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:right;
|
||
text-indent:-9.0pt;}
|
||
@list l4
|
||
{mso-list-id:1855220232;
|
||
mso-list-template-ids:-1863424668;}
|
||
@list l4:level1
|
||
{mso-level-style-link:"Heading 1";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:18.0pt;
|
||
text-indent:-18.0pt;}
|
||
@list l4:level2
|
||
{mso-level-style-link:"Heading 2";
|
||
mso-level-text:"%1\.%2\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:50.0pt;
|
||
text-indent:-21.6pt;}
|
||
@list l4:level3
|
||
{mso-level-style-link:"Heading 3";
|
||
mso-level-text:"%1\.%2\.%3\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:159.9pt;
|
||
text-indent:-25.2pt;}
|
||
@list l4:level4
|
||
{mso-level-style-link:"Heading 4";
|
||
mso-level-text:"%1\.%2\.%3\.%4\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:86.4pt;
|
||
text-indent:-32.4pt;}
|
||
@list l4:level5
|
||
{mso-level-text:"%1\.%2\.%3\.%4\.%5\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:111.6pt;
|
||
text-indent:-39.6pt;}
|
||
@list l4:level6
|
||
{mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:136.8pt;
|
||
text-indent:-46.8pt;}
|
||
@list l4:level7
|
||
{mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.%7\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:162.0pt;
|
||
text-indent:-54.0pt;}
|
||
@list l4:level8
|
||
{mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.%7\.%8\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:187.2pt;
|
||
text-indent:-61.2pt;}
|
||
@list l4:level9
|
||
{mso-level-text:"%1\.%2\.%3\.%4\.%5\.%6\.%7\.%8\.%9\.";
|
||
mso-level-tab-stop:none;
|
||
mso-level-number-position:left;
|
||
margin-left:216.0pt;
|
||
text-indent:-72.0pt;}
|
||
ol
|
||
{margin-bottom:0cm;}
|
||
ul
|
||
{margin-bottom:0cm;}
|
||
-->
|
||
</style>
|
||
<!--[if gte mso 10]>
|
||
<style>
|
||
/* Style Definitions */
|
||
table.MsoNormalTable
|
||
{mso-style-name:"Table Normal";
|
||
mso-tstyle-rowband-size:0;
|
||
mso-tstyle-colband-size:0;
|
||
mso-style-noshow:yes;
|
||
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|
||
mso-style-parent:"";
|
||
mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
|
||
mso-para-margin:0cm;
|
||
mso-pagination:widow-orphan;
|
||
font-size:10.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
table.MsoTableGrid
|
||
{mso-style-name:"Table Grid";
|
||
mso-tstyle-rowband-size:0;
|
||
mso-tstyle-colband-size:0;
|
||
mso-style-priority:59;
|
||
mso-style-unhide:no;
|
||
border:solid windowtext 1.0pt;
|
||
mso-border-alt:solid windowtext .5pt;
|
||
mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
|
||
mso-border-insideh:.5pt solid windowtext;
|
||
mso-border-insidev:.5pt solid windowtext;
|
||
mso-para-margin:0cm;
|
||
mso-pagination:widow-orphan;
|
||
font-size:10.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
table.MsoTable15Grid4Accent1
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-tstyle-rowband-size:1;
|
||
mso-tstyle-colband-size:1;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
border:solid #9CC2E5 1.0pt;
|
||
mso-border-themecolor:accent1;
|
||
mso-border-themetint:153;
|
||
mso-border-alt:solid #9CC2E5 .5pt;
|
||
mso-border-themecolor:accent1;
|
||
mso-border-themetint:153;
|
||
mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
|
||
mso-border-insideh:.5pt solid #9CC2E5;
|
||
mso-border-insideh-themecolor:accent1;
|
||
mso-border-insideh-themetint:153;
|
||
mso-border-insidev:.5pt solid #9CC2E5;
|
||
mso-border-insidev-themecolor:accent1;
|
||
mso-border-insidev-themetint:153;
|
||
mso-para-margin:0cm;
|
||
mso-pagination:widow-orphan;
|
||
font-size:10.0pt;
|
||
font-family:"Calibri",sans-serif;
|
||
mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:ES;
|
||
mso-fareast-language:ES;}
|
||
table.MsoTable15Grid4Accent1FirstRow
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-table-condition:first-row;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
mso-tstyle-shading:#5B9BD5;
|
||
mso-tstyle-shading-themecolor:accent1;
|
||
mso-tstyle-border-top:.5pt solid #5B9BD5;
|
||
mso-tstyle-border-top-themecolor:accent1;
|
||
mso-tstyle-border-left:.5pt solid #5B9BD5;
|
||
mso-tstyle-border-left-themecolor:accent1;
|
||
mso-tstyle-border-bottom:.5pt solid #5B9BD5;
|
||
mso-tstyle-border-bottom-themecolor:accent1;
|
||
mso-tstyle-border-right:.5pt solid #5B9BD5;
|
||
mso-tstyle-border-right-themecolor:accent1;
|
||
mso-tstyle-border-insideh:cell-none;
|
||
mso-tstyle-border-insidev:cell-none;
|
||
color:white;
|
||
mso-themecolor:background1;
|
||
mso-ansi-font-weight:bold;
|
||
mso-bidi-font-weight:bold;}
|
||
table.MsoTable15Grid4Accent1LastRow
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-table-condition:last-row;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
mso-tstyle-border-top:1.5pt double #5B9BD5;
|
||
mso-tstyle-border-top-themecolor:accent1;
|
||
mso-ansi-font-weight:bold;
|
||
mso-bidi-font-weight:bold;}
|
||
table.MsoTable15Grid4Accent1FirstCol
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-table-condition:first-column;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
mso-ansi-font-weight:bold;
|
||
mso-bidi-font-weight:bold;}
|
||
table.MsoTable15Grid4Accent1LastCol
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-table-condition:last-column;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
mso-ansi-font-weight:bold;
|
||
mso-bidi-font-weight:bold;}
|
||
table.MsoTable15Grid4Accent1OddColumn
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-table-condition:odd-column;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
mso-tstyle-shading:#DEEAF6;
|
||
mso-tstyle-shading-themecolor:accent1;
|
||
mso-tstyle-shading-themetint:51;}
|
||
table.MsoTable15Grid4Accent1OddRow
|
||
{mso-style-name:"Grid Table 4 - Accent 1";
|
||
mso-table-condition:odd-row;
|
||
mso-style-priority:49;
|
||
mso-style-unhide:no;
|
||
mso-tstyle-shading:#DEEAF6;
|
||
mso-tstyle-shading-themecolor:accent1;
|
||
mso-tstyle-shading-themetint:51;}
|
||
</style>
|
||
<![endif]--><!--[if gte mso 9]><xml>
|
||
<o:shapedefaults v:ext="edit" spidmax="2050"/>
|
||
</xml><![endif]--><!--[if gte mso 9]><xml>
|
||
<o:shapelayout v:ext="edit">
|
||
<o:idmap v:ext="edit" data="2"/>
|
||
</o:shapelayout></xml><![endif]-->
|
||
</head>
|
||
|
||
<body link="#0563C1" vlink="#954F72" style='tab-interval:35.4pt;word-wrap:break-word'>
|
||
|
||
<div class=WordSection1>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:24.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Open Sans";mso-fareast-language:
|
||
ES;mso-no-proof:yes'><!--[if gte vml 1]><v:shapetype id="_x0000_t75"
|
||
coordsize="21600,21600" o:spt="75" o:preferrelative="t" path="m@4@5l@4@11@9@11@9@5xe"
|
||
filled="f" stroked="f">
|
||
<v:stroke joinstyle="miter"/>
|
||
<v:formulas>
|
||
<v:f eqn="if lineDrawn pixelLineWidth 0"/>
|
||
<v:f eqn="sum @0 1 0"/>
|
||
<v:f eqn="sum 0 0 @1"/>
|
||
<v:f eqn="prod @2 1 2"/>
|
||
<v:f eqn="prod @3 21600 pixelWidth"/>
|
||
<v:f eqn="prod @3 21600 pixelHeight"/>
|
||
<v:f eqn="sum @0 0 1"/>
|
||
<v:f eqn="prod @6 1 2"/>
|
||
<v:f eqn="prod @7 21600 pixelWidth"/>
|
||
<v:f eqn="sum @8 21600 0"/>
|
||
<v:f eqn="prod @7 21600 pixelHeight"/>
|
||
<v:f eqn="sum @10 21600 0"/>
|
||
</v:formulas>
|
||
<v:path o:extrusionok="f" gradientshapeok="t" o:connecttype="rect"/>
|
||
<o:lock v:ext="edit" aspectratio="t"/>
|
||
</v:shapetype><v:shape id="Imagen_x0020_5126" o:spid="_x0000_i1041" type="#_x0000_t75"
|
||
alt="Texto Descripción generada automáticamente" style='width:302.4pt;
|
||
height:68.4pt;visibility:visible;mso-wrap-style:square'>
|
||
<v:imagedata src="plantilla_individual_files/image001.png" o:title="Texto Descripción generada automáticamente"/>
|
||
</v:shape><![endif]--><![if !vml]><img width=403 height=91
|
||
src="plantilla_individual_files/image003.gif"
|
||
alt="Texto Descripción generada automáticamente" v:shapes="Imagen_x0020_5126"><![endif]></span><span
|
||
lang=ES style='font-size:24.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Open Sans"'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:24.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Open Sans"'>Universidad
|
||
Internacional de La Rioja<o:p></o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:20.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Open Sans"'>Escuela
|
||
Superior de Ingeniería y<o:p></o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:20.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Open Sans"'>Tecnología<o:p></o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:20.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:
|
||
Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Tahoma'><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:20.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:
|
||
Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Tahoma'><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:20.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:
|
||
Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Tahoma'><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:20.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
mso-ascii-font-family:Calibri;mso-ascii-theme-font:minor-latin;mso-hansi-font-family:
|
||
Calibri;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:Tahoma'><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNoSpacing align=center style='text-align:center;line-height:115%'><span
|
||
lang=ES style='font-size:18.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Máster
|
||
Universitario en Inteligencia artificial</span><span lang=ES style='font-size:
|
||
26.0pt;mso-bidi-font-size:14.0pt;line-height:115%;mso-ascii-font-family:Calibri;
|
||
mso-ascii-theme-font:minor-latin;mso-hansi-font-family:Calibri;mso-hansi-theme-font:
|
||
minor-latin;mso-bidi-font-family:Tahoma;color:#0098CD'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoNormal><a name="_Hlk216726907"><span lang=ES style='font-size:26.0pt;
|
||
mso-bidi-font-size:14.0pt;line-height:150%;mso-bidi-font-family:Tahoma;
|
||
color:#0098CD;mso-fareast-language:EN-US'>Optimización de Hiperparámetros OCR con
|
||
Ray Tune para Documentos Académicos en Español</span></a><span
|
||
style='mso-bookmark:_Hlk216726907'><span lang=ES style='mso-fareast-language:
|
||
EN-US'><o:p></o:p></span></span></p>
|
||
|
||
<span style='mso-bookmark:_Hlk216726907'></span>
|
||
|
||
<p class=MsoNormal><span lang=ES style='mso-fareast-language:EN-US'><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES style='mso-fareast-language:EN-US'><span
|
||
style='mso-tab-count:1'> </span><o:p></o:p></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0 align=left
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid #E7E6E6 .5pt;
|
||
mso-border-themecolor:background2;mso-yfti-tbllook:1184;mso-table-lspace:7.05pt;
|
||
margin-left:4.8pt;mso-table-rspace:7.05pt;margin-right:4.8pt;mso-table-anchor-vertical:
|
||
page;mso-table-anchor-horizontal:margin;mso-table-left:left;mso-table-top:
|
||
609.8pt;mso-padding-alt:0cm 5.4pt 0cm 5.4pt;mso-border-insideh:.5pt solid #E7E6E6;
|
||
mso-border-insideh-themecolor:background2;mso-border-insidev:.5pt solid #E7E6E6;
|
||
mso-border-insidev-themecolor:background2'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td width=264 style='width:198.2pt;border:solid #E7E6E6 1.0pt;mso-border-themecolor:
|
||
background2;mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Trabajo fin de
|
||
estudio presentado por:<o:p></o:p></span></p>
|
||
</td>
|
||
<td width=303 style='width:227.45pt;border:solid #E7E6E6 1.0pt;mso-border-themecolor:
|
||
background2;border-left:none;mso-border-left-alt:solid #E7E6E6 .5pt;
|
||
mso-border-left-themecolor:background2;mso-border-alt:solid #E7E6E6 .5pt;
|
||
mso-border-themecolor:background2;padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Sergio Jiménez
|
||
Jiménez<o:p></o:p></span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td width=264 style='width:198.2pt;border:solid #E7E6E6 1.0pt;mso-border-themecolor:
|
||
background2;border-top:none;mso-border-top-alt:solid #E7E6E6 .5pt;mso-border-top-themecolor:
|
||
background2;mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Tipo de
|
||
trabajo:<o:p></o:p></span></p>
|
||
</td>
|
||
<td width=303 style='width:227.45pt;border-top:none;border-left:none;
|
||
border-bottom:solid #E7E6E6 1.0pt;mso-border-bottom-themecolor:background2;
|
||
border-right:solid #E7E6E6 1.0pt;mso-border-right-themecolor:background2;
|
||
mso-border-top-alt:solid #E7E6E6 .5pt;mso-border-top-themecolor:background2;
|
||
mso-border-left-alt:solid #E7E6E6 .5pt;mso-border-left-themecolor:background2;
|
||
mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Desarrollo
|
||
Software<o:p></o:p></span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td width=264 style='width:198.2pt;border:solid #E7E6E6 1.0pt;mso-border-themecolor:
|
||
background2;border-top:none;mso-border-top-alt:solid #E7E6E6 .5pt;mso-border-top-themecolor:
|
||
background2;mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Director/a:<o:p></o:p></span></p>
|
||
</td>
|
||
<td width=303 style='width:227.45pt;border-top:none;border-left:none;
|
||
border-bottom:solid #E7E6E6 1.0pt;mso-border-bottom-themecolor:background2;
|
||
border-right:solid #E7E6E6 1.0pt;mso-border-right-themecolor:background2;
|
||
mso-border-top-alt:solid #E7E6E6 .5pt;mso-border-top-themecolor:background2;
|
||
mso-border-left-alt:solid #E7E6E6 .5pt;mso-border-left-themecolor:background2;
|
||
mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Javier Rodrigo
|
||
Villazón Terrazas<o:p></o:p></span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'>
|
||
<td width=264 style='width:198.2pt;border:solid #E7E6E6 1.0pt;mso-border-themecolor:
|
||
background2;border-top:none;mso-border-top-alt:solid #E7E6E6 .5pt;mso-border-top-themecolor:
|
||
background2;mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>Fecha:<o:p></o:p></span></p>
|
||
</td>
|
||
<td width=303 style='width:227.45pt;border-top:none;border-left:none;
|
||
border-bottom:solid #E7E6E6 1.0pt;mso-border-bottom-themecolor:background2;
|
||
border-right:solid #E7E6E6 1.0pt;mso-border-right-themecolor:background2;
|
||
mso-border-top-alt:solid #E7E6E6 .5pt;mso-border-top-themecolor:background2;
|
||
mso-border-left-alt:solid #E7E6E6 .5pt;mso-border-left-themecolor:background2;
|
||
mso-border-alt:solid #E7E6E6 .5pt;mso-border-themecolor:background2;
|
||
padding:0cm 5.4pt 0cm 5.4pt'>
|
||
<p class=MsoNoSpacing style='line-height:115%;mso-element:frame;mso-element-frame-hspace:
|
||
7.05pt;mso-element-wrap:around;mso-element-anchor-vertical:page;mso-element-anchor-horizontal:
|
||
margin;mso-element-top:609.8pt;mso-height-rule:exactly'><span lang=ES
|
||
style='font-size:12.0pt;mso-bidi-font-size:14.0pt;line-height:115%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Tahoma'>06.10.2025<o:p></o:p></span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=MsoNormal><span lang=ES style='mso-fareast-language:EN-US'><o:p> </o:p></span></p>
|
||
|
||
<span lang=ES style='font-size:18.0pt;mso-bidi-font-size:11.0pt;line-height:
|
||
150%;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-fareast-font-family:"Times New Roman";mso-hansi-theme-font:major-latin;
|
||
mso-bidi-font-family:Arial;color:#0098CD;mso-ansi-language:ES;mso-fareast-language:
|
||
EN-US;mso-bidi-language:AR-SA'><br clear=all style='page-break-before:always'>
|
||
</span>
|
||
|
||
<p class=Ttulondices><span lang=ES>Resumen </span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>El presente Trabajo Fin de Máster aborda la
|
||
optimización de sistemas de Reconocimiento Óptico de Caracteres (OCR) basados
|
||
en inteligencia artificial para documentos en español, específicamente en un
|
||
entorno con recursos computacionales limitados donde el fine-tuning de modelos
|
||
no es viable. El objetivo principal es identificar la configuración óptima de
|
||
hiperparámetros que maximice la precisión del reconocimiento de texto sin
|
||
requerir entrenamiento adicional de los modelos. Se realizó un estudio comparativo
|
||
de tres soluciones OCR de código abierto: EasyOCR, PaddleOCR (PP-OCRv5) y
|
||
DocTR, evaluando su rendimiento mediante las métricas estándar CER (Character
|
||
Error Rate) y WER (Word Error Rate) sobre un corpus de documentos académicos en
|
||
español. Tras identificar PaddleOCR como la solución más prometedora, se
|
||
procedió a una optimización sistemática de hiperparámetros utilizando Ray Tune
|
||
con el algoritmo de búsqueda Optuna, ejecutando 64 configuraciones diferentes.
|
||
Los resultados demuestran que la optimización de hiperparámetros logró una
|
||
mejora significativa del rendimiento: el CER se redujo de 7.78% a 1.49% (mejora
|
||
del 80.9% en reducción de errores), alcanzando una precisión de caracteres del
|
||
98.51%. El hallazgo más relevante fue que el parámetro `textline_orientation`
|
||
(clasificación de orientación de línea de texto) tiene un impacto crítico,
|
||
reduciendo el CER en un 69.7% cuando está habilitado. Adicionalmente, se
|
||
identificó que el umbral de detección de píxeles (`text_det_thresh`) presenta
|
||
una correlación negativa fuerte (-0.52) con el error, siendo el parámetro
|
||
continuo más influyente. Este trabajo demuestra que es posible obtener mejoras
|
||
sustanciales en sistemas OCR mediante optimización de hiperparámetros,
|
||
ofreciendo una alternativa práctica al fine-tuning cuando los recursos
|
||
computacionales son limitados.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Palabras clave:</span></b><span lang=ES>
|
||
OCR, Reconocimiento Óptico de Caracteres, PaddleOCR, Optimización de
|
||
Hiperparámetros, Ray Tune, Procesamiento de Documentos, Inteligencia Artificial</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=Ttulondices><a name="_Toc437509152"><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>Abstract<o:p></o:p></span></a></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc437509152'><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'>This Master's Thesis addresses the optimization
|
||
of Artificial Intelligence-based Optical Character Recognition (OCR) systems
|
||
for Spanish documents, specifically in a resource-constrained environment where
|
||
model fine-tuning is not feasible. The main objective is to identify the
|
||
optimal hyperparameter configuration that maximizes text recognition accuracy
|
||
without requiring additional model training. A comparative study of three
|
||
open-source OCR solutions was conducted: EasyOCR, PaddleOCR (PP-OCRv5), and DocTR,
|
||
evaluating their performance using standard CER (Character Error Rate) and WER
|
||
(Word Error Rate) metrics on a corpus of academic documents in Spanish. After
|
||
identifying PaddleOCR as the most promising solution, systematic hyperparameter
|
||
optimization was performed using Ray Tune with the Optuna search algorithm,
|
||
executing 64 different configurations. Results demonstrate that hyperparameter
|
||
optimization achieved significant performance improvement: CER was reduced from
|
||
7.78% to 1.49% (80.9% error reduction), achieving 98.51% character accuracy.
|
||
The most relevant finding was that the `textline_orientation` parameter (text
|
||
line orientation classification) has a critical impact, reducing CER by 69.7%
|
||
when enabled. Additionally, the pixel detection threshold (`text_det_thresh`)
|
||
was found to have a strong negative correlation (-0.52) with error, being the
|
||
most influential continuous parameter. This work demonstrates that substantial
|
||
improvements in OCR systems can be obtained through hyperparameter optimization,
|
||
offering a practical alternative to fine-tuning when computational resources
|
||
are limited.<o:p></o:p></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc437509152'><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'><o:p> </o:p></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc437509152'><b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Keywords:</span></b></span><span
|
||
style='mso-bookmark:_Toc437509152'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'> OCR, Optical Character Recognition, PaddleOCR, Hyperparameter
|
||
Optimization, Ray Tune, Document Processing, Artificial Intelligence<o:p></o:p></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc437509152'><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'><o:p> </o:p></span></span></p>
|
||
|
||
<span lang=EN-US style='font-size:12.0pt;line-height:150%;font-family:"Calibri",sans-serif;
|
||
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
|
||
mso-ansi-language:EN-US;mso-fareast-language:ES;mso-bidi-language:AR-SA'><br
|
||
clear=all style='mso-special-character:line-break;page-break-before:always'>
|
||
</span>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc437509152'><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'><o:p> </o:p></span></span></p>
|
||
|
||
<span style='mso-bookmark:_Toc437509152'></span>
|
||
|
||
<p class=Ttulondices><span lang=ES>Índice de contenidos</span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:22.0pt right dotted 453.05pt'><!--[if supportFields]><span
|
||
lang=ES style='font-size:11.0pt;mso-bidi-font-size:12.0pt;line-height:150%'><span
|
||
style='mso-element:field-begin'></span><span
|
||
style='mso-spacerun:yes'> </span>TOC \o "1-3" \h \z \u <span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736150">1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Introducción<span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736150 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>1</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736151">1.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Motivación<span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736151 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>1</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736152">1.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Planteamiento del trabajo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736152 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>2</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736153">1.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Estructura del trabajo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736153 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>2</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:22.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736154">2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Contexto y estado del arte<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736154 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>3</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736155">2.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Contexto del problema<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736155 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>3</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736156">2.1.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Definición y Evolución Histórica del OCR<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736156 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>3</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736157">2.1.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Pipeline Moderno de OCR<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736157 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>4</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736158">2.1.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Métricas de Evaluación<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736158 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>4</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736159">2.1.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Particularidades del OCR para el Idioma Español<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736159 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>5</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100350039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736160">2.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Estado del arte<span style='color:windowtext;display:
|
||
none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736160 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>5</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736161">2.2.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Soluciones OCR de Código Abierto<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736161 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>5</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736162">2.2.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Optimización de Hiperparámetros<span style='color:
|
||
windowtext;display:none;mso-hide:screen;text-decoration:none;text-underline:
|
||
none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736162 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>7</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736163">2.2.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Datasets y Benchmarks para Español<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736163 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>10</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736164">2.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Conclusiones del capítulo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736164 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>10</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:22.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736165">3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Objetivos concretos y metodología de trabajo<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736165 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>11</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736166">3.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Objetivo general<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736166 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>11</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736167">3.1.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Justificación SMART del Objetivo General<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736167 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>11</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736168">3.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Objetivos específicos<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736168 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736169">3.2.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>OE1: Comparar soluciones OCR de código abierto<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736169 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100360039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736170">3.2.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>OE2: Preparar un dataset de evaluación<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736170 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736171">3.2.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>OE3: Identificar hiperparámetros críticos<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736171 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736172">3.2.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>OE4: Optimizar hiperparámetros con Ray Tune<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736172 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736173">3.2.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>OE5: Validar la configuración optimizada<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736173 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736174">3.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Metodología del trabajo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736174 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736175">3.3.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Visión General<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736175 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>12</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736176">3.3.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Fase 1: Preparación del Dataset<span style='color:
|
||
windowtext;display:none;mso-hide:screen;text-decoration:none;text-underline:
|
||
none'><span style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736176 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>14</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736177">3.3.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Fase 2: Benchmark Comparativo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736177 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>15</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736178">3.3.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Fase 3: Espacio de Búsqueda<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736178 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>16</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736179">3.3.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Fase 4: Ejecución de Optimización<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736179 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>17</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100370039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736180">3.3.6.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Fase 5: Validación<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736180 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>18</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736181">3.3.7.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Entorno de Ejecución<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736181 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>18</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736182">3.3.8.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Limitaciones Metodológicas<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736182 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>19</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736183">3.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resumen del capítulo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736183 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>20</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:22.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736184"><span style='font-family:"Calibri Light",sans-serif;
|
||
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-font-family:
|
||
"Times New Roman";mso-font-kerning:16.0pt;mso-bidi-font-weight:bold'>4.</span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
color:windowtext;mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;
|
||
mso-ansi-language:#1000;mso-fareast-language:#1000;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1'> </span></span><span
|
||
style='font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Times New Roman";
|
||
text-transform:uppercase;mso-font-kerning:16.0pt;mso-bidi-font-weight:bold'>D</span><span
|
||
style='font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Times New Roman";
|
||
mso-font-kerning:16.0pt;mso-bidi-font-weight:bold'>esarrollo específico de la
|
||
contribución</span><span style='color:windowtext;display:none;mso-hide:screen;
|
||
text-decoration:none;text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736184 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>20</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736185">4.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Planteamiento de la comparativa<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736185 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>20</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736186">4.1.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Introducción<span style='color:windowtext;display:
|
||
none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736186 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>20</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736187">4.1.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Configuración del Experimento<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736187 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>21</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736188">4.1.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resultados del Benchmark<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736188 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>22</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736189">4.1.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Justificación de la Selección de PaddleOCR<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736189 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>23</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100380039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736190">4.1.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Limitaciones del Benchmark<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736190 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>24</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736191">4.1.6.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resumen de la Sección<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736191 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>24</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736192">4.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Desarrollo de la comparativa: Optimización de
|
||
hiperparámetros<span style='color:windowtext;display:none;mso-hide:screen;
|
||
text-decoration:none;text-underline:none'><span style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736192 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>24</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736193">4.2.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Introducción<span style='color:windowtext;display:
|
||
none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736193 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>24</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736194">4.2.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Configuración del Experimento<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736194 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>25</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736195">4.2.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resultados de la Optimización<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736195 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>26</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736196">4.2.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Comparación Baseline vs Optimizado<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736196 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>30</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736197">4.2.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Tiempo de Ejecución<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736197 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>32</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736198">4.2.6.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resumen de la Sección<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736198 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>32</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736199">4.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Discusión y análisis de resultados<span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736199 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>33</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003100390039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736200">4.3.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Introducción<span style='color:windowtext;display:
|
||
none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736200 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>33</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736201">4.3.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resumen de Resultados<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736201 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>33</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736202">4.3.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Análisis de Resultados<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736202 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>34</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736203">4.3.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Discusión<span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736203 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>36</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736204">4.3.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Implicaciones Prácticas<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736204 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>38</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736205">4.3.6.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Resumen de la Sección<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736205 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>39</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:22.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736206">5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Conclusiones y trabajo futuro<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736206 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>39</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736207">5.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Conclusiones<span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736207 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>39</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736208">5.1.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Conclusiones Generales<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736208 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>39</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736209">5.1.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Conclusiones Específicas<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736209 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>40</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200300039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736210">5.1.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Hallazgos Clave<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736210 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>41</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736211">5.1.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Contribuciones del Trabajo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736211 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>41</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736212">5.1.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Limitaciones del Trabajo<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736212 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>41</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736213">5.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Líneas de trabajo futuro<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736213 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>42</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736214">5.2.1.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Extensiones Inmediatas<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736214 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>42</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736215">5.2.2.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Líneas de Investigación<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736215 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>42</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310035000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736216">5.2.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Aplicaciones Prácticas<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736216 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>42</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310036000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc3 style='tab-stops:72.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736217">5.2.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Reflexión Final<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736217 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>43</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310037000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736218">Referencias bibliográficas<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736218 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>43</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310038000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc1 style='tab-stops:60.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736219">Anexo A.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>Código fuente y datos analizados<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'> </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736219 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>46</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200310039000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736220">5.3.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>A.1 Repositorio del Proyecto<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736220 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>46</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200320030000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736221">5.4.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>A.2 Estructura del Repositorio<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736221 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>46</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200320031000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736222">5.5.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>A.3 Requisitos de Software<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736222 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>46</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200320032000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736223">5.6.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>A.4 Instrucciones de Ejecución<span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736223 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>47</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200320033000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoToc2 style='tab-stops:48.0pt right dotted 453.05pt'><span
|
||
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
|
||
href="#_Toc216736224">5.7.<span style='mso-fareast-font-family:"Times New Roman";
|
||
mso-fareast-theme-font:minor-fareast;mso-bidi-font-family:"Times New Roman";
|
||
mso-bidi-theme-font:minor-bidi;color:windowtext;mso-font-kerning:1.0pt;
|
||
mso-ligatures:standardcontextual;mso-ansi-language:#1000;mso-fareast-language:
|
||
#1000;text-decoration:none;text-underline:none'><span style='mso-tab-count:
|
||
1'> </span></span>A.5 Licencia<span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-tab-count:1 dotted'>. </span></span><!--[if supportFields]><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'><span style='mso-element:field-begin'></span></span><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'> PAGEREF _Toc216736224 \h </span><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-separator'></span></span><![endif]--><span
|
||
style='color:windowtext;display:none;mso-hide:screen;text-decoration:none;
|
||
text-underline:none'>47</span><span style='color:windowtext;display:none;
|
||
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
|
||
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700330036003200320034000000</w:data>
|
||
</xml><![endif]--></span><!--[if supportFields]><span style='color:windowtext;
|
||
display:none;mso-hide:screen;text-decoration:none;text-underline:none'><span
|
||
style='mso-element:field-end'></span></span><![endif]--></a></span></span><span
|
||
style='mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fareast;
|
||
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
|
||
mso-font-kerning:1.0pt;mso-ligatures:standardcontextual;mso-ansi-language:#1000;
|
||
mso-fareast-language:#1000;mso-no-proof:yes'><o:p></o:p></span></p>
|
||
|
||
<p class=Ttulondices><!--[if supportFields]><span lang=ES style='font-size:
|
||
11.0pt;mso-bidi-font-size:12.0pt;line-height:150%;font-family:"Calibri",sans-serif;
|
||
mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:
|
||
"Times New Roman";mso-fareast-language:ES'><span style='mso-element:field-end'></span></span><![endif]--><span
|
||
lang=ES><br clear=all style='page-break-before:always'>
|
||
Índice de figuras </span></p>
|
||
|
||
<p class=Ttulondices><!--[if supportFields]><span lang=ES style='background:
|
||
yellow;mso-highlight:yellow'><span style='mso-element:field-begin'></span></span><span
|
||
lang=EN-US style='background:yellow;mso-highlight:yellow;mso-ansi-language:
|
||
EN-US'><span style='mso-spacerun:yes'> </span>TOC \f c \h \z \t "Título
|
||
9;1;Figuras;1" \c "Figura" </span><span lang=ES
|
||
style='background:yellow;mso-highlight:yellow'><span style='mso-element:field-separator'></span></span><![endif]--><b><span
|
||
lang=EN-US style='background:yellow;mso-highlight:yellow;mso-ansi-language:
|
||
EN-US;mso-no-proof:yes'>No table of figures entries found.</span></b><!--[if supportFields]><span
|
||
lang=ES style='background:yellow;mso-highlight:yellow'><span style='mso-element:
|
||
field-end'></span></span><![endif]--><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'><br clear=all style='page-break-before:always'>
|
||
</span><span lang=ES>Índice de tablas</span></p>
|
||
|
||
<p class=Ttulondices><!--[if supportFields]><b style='mso-bidi-font-weight:
|
||
normal'><span lang=ES><span style='mso-element:field-begin'></span></span></b><b
|
||
style='mso-bidi-font-weight:normal'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'><span style='mso-spacerun:yes'> </span>TOC \h \z \t "Tablas;1"
|
||
\c "Tabla" </span><span lang=ES><span style='mso-element:field-separator'></span></span></b><![endif]--><span
|
||
lang=EN-US style='mso-ansi-language:EN-US;mso-bidi-font-weight:bold;mso-no-proof:
|
||
yes'>No table of figures entries found.</span><!--[if supportFields]><b
|
||
style='mso-bidi-font-weight:normal'><span lang=ES style='mso-bidi-font-family:
|
||
"Times New Roman"'><span style='mso-element:field-end'></span></span></b><![endif]--><b
|
||
style='mso-bidi-font-weight:normal'><span lang=EN-US style='mso-bidi-font-family:
|
||
"Times New Roman";mso-ansi-language:EN-US'><o:p></o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=EN-US
|
||
style='mso-bidi-font-family:"Times New Roman";mso-ansi-language:EN-US'><o:p> </o:p></span></b></p>
|
||
|
||
</div>
|
||
|
||
<span lang=EN-US style='font-size:18.0pt;line-height:150%;font-family:"Calibri Light",sans-serif;
|
||
mso-ascii-theme-font:major-latin;mso-fareast-font-family:"Times New Roman";
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:Arial;color:#0098CD;
|
||
mso-ansi-language:EN-US;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br
|
||
clear=all style='page-break-before:always;mso-break-type:section-break'>
|
||
</span>
|
||
|
||
<div class=WordSection2>
|
||
|
||
<h1 style='mso-list:l4 level1 lfo2'><a name="_Toc437515557"></a><a
|
||
name="_Toc14106979"></a><a name="_Toc147741191"></a><a name="_Toc216736150"><span
|
||
style='mso-bookmark:_Toc147741191'><?if !supportLists?><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span><?endif?></span></span><![endif]><span lang=ES style='text-transform:
|
||
none'>Introducción</span></span></span></span></a><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='text-transform:none'> </span></span></span></h1>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Este capítulo presenta la
|
||
motivación del trabajo, identificando el problema a resolver y justificando su
|
||
relevancia. Se plantea la pregunta de investigación central y se describe la
|
||
estructura del documento.</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736151"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>1.1.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Motivación</span></a></span></span></h2>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El Reconocimiento Óptico de
|
||
Caracteres (OCR) es una tecnología fundamental en la era de la digitalización
|
||
documental. Su capacidad para convertir imágenes de texto en datos editables y
|
||
procesables ha transformado sectores como la administración pública, el ámbito
|
||
legal, la banca y la educación. Sin embargo, a pesar de los avances
|
||
significativos impulsados por el aprendizaje profundo, la implementación
|
||
práctica de sistemas OCR de alta precisión sigue presentando desafíos
|
||
considerables.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El procesamiento de documentos
|
||
en español presenta particularidades que complican el reconocimiento automático
|
||
de texto. Los caracteres especiales (ñ, acentos), las variaciones tipográficas
|
||
en documentos académicos y administrativos, y la presencia de elementos
|
||
gráficos como tablas, encabezados y marcas de agua generan errores que pueden
|
||
propagarse en aplicaciones downstream como la extracción de entidades nombradas
|
||
o el análisis semántico.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Los modelos OCR basados en
|
||
redes neuronales profundas, como los empleados en PaddleOCR, EasyOCR o DocTR,
|
||
ofrecen un rendimiento impresionante en benchmarks estándar. No obstante, su
|
||
adaptación a dominios específicos típicamente requiere fine-tuning con datos
|
||
etiquetados del dominio objetivo y recursos computacionales significativos
|
||
(GPUs de alta capacidad). Esta barrera técnica y económica excluye a muchos
|
||
investigadores y organizaciones de beneficiarse plenamente de estas
|
||
tecnologías.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>La presente investigación
|
||
surge de una necesidad práctica: optimizar un sistema OCR para documentos
|
||
académicos en español sin disponer de recursos GPU para realizar fine-tuning.
|
||
Esta restricción, lejos de ser una limitación excepcional, representa la realidad
|
||
de muchos entornos académicos y empresariales donde el acceso a infraestructura
|
||
de cómputo avanzada es limitado.</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736152"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>1.2.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Planteamiento del trabajo</span></a></span></span></h2>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El problema central que aborda
|
||
este trabajo puede formularse de la siguiente manera:</span></span></span></p>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES>¿Es posible mejorar
|
||
significativamente el rendimiento de modelos OCR preentrenados para documentos
|
||
en español mediante la optimización sistemática de hiperparámetros, sin
|
||
requerir fine-tuning ni recursos GPU?</span></i></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Este planteamiento se
|
||
descompone en las siguientes cuestiones específicas:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Selección de modelo
|
||
base</span></b><span lang=ES>: ¿Cuál de las soluciones OCR de código abierto
|
||
disponibles (EasyOCR, PaddleOCR, DocTR) ofrece el mejor rendimiento base para
|
||
documentos en español?</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Impacto de
|
||
hiperparámetros</span></b><span lang=ES>: ¿Qué hiperparámetros del pipeline OCR
|
||
tienen mayor influencia en las métricas de error (CER, WER)?</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Optimización
|
||
automatizada</span></b><span lang=ES>: ¿Puede un proceso de búsqueda
|
||
automatizada de hiperparámetros (mediante Ray Tune/Optuna) encontrar
|
||
configuraciones que superen significativamente los valores por defecto?</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Viabilidad práctica</span></b><span
|
||
lang=ES>: ¿Son los tiempos de inferencia y los recursos requeridos compatibles
|
||
con un despliegue en entornos con recursos limitados?</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>La relevancia de este problema
|
||
radica en su aplicabilidad inmediata. Una metodología reproducible para
|
||
optimizar OCR sin fine-tuning beneficiaría a:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Investigadores que procesan grandes volúmenes de documentos académicos</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Instituciones educativas que digitalizan archivos históricos</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Pequeñas y medianas empresas que automatizan flujos documentales</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Desarrolladores que integran OCR en aplicaciones con restricciones de
|
||
recursos</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736153"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>1.3.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Estructura del trabajo</span></a></span></span></h2>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El presente documento se
|
||
organiza en los siguientes capítulos:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Capítulo 2 - Contexto y
|
||
Estado del Arte</span></b><span lang=ES>: Se presenta una revisión de las
|
||
tecnologías OCR basadas en aprendizaje profundo, incluyendo las arquitecturas
|
||
de detección y reconocimiento de texto, así como los trabajos previos en
|
||
optimización de estos sistemas.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Capítulo 3 - Objetivos y
|
||
Metodología</span></b><span lang=ES>: Se definen los objetivos SMART del
|
||
trabajo y se describe la metodología experimental seguida, incluyendo la
|
||
preparación del dataset, las métricas de evaluación y el proceso de
|
||
optimización con Ray Tune.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Capítulo 4 - Desarrollo
|
||
Específico de la Contribución</span></b><span lang=ES>: Este capítulo presenta
|
||
el desarrollo completo del estudio comparativo y la optimización de
|
||
hiperparámetros de sistemas OCR, estructurado en tres secciones: (4.1)
|
||
planteamiento de la comparativa con la evaluación de EasyOCR, PaddleOCR y
|
||
DocTR; (4.2) desarrollo de la comparativa con la optimización de
|
||
hiperparámetros mediante Ray Tune; y (4.3) discusión y análisis de resultados.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Capítulo 5 - Conclusiones y
|
||
Trabajo Futuro</span></b><span lang=ES>: Se resumen las contribuciones del
|
||
trabajo, se discute el grado de cumplimiento de los objetivos y se proponen
|
||
líneas de trabajo futuro.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Anexos</span></b><span
|
||
lang=ES>: Se incluye el enlace al repositorio de código fuente y datos, así
|
||
como tablas completas de resultados experimentales.<o:p></o:p></span></span></span></p>
|
||
|
||
<h1 style='mso-list:l4 level1 lfo2'><span style='mso-bookmark:_Toc14106979'><?if !supportLists?><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc147741195"></a><?endif?><a
|
||
name="_Toc216736154"><span style='mso-bookmark:_Toc147741195'><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin;
|
||
text-transform:none'><span style='mso-list:Ignore'>2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES style='text-transform:none'>Contexto
|
||
y estado del arte</span></span></a></span></span><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='text-transform:none'><o:p></o:p></span></span></span></h1>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Este capítulo presenta el
|
||
marco teórico y tecnológico en el que se desarrolla el presente trabajo. Se
|
||
revisan los fundamentos del Reconocimiento Óptico de Caracteres (OCR), la
|
||
evolución de las técnicas basadas en aprendizaje profundo, las principales soluciones
|
||
de código abierto disponibles y los trabajos previos relacionados con la
|
||
optimización de sistemas OCR.</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736155"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.1.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Contexto del problema</span></a></span></span></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736156"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.1.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Definición y Evolución Histórica
|
||
del OCR</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El Reconocimiento Óptico de
|
||
Caracteres (OCR) es el proceso de conversión de imágenes de texto manuscrito,
|
||
mecanografiado o impreso en texto codificado digitalmente. La tecnología OCR ha
|
||
evolucionado significativamente desde sus orígenes en la década de 1950:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Primera generación (1950-1970)</span></b><span lang=ES>: Sistemas
|
||
basados en plantillas que requerían fuentes específicas.</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Segunda generación (1970-1990)</span></b><span lang=ES>: Introducción
|
||
de técnicas de extracción de características y clasificadores estadísticos.</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Tercera generación (1990-2010)</span></b><span lang=ES>: Modelos
|
||
basados en Redes Neuronales Artificiales y Modelos Ocultos de Markov (HMM).</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Cuarta generación (2010-presente)</span></b><span lang=ES>:
|
||
Arquitecturas de aprendizaje profundo que dominan el estado del arte.</span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736157"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.1.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Pipeline Moderno de OCR</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Los sistemas OCR modernos
|
||
siguen típicamente un pipeline de dos etapas:</span></span></span></p>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><a
|
||
name="_TocFigura1"><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura
|
||
1. </span></a></span></span><span style='mso-bookmark:_TocFigura1'></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Diagrama 1</span></i></span></span></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES><span style='mso-no-proof:yes'><img width=500 height=108
|
||
id="_x0000_i1040" src="figures/figura_1.png" alt="Diagrama 1"></span></span></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.<o:p></o:p></span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES>1.</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Detección de texto (Text Detection)</span></b><span lang=ES>:
|
||
Localización de regiones que contienen texto en la imagen. </span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Las arquitecturas más utilizadas
|
||
incluyen:<o:p></o:p></span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>- EAST (Efficient and Accurate Scene Text Detector) - CRAFT (Character
|
||
Region Awareness for Text Detection) - DB (Differentiable Binarization)<o:p></o:p></span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES>1.</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Reconocimiento de texto (Text Recognition)</span></b><span lang=ES>:
|
||
Transcripción del contenido textual de las regiones detectadas. Las
|
||
arquitecturas predominantes son:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>- CRNN (Convolutional
|
||
Recurrent Neural Network) con CTC loss - Arquitecturas encoder-decoder con
|
||
atención - Transformers (ViTSTR, TrOCR)</span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736158"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.1.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Métricas de Evaluación</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Las métricas estándar para
|
||
evaluar sistemas OCR son:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Character Error Rate (CER)</span></b><span
|
||
lang=ES>: Se calcula como CER = (S + D + I) / N, donde S = sustituciones, D =
|
||
eliminaciones, I = inserciones, N = caracteres de referencia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Word Error Rate (WER)</span></b><span
|
||
lang=ES>: Se calcula de forma análoga pero a nivel de palabras en lugar de
|
||
caracteres.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Un CER del 1% significa que 1
|
||
de cada 100 caracteres es erróneo. Para aplicaciones críticas como extracción
|
||
de datos financieros o médicos, se requieren CER inferiores al 1%.</span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736159"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.1.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Particularidades del OCR para el
|
||
Idioma Español</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El español presenta
|
||
características específicas que impactan el OCR:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Caracteres especiales</span></b><span lang=ES>: ñ, á, é, í, ó, ú, ü, ¿,
|
||
¡</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Diacríticos</span></b><span lang=ES>: Los acentos pueden confundirse
|
||
con ruido o artefactos</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Longitud de palabras</span></b><span lang=ES>: Palabras generalmente
|
||
más largas que en inglés</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Puntuación</span></b><span lang=ES>: Signos de interrogación y
|
||
exclamación invertidos</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736160"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.2.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Estado del arte</span></a></span></span></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736161"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Soluciones OCR de Código Abierto</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.1.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>EasyOCR</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>EasyOCR es una biblioteca de
|
||
OCR desarrollada por Jaided AI (2020) que soporta más de 80 idiomas. Sus
|
||
características principales incluyen:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Arquitectura</span></b><span lang=ES>: Detector CRAFT + Reconocedor
|
||
CRNN/Transformer</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Fortalezas</span></b><span lang=ES>: Facilidad de uso, soporte
|
||
multilingüe amplio, bajo consumo de memoria</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Limitaciones</span></b><span lang=ES>: Menor precisión en documentos
|
||
complejos, opciones de configuración limitadas</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Caso de uso ideal</span></b><span lang=ES>: Prototipado rápido y
|
||
aplicaciones con restricciones de memoria</span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.1.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>PaddleOCR</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>PaddleOCR es el sistema OCR
|
||
desarrollado por Baidu como parte del ecosistema PaddlePaddle (2024). La
|
||
versión PP-OCRv5, utilizada en este trabajo, representa el estado del arte en
|
||
OCR industrial:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='font-family:Symbol'>·</span></span></span><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Arquitectura</span></b><span lang=ES>:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>- Detector: DB (Differentiable
|
||
Binarization) con backbone ResNet (Liao et al., 2020) - Reconocedor: SVTR
|
||
(Scene-Text Visual Transformer Recognition) - Clasificador de orientación
|
||
opcional</span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='font-family:Symbol'>·</span></span></span><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Hiperparámetros configurables</span></b><span lang=ES>:</span></span></span></p>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla1"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 1. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla1'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Hiperparámetros configurables de
|
||
PaddleOCR.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Parámetro</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Descripción</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor por defecto</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_thresh</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Umbral de detección de
|
||
píxeles</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>0.3</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_box_thresh</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Umbral de caja de detección</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>0.6</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_unclip_ratio</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Coeficiente de expansión</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>1.5</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_rec_score_thresh</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Umbral de confianza de
|
||
reconocimiento</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>0.5</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_textline_orientation</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Clasificación de orientación</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>False</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_orientation_classify</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Clasificación de orientación
|
||
de documento</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>False</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:7;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_unwarping</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Corrección de deformación</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>False</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Fortalezas</span></b><span lang=ES>: Alta precisión, pipeline altamente
|
||
configurable, modelos específicos para servidor</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Limitaciones</span></b><span lang=ES>: Mayor complejidad de
|
||
configuración, dependencia del framework PaddlePaddle</span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.1.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>DocTR</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>DocTR (Document Text
|
||
Recognition) es una biblioteca desarrollada por Mindee (2021) orientada a la
|
||
investigación:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='font-family:Symbol'>·</span></span></span><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Arquitectura</span></b><span lang=ES>:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>- Detectores: DB, LinkNet -
|
||
Reconocedores: CRNN, SAR, ViTSTR</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Fortalezas</span></b><span lang=ES>: API limpia, orientación académica,
|
||
salida estructurada de alto nivel</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Limitaciones</span></b><span lang=ES>: Menor rendimiento en español
|
||
comparado con PaddleOCR</span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.1.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Comparativa de Arquitecturas</span></span></span></h4>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla2"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 2. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla2'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Comparativa de soluciones OCR de código
|
||
abierto.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Modelo</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Tipo</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Componentes</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Fortalezas Clave</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>EasyOCR</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>End-to-end (det + rec)<o:p></o:p></span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>CRAFT + CRNN/Transformer</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Ligero, fácil de usar,
|
||
multilingüe</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>PaddleOCR</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>End-to-end (det + rec + cls)<o:p></o:p></span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>DB + SVTR/CRNN</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Soporte multilingüe robusto,
|
||
configurable</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>DocTR</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>End-to-end (det + rec)<o:p></o:p></span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>DB/LinkNet + CRNN/SAR/ViTSTR<o:p></o:p></span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Orientado a investigación,
|
||
API limpia</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736162"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Optimización de Hiperparámetros</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fundamentos</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>La optimización de
|
||
hiperparámetros (HPO) busca encontrar la configuración de parámetros que
|
||
maximiza (o minimiza) una métrica objetivo (Feurer & Hutter, 2019). A
|
||
diferencia de los parámetros del modelo (pesos), los hiperparámetros no se
|
||
aprenden durante el entrenamiento.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Los métodos de HPO incluyen:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Grid Search</span></b><span lang=ES>: Búsqueda exhaustiva en una
|
||
rejilla predefinida</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Random Search</span></b><span lang=ES>: Muestreo aleatorio del espacio
|
||
de búsqueda (Bergstra & Bengio, 2012)</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Bayesian Optimization</span></b><span lang=ES>: Modelado probabilístico
|
||
de la función objetivo (Bergstra et al., 2011)</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Algoritmos evolutivos</span></b><span lang=ES>: Optimización inspirada
|
||
en evolución biológica</span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Ray Tune y Optuna</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Ray Tune</span></b><span
|
||
lang=ES> es un framework de optimización de hiperparámetros escalable (Liaw et
|
||
al., 2018) que permite:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Ejecución paralela de experimentos</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Early stopping de configuraciones poco prometedoras</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Integración con múltiples algoritmos de búsqueda</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Optuna</span></b><span
|
||
lang=ES> es una biblioteca de optimización bayesiana (Akiba et al., 2019) que
|
||
implementa:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=EN-US style='font-size:7.0pt;line-height:150%;mso-ansi-language:EN-US'> </span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Tree-structured Parzen Estimator
|
||
(TPE)<o:p></o:p></span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Pruning de trials no prometedores</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Visualización de resultados</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>La combinación Ray Tune +
|
||
Optuna permite búsquedas eficientes en espacios de alta dimensionalidad.</span></span></span></p>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><a
|
||
name="_TocFigura2"><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura
|
||
2. </span></a></span></span><span style='mso-bookmark:_TocFigura2'></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Diagrama 2</span></i></span></span></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES><span style='mso-no-proof:yes'><img width=500 height=1036
|
||
id="_x0000_i1039" src="figures/figura_2.png" alt="Diagrama 2"></span></span></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>2.2.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>HPO en Sistemas OCR</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>La aplicación de HPO a
|
||
sistemas OCR ha sido explorada principalmente en el contexto de:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Preprocesamiento de
|
||
imagen</span></b><span lang=ES>: Optimización de parámetros de binarización,
|
||
filtrado y escalado (Liang et al., 2005)</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Arquitecturas de
|
||
detección</span></b><span lang=ES>: Ajuste de umbrales de confianza y NMS
|
||
(Non-Maximum Suppression)</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Post-procesamiento</span></b><span
|
||
lang=ES>: Optimización de corrección ortográfica y modelos de lenguaje</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Sin embargo, existe un vacío
|
||
en la literatura respecto a la optimización sistemática de los hiperparámetros
|
||
de inferencia en pipelines OCR modernos como PaddleOCR, especialmente para
|
||
idiomas diferentes del inglés y chino.</span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736163"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Datasets y Benchmarks para Español</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Los principales recursos para
|
||
evaluación de OCR en español incluyen:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>FUNSD-ES</span></b><span lang=ES>: Versión en español del dataset de
|
||
formularios</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>MLT (ICDAR)</span></b><span lang=ES>: Multi-Language Text dataset con
|
||
muestras en español</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-family:Symbol'>·</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Documentos académicos</span></b><span lang=ES>: Utilizados en este
|
||
trabajo (instrucciones TFE de UNIR)</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Los trabajos previos en OCR
|
||
para español se han centrado principalmente en:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Digitalización de
|
||
archivos históricos (manuscritos coloniales)</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>2.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Procesamiento de
|
||
documentos de identidad</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>3.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Reconocimiento de
|
||
texto en escenas naturales</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>La optimización de
|
||
hiperparámetros para documentos académicos en español representa una
|
||
contribución original de este trabajo.</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736164"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>2.3.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Conclusiones del capítulo</span></a></span></span></h2>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Este capítulo ha presentado:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Los fundamentos del
|
||
OCR moderno y su pipeline de detección-reconocimiento</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>2.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Las tres principales
|
||
soluciones de código abierto: EasyOCR, PaddleOCR y DocTR</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>3.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Los métodos de
|
||
optimización de hiperparámetros, con énfasis en Ray Tune y Optuna</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>4.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Las particularidades
|
||
del OCR para el idioma español</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El estado del arte revela que,
|
||
si bien existen soluciones OCR de alta calidad, su optimización para dominios
|
||
específicos mediante ajuste de hiperparámetros (sin fine-tuning) ha recibido
|
||
poca atención. Este trabajo contribuye a llenar ese vacío proponiendo una
|
||
metodología reproducible para la optimización de PaddleOCR en documentos
|
||
académicos en español.<o:p></o:p></span></span></span></p>
|
||
|
||
<h1 style='mso-list:l4 level1 lfo2'><span style='mso-bookmark:_Toc14106979'><?if !supportLists?><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc147741196"></a><?endif?><a
|
||
name="_Toc216736165"><span style='mso-bookmark:_Toc147741196'><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin;
|
||
text-transform:none'><span style='mso-list:Ignore'>3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES style='text-transform:none'>Objetivos
|
||
concretos y metodología de trabajo</span></span></a></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='text-transform:none'><o:p></o:p></span></span></span></h1>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Este capítulo establece los
|
||
objetivos del trabajo siguiendo la metodología SMART (Doran, 1981) y describe
|
||
la metodología experimental empleada para alcanzarlos. Se define un objetivo
|
||
general y cinco objetivos específicos, todos ellos medibles y verificables.</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736166"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.1.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Objetivo general</span></a></span></span></h2>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><i><span lang=ES>Optimizar el rendimiento
|
||
de PaddleOCR para documentos académicos en español mediante ajuste de
|
||
hiperparámetros, alcanzando un CER inferior al 2% sin requerir fine-tuning del
|
||
modelo ni recursos GPU dedicados.</span></i></b></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736167"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.1.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Justificación SMART del Objetivo
|
||
General</span></a></span></span></h3>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla3"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 3. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla3'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Tabla de datos.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Criterio</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Cumplimiento</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Específico (S)</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Se define claramente qué se
|
||
quiere lograr: optimizar PaddleOCR mediante ajuste de hiperparámetros para
|
||
documentos en español</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Medible (M)</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Se establece una métrica
|
||
cuantificable: CER < 2%</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Alcanzable (A)</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Es viable dado que: (1)
|
||
PaddleOCR permite configuración de hiperparámetros, (2) Ray Tune posibilita
|
||
búsqueda automatizada, (3) No se requiere GPU</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Relevante (R)</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El impacto es demostrable:
|
||
mejora la extracción de texto en documentos académicos sin costes adicionales
|
||
de infraestructura</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Temporal (T)</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El plazo es un cuatrimestre,
|
||
correspondiente al TFM</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736168"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.2.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Objetivos específicos</span></a></span></span></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736169"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>OE1: Comparar soluciones OCR de
|
||
código abierto</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><i><span lang=ES>Evaluar el rendimiento
|
||
base de EasyOCR, PaddleOCR y DocTR en documentos académicos en español,
|
||
utilizando CER y WER como métricas, para seleccionar el modelo más prometedor.</span></i></b></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736170"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>OE2: Preparar un dataset de
|
||
evaluación</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><i><span lang=ES>Construir un dataset
|
||
estructurado de imágenes de documentos académicos en español con su texto de
|
||
referencia (ground truth) extraído del PDF original.</span></i></b></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736171"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>OE3: Identificar hiperparámetros
|
||
críticos</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><i><span lang=ES>Analizar la correlación
|
||
entre los hiperparámetros de PaddleOCR y las métricas de error para identificar
|
||
los parámetros con mayor impacto en el rendimiento.</span></i></b></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736172"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.2.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>OE4: Optimizar hiperparámetros con
|
||
Ray Tune</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><i><span lang=ES>Ejecutar una búsqueda
|
||
automatizada de hiperparámetros utilizando Ray Tune con Optuna, evaluando al
|
||
menos 50 configuraciones diferentes.</span></i></b></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736173"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.2.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>OE5: Validar la configuración
|
||
optimizada</span></a></span></span></h3>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><i><span lang=ES>Comparar el rendimiento
|
||
de la configuración baseline versus la configuración optimizada sobre el
|
||
dataset completo, documentando la mejora obtenida.</span></i></b></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736174"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Metodología del trabajo</span></a></span></span></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736175"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Visión General</span></a></span></span></h3>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><a
|
||
name="_TocFigura3"><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura
|
||
3. </span></a></span></span><span style='mso-bookmark:_TocFigura3'></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Diagrama 3</span></i></span></span></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES><span style='mso-no-proof:yes'><img width=500 height=1638
|
||
id="_x0000_i1038" src="figures/figura_3.png" alt="Diagrama 3"></span></span></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736176"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fase 1: Preparación del Dataset</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fuente de Datos</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Se utilizaron documentos PDF
|
||
académicos de UNIR (Universidad Internacional de La Rioja), específicamente las
|
||
instrucciones para la elaboración del TFE del Máster en Inteligencia
|
||
Artificial.</span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Proceso de Conversión</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El script </span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>prepare_dataset.ipynb</span><span
|
||
lang=ES> implementa:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES>1.</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Conversión PDF a imágenes</span></b><span lang=ES>:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>- Biblioteca: PyMuPDF (fitz) -
|
||
Resolución: 300 DPI - Formato de salida: PNG</span></span></span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES>1.</span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Extracción de texto de referencia</span></b><span lang=ES>:</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>- Método: </span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>page.get_text("dict")</span><span
|
||
lang=ES> de PyMuPDF - Preservación de estructura de líneas - Tratamiento de
|
||
texto vertical/marginal - Normalización de espacios y saltos de línea</span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Estructura del Dataset</span></span></span></h4>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><a
|
||
name="_TocFigura4"><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura
|
||
4. </span></a></span></span><span style='mso-bookmark:_TocFigura4'></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Diagrama 4</span></i></span></span></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES><span style='mso-no-proof:yes'><img width=500 height=590
|
||
id="_x0000_i1037" src="figures/figura_4.png" alt="Diagrama 4"></span></span></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.2.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Clase ImageTextDataset</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Se implementó una clase Python
|
||
para cargar pares imagen-texto:</span></span></span></p>
|
||
|
||
<pre><span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>class ImageTextDataset:</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>def __init__(self, root):</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span># Carga pares (imagen, texto) de carpetas pareadas</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><o:p> </o:p></span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>def __getitem__(self, idx):</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span># Retorna (PIL.Image, str)</span></span></pre>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736177"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fase 2: Benchmark Comparativo</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.3.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Modelos Evaluados</span></span></span></h4>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla4"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 4. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla4'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Tabla de datos.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Modelo</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Versión</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Configuración</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>EasyOCR</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>-</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Idiomas: ['es', 'en']</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>PaddleOCR</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>PP-OCRv5</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Modelos server_det +
|
||
server_rec</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>DocTR</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>-</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>db_resnet50 + sar_resnet31</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.3.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Métricas de Evaluación</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Se utilizó la biblioteca </span></span></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>jiwer</span><span
|
||
lang=ES> para calcular:</span></span></span></p>
|
||
|
||
<pre><span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>from jiwer import wer, cer</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><o:p> </o:p></span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>def evaluate_text(reference, prediction):</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>return {</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>'WER': wer(reference, prediction),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>'CER': cer(reference, prediction)</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>}</span></span></pre>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736178"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fase 3: Espacio de Búsqueda</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.4.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Hiperparámetros Seleccionados</span></span></span></h4>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla5"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 5. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla5'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Tabla de datos.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Parámetro</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Tipo</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Rango/Valores</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Descripción</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_orientation_classify</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Booleano</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>[True, False]</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Clasificación de orientación
|
||
del documento</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_unwarping</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Booleano</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>[True, False]</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Corrección de deformación
|
||
del documento</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>textline_orientation</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Booleano</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>[True, False]</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Clasificación de orientación
|
||
de línea de texto</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_thresh</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Continuo</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>[0.0, 0.7]</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Umbral de detección de
|
||
píxeles de texto</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_box_thresh</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Continuo</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>[0.0, 0.7]</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Umbral de caja de detección</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_unclip_ratio</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Fijo</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>0.0</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Coeficiente de expansión
|
||
(fijado)</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:7;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_rec_score_thresh</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Continuo</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>[0.0, 0.7]</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Umbral de confianza de
|
||
reconocimiento</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.4.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Configuración de Ray Tune</span></span></span></h4>
|
||
|
||
<pre><span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>from ray import tune</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>from ray.tune.search.optuna import OptunaSearch</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><o:p> </o:p></span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>search_space = {</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"use_doc_orientation_classify": tune.choice([True, False]),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"use_doc_unwarping": tune.choice([True, False]),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"textline_orientation": tune.choice([True, False]),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"text_det_thresh": tune.uniform(0.0, 0.7),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"text_det_box_thresh": tune.uniform(0.0, 0.7),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"text_det_unclip_ratio": tune.choice([0.0]),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"text_rec_score_thresh": tune.uniform(0.0, 0.7),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>}</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><o:p> </o:p></span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>tuner = tune.Tuner(</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>trainable_paddle_ocr,</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>tune_config=tune.TuneConfig(</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>metric="CER",</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>mode="min",</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>search_alg=OptunaSearch(),</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>num_samples=64,</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>max_concurrent_trials=2</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>)</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>)</span></span></pre>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736179"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fase 4: Ejecución de Optimización</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.5.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Arquitectura de Ejecución</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Debido a incompatibilidades
|
||
entre Ray y PaddleOCR en el mismo proceso, se implementó una arquitectura
|
||
basada en subprocesos:</span></span></span></p>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><a
|
||
name="_TocFigura5"><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura
|
||
5. </span></a></span></span><span style='mso-bookmark:_TocFigura5'></span><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Diagrama 5</span></i></span></span></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES><span style='mso-no-proof:yes'><img width=500 height=238
|
||
id="_x0000_i1036" src="figures/figura_5.png" alt="Diagrama 5"></span></span></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.5.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Script de Evaluación
|
||
(paddle_ocr_tuning.py)</span></span></span></h4>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El script recibe
|
||
hiperparámetros por línea de comandos:</span></span></span></p>
|
||
|
||
<pre><span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>python paddle_ocr_tuning.py \</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>--pdf-folder ./dataset \</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>--textline-orientation True \</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>--text-det-box-thresh 0.5 \</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>--text-det-thresh 0.4 \</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>--text-rec-score-thresh 0.6</span></span></pre>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Y retorna métricas en formato
|
||
JSON:</span></span></span></p>
|
||
|
||
<pre><span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>{</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"CER": 0.0125,</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"WER": 0.1040,</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"TIME": 331.09,</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"PAGES": 5,</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'> </span>"TIME_PER_PAGE": 66.12</span></span></pre><pre><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'>}</span></span></pre>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736180"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.6.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Fase 5: Validación</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.6.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Protocolo de Validación</span></span></span></h4>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Baseline</span></b><span
|
||
lang=ES>: Ejecución con configuración por defecto de PaddleOCR</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>2.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Optimizado</span></b><span
|
||
lang=ES>: Ejecución con mejor configuración encontrada</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>3.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Comparación</span></b><span
|
||
lang=ES>: Evaluación sobre las 24 páginas del dataset completo</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>4.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Métricas reportadas</span></b><span
|
||
lang=ES>: CER, WER, tiempo de procesamiento</span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736181"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.7.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Entorno de Ejecución</span></a></span></span></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.7.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Hardware</span></span></span></h4>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla6"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 6. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla6'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Tabla de datos.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Componente</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Especificación</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>CPU</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Intel Core (especificar
|
||
modelo)</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>RAM</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>16 GB</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>GPU</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>No disponible (ejecución en
|
||
CPU)</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Almacenamiento</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>SSD</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>3.3.7.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Software</span></span></span></h4>
|
||
|
||
<p class=MsoCaption><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_TocTabla7"><span lang=ES
|
||
style='font-size:12.0pt;line-height:150%'>Tabla 7. </span></a></span></span><span
|
||
style='mso-bookmark:_TocTabla7'></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Tabla de datos.</span></i></span></span></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Componente</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Versión</span></b></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Sistema Operativo</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Windows 10/11</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Python</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>3.11.9</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>PaddleOCR</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>3.3.2</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>PaddlePaddle</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>3.2.2</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Ray</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>2.52.1</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Optuna</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>4.6.0</span></span></span></p>
|
||
</td>
|
||
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span style='mso-bookmark:
|
||
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES><o:p> </o:p></span></span></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736182"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.3.8.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Limitaciones Metodológicas</span></a></span></span></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Tamaño del dataset</span></b><span
|
||
lang=ES>: El dataset contiene 24 páginas de un único tipo de documento.
|
||
Resultados pueden no generalizar a otros formatos.</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Ejecución en CPU</span></b><span
|
||
lang=ES>: Los tiempos de procesamiento (~70s/página) serían significativamente
|
||
menores con GPU.</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Ground truth
|
||
imperfecto</span></b><span lang=ES>: El texto de referencia extraído de PDF
|
||
puede contener errores en documentos con layouts complejos.</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Parámetro fijo</span></b><span
|
||
lang=ES>: </span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_unclip_ratio</span><span lang=ES> quedó fijado
|
||
en 0.0 durante todo el experimento por decisión de diseño inicial.</span></span></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><a name="_Toc216736183"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>3.4.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Resumen del capítulo</span></a></span></span></h2>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>Este capítulo ha establecido:</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>1.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Un objetivo general
|
||
SMART: alcanzar CER < 2% mediante optimización de hiperparámetros</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>2.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Cinco objetivos
|
||
específicos medibles y alcanzables</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>3.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Una metodología
|
||
experimental en cinco fases claramente definidas</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>4.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El espacio de búsqueda
|
||
de hiperparámetros y la configuración de Ray Tune</span></span></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span
|
||
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
|
||
lang=ES>5.</span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Las limitaciones
|
||
reconocidas del enfoque</span></span></span></p>
|
||
|
||
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span lang=ES>El siguiente capítulo presenta
|
||
el desarrollo específico de la contribución, incluyendo el benchmark
|
||
comparativo de soluciones OCR, la optimización de hiperparámetros y el análisis
|
||
de resultados.<o:p></o:p></span></span></span></p>
|
||
|
||
<p class=MsoNormal style='margin-left:18.0pt;text-indent:-18.0pt;page-break-after:
|
||
avoid;mso-outline-level:1;mso-list:l4 level1 lfo2'><span style='mso-bookmark:
|
||
_Toc14106979'><?if !supportLists?><span style='mso-bookmark:_Toc437515557'><a
|
||
name="_Toc216736184"></a><?endif?><a name="_Toc100036217"><span
|
||
style='mso-bookmark:_Toc216736184'><![if !supportLists]><span lang=ES
|
||
style='font-size:18.0pt;mso-bidi-font-size:16.0pt;line-height:150%;font-family:
|
||
"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;mso-fareast-font-family:
|
||
"Calibri Light";mso-fareast-theme-font:major-latin;mso-hansi-theme-font:major-latin;
|
||
mso-bidi-theme-font:major-latin;color:#0098CD;mso-font-kerning:16.0pt;
|
||
mso-bidi-font-weight:bold'><span style='mso-list:Ignore'>4.<span
|
||
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='font-size:18.0pt;mso-bidi-font-size:16.0pt;line-height:150%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Times New Roman";
|
||
color:#0098CD;text-transform:uppercase;mso-font-kerning:16.0pt;mso-bidi-font-weight:
|
||
bold'>D</span></span></a></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc100036217'><span
|
||
style='mso-bookmark:_Toc216736184'><span lang=ES style='font-size:18.0pt;
|
||
mso-bidi-font-size:16.0pt;line-height:150%;font-family:"Calibri Light",sans-serif;
|
||
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-font-family:
|
||
"Times New Roman";color:#0098CD;mso-font-kerning:16.0pt;mso-bidi-font-weight:
|
||
bold'>es</span></span></span></span></span><span style='mso-bookmark:_Toc14106979'><span
|
||
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216736184'><span
|
||
lang=ES style='font-size:18.0pt;mso-bidi-font-size:16.0pt;line-height:150%;
|
||
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
|
||
mso-hansi-theme-font:major-latin;mso-bidi-font-family:"Times New Roman";
|
||
color:#0098CD;mso-font-kerning:16.0pt;mso-bidi-font-weight:bold'>arrollo
|
||
específico de la contribución</span></span></span></span><span lang=ES
|
||
style='font-size:18.0pt;mso-bidi-font-size:16.0pt;line-height:150%;font-family:
|
||
"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;mso-hansi-theme-font:
|
||
major-latin;mso-bidi-font-family:"Times New Roman";color:#0098CD;mso-font-kerning:
|
||
16.0pt;mso-bidi-font-weight:bold'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>Este capítulo presenta el desarrollo completo
|
||
del estudio comparativo y la optimización de hiperparámetros de sistemas OCR.
|
||
Se estructura según el tipo de trabajo "Comparativa de soluciones"
|
||
establecido por las instrucciones de UNIR: planteamiento de la comparativa,
|
||
desarrollo de la comparativa, y discusión y análisis de resultados.</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736185"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Planteamiento de la comparativa</span></a></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736186"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Introducción</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta sección presenta los resultados del
|
||
estudio comparativo realizado entre tres soluciones OCR de código abierto:
|
||
EasyOCR, PaddleOCR y DocTR. Los experimentos fueron documentados en el notebook
|
||
</span><span lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>ocr_benchmark_notebook.ipynb</span><span
|
||
lang=ES> del repositorio. El objetivo es identificar el modelo base más
|
||
prometedor para la posterior fase de optimización de hiperparámetros.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736187"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Configuración del Experimento</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Dataset de Evaluación</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Se utilizó el documento "Instrucciones
|
||
para la redacción y elaboración del TFE" del Máster Universitario en
|
||
Inteligencia Artificial de UNIR, ubicado en la carpeta </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>instructions/</span><span
|
||
lang=ES>.</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla8"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 8. </span></a><span style='mso-bookmark:_TocTabla8'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 3.
|
||
Características del dataset de evaluación.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Característica</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Número de páginas
|
||
evaluadas</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5 (páginas 1-5 en
|
||
benchmark inicial)</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Formato</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PDF digital (no
|
||
escaneado)</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Idioma</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Español</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Resolución de conversión</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>300 DPI</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Configuración de los Modelos</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Según el código en </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>ocr_benchmark_notebook.ipynb</span><span
|
||
lang=ES>:</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=EN-US style='mso-ansi-language:EN-US'>EasyOCR</span></b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>:<o:p></o:p></span></p>
|
||
|
||
<pre>easyocr_reader = easyocr.Reader(['es', 'en'])<span style='mso-spacerun:yes'> </span># Spanish and English</pre>
|
||
|
||
<p class=MsoNormal><b><span lang=EN-US style='mso-ansi-language:EN-US'>PaddleOCR
|
||
(PP-OCRv5)</span></b><span lang=EN-US style='mso-ansi-language:EN-US'>:<o:p></o:p></span></p>
|
||
|
||
<pre>paddleocr_model = PaddleOCR(</pre><pre><span style='mso-spacerun:yes'> </span>text_detection_model_name="PP-OCRv5_server_det",</pre><pre><span style='mso-spacerun:yes'> </span>text_recognition_model_name="PP-OCRv5_server_rec",</pre><pre><span style='mso-spacerun:yes'> </span>use_doc_orientation_classify=False,</pre><pre><span style='mso-spacerun:yes'> </span>use_doc_unwarping=False,</pre><pre><span style='mso-spacerun:yes'> </span>use_textline_orientation=True,</pre><pre>)</pre>
|
||
|
||
<p class=MsoNormal><span lang=ES>Versión utilizada: PaddleOCR 3.2.0 (según
|
||
output del notebook)</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=EN-US style='mso-ansi-language:EN-US'>DocTR</span></b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>:<o:p></o:p></span></p>
|
||
|
||
<pre>doctr_model = ocr_predictor(det_arch="db_resnet50", reco_arch="sar_resnet31", pretrained=True)</pre>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Métricas de Evaluación</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Se utilizó la biblioteca </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>jiwer</span><span lang=ES> para
|
||
calcular CER y WER:</span></p>
|
||
|
||
<pre>from jiwer import wer, cer</pre><pre><o:p> </o:p></pre><pre>def evaluate_text(reference, prediction):</pre><pre><span style='mso-spacerun:yes'> </span>return {'WER': wer(reference, prediction), 'CER': cer(reference, prediction)}</pre>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736188"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resultados del Benchmark</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.3.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resultados de PaddleOCR (Datos del
|
||
CSV)</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Del archivo </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>results/ai_ocr_benchmark_finetune_results_20251206_113206.csv</span><span
|
||
lang=ES>, se obtienen los siguientes resultados de PaddleOCR para las páginas
|
||
5-9 del documento:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla9"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 9. </span></a><span style='mso-bookmark:_TocTabla9'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 4.
|
||
Resultados de PaddleOCR por página (benchmark inicial).</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Página</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>WER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>12.16%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6.33%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>12.81%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6.40%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>11.06%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6.24%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>8</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>8.13%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.54%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>9</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>10.61%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5.58%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Promedio PaddleOCR (páginas 5-9):</span></b></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>CER medio:
|
||
~5.22%</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>WER medio:
|
||
~10.95%</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.3.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Comparativa de Modelos</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Según la documentación del notebook </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>ocr_benchmark_notebook.ipynb</span><span
|
||
lang=ES>, los tres modelos evaluados representan diferentes paradigmas de OCR:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla10"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 10. </span></a><span style='mso-bookmark:_TocTabla10'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 5.
|
||
Comparativa de arquitecturas OCR evaluadas.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Modelo</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Tipo</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Componentes</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Fortalezas Clave</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>EasyOCR</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>End-to-end (det + rec)<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>DB + CRNN/Transformer</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Ligero, fácil de usar,
|
||
multilingüe</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>PaddleOCR (PP-OCR)</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>End-to-end (det + rec + cls)<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>DB + SRN/CRNN</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Soporte multilingüe
|
||
robusto, pipeline configurable</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>DocTR</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>End-to-end (det + rec)<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>DB/LinkNet + CRNN/SAR/VitSTR<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Orientado a
|
||
investigación, API limpia</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.3.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Ejemplo de Salida OCR</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Del archivo CSV, un ejemplo de predicción de
|
||
PaddleOCR para la página 8:</span></p>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><i><span lang=ES>"Escribe siempre al menos un
|
||
párrafo de introducción en cada capítulo o apartado, explicando de qué vas a
|
||
tratar en esa sección. Evita que aparezcan dos encabezados de nivel
|
||
consecutivos sin ningún texto entre medias. [...] En esta titulacióon se cita
|
||
de acuerdo con la normativa Apa."</span></i></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Errores observados en este ejemplo:</span></b></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>titulacióon</span><span
|
||
lang=ES> en lugar de </span><span lang=ES style='font-size:10.0pt;line-height:
|
||
150%;font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>titulación</span><span
|
||
lang=ES> (carácter duplicado)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>Apa</span><span lang=ES> en
|
||
lugar de </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>APA</span><span
|
||
lang=ES> (capitalización)</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736189"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Justificación de la Selección de
|
||
PaddleOCR</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.4.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Criterios de Selección</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Basándose en los resultados obtenidos y la
|
||
documentación del benchmark:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Rendimiento</span></b><span lang=ES>: PaddleOCR obtuvo CER entre 1.54%
|
||
y 6.40% en las páginas evaluadas</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>2.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Configurabilidad</span></b><span lang=ES>: PaddleOCR ofrece múltiples
|
||
hiperparámetros ajustables:</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>- Umbrales de detección (</span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES>, </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>text_det_box_thresh</span><span
|
||
lang=ES>) - Umbral de reconocimiento (</span><span lang=ES style='font-size:
|
||
10.0pt;line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_rec_score_thresh</span><span lang=ES>) -
|
||
Componentes opcionales (</span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_textline_orientation</span><span lang=ES>, </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>use_doc_orientation_classify</span><span
|
||
lang=ES>, </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>use_doc_unwarping</span><span
|
||
lang=ES>)</span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Documentación oficial</span></b><span lang=ES>: [PaddleOCR
|
||
Documentation](https://www.paddleocr.ai/v3.0.0/en/version3.x/pipeline_usage/OCR.html)</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.1.4.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Decisión</span></h4>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Se selecciona PaddleOCR (PP-OCRv5)</span></b><span
|
||
lang=ES> para la fase de optimización debido a:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Resultados
|
||
iniciales prometedores (CER ~5%)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Alta
|
||
configurabilidad de hiperparámetros de inferencia</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Pipeline
|
||
modular que permite experimentación</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736190"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Limitaciones del Benchmark</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Tamaño reducido</span></b><span lang=ES>: Solo 5 páginas evaluadas en
|
||
el benchmark comparativo inicial</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>2.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Único tipo de documento</span></b><span lang=ES>: Documentos académicos
|
||
de UNIR únicamente</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>3.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Ground truth</span></b><span lang=ES>: El texto de referencia se
|
||
extrajo automáticamente del PDF, lo cual puede introducir errores en layouts
|
||
complejos</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736191"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.1.6.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resumen de la Sección</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta sección ha presentado:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>La configuración del benchmark según </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>ocr_benchmark_notebook.ipynb</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>2.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Los resultados cuantitativos de PaddleOCR del archivo CSV de resultados</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>3.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>La justificación de la selección de PaddleOCR para optimización</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Fuentes de datos utilizadas:</span></b></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>ocr_benchmark_notebook.ipynb</span><span
|
||
lang=ES>: Código del benchmark</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>results/ai_ocr_benchmark_finetune_results_20251206_113206.csv</span><span
|
||
lang=ES>: Resultados numéricos</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Documentación
|
||
oficial de PaddleOCR</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736192"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Desarrollo de la comparativa: Optimización
|
||
de hiperparámetros</span></a></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736193"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Introducción</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta sección describe el proceso de
|
||
optimización de hiperparámetros de PaddleOCR utilizando Ray Tune con el
|
||
algoritmo de búsqueda Optuna. Los experimentos fueron implementados en el
|
||
notebook </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span><span
|
||
lang=ES> y los resultados se almacenaron en </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
|
||
lang=ES>.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736194"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Configuración del Experimento</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Entorno de Ejecución</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Según los outputs del notebook:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla11"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 11. </span></a><span style='mso-bookmark:_TocTabla11'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 6.
|
||
Entorno de ejecución del experimento.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Componente</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Versión/Especificación</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Python</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.11.9</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddlePaddle</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.2.2</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.3.2</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Ray</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>2.52.1</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>GPU</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>No disponible (CPU only)</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Dataset</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Se utilizó un dataset estructurado en </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>src/dataset/</span><span
|
||
lang=ES> creado mediante el notebook </span><span lang=ES style='font-size:
|
||
10.0pt;line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>src/prepare_dataset.ipynb</span><span lang=ES>:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Estructura</span></b><span
|
||
lang=ES>: Carpetas con subcarpetas </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>img/</span><span lang=ES> y </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>txt/</span><span lang=ES>
|
||
pareadas</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Páginas
|
||
evaluadas por trial</span></b><span lang=ES>: 5 (páginas 5-10 del documento)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Gestión
|
||
de datos</span></b><span lang=ES>: Clase </span><span lang=ES style='font-size:
|
||
10.0pt;line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>ImageTextDataset</span><span lang=ES> en </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>src/dataset_manager.py</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Espacio de Búsqueda</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Según el código del notebook, se definió el
|
||
siguiente espacio de búsqueda:</span></p>
|
||
|
||
<pre>search_space = {</pre><pre><span style='mso-spacerun:yes'> </span>"use_doc_orientation_classify": tune.choice([True, False]),</pre><pre><span style='mso-spacerun:yes'> </span>"use_doc_unwarping": tune.choice([True, False]),</pre><pre><span style='mso-spacerun:yes'> </span>"textline_orientation": tune.choice([True, False]),</pre><pre><span style='mso-spacerun:yes'> </span>"text_det_thresh": tune.uniform(0.0, 0.7),</pre><pre><span style='mso-spacerun:yes'> </span>"text_det_box_thresh": tune.uniform(0.0, 0.7),</pre><pre><span style='mso-spacerun:yes'> </span>"text_det_unclip_ratio": tune.choice([0.0]),<span style='mso-spacerun:yes'> </span># Fijado</pre><pre><span style='mso-spacerun:yes'> </span>"text_rec_score_thresh": tune.uniform(0.0, 0.7),</pre><pre>}</pre>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Descripción de parámetros</span></b><span
|
||
lang=ES> (según documentación de PaddleOCR):</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla12"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 12. </span></a><span style='mso-bookmark:_TocTabla12'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Parámetro</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Descripción</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_orientation_classify</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Clasificación de
|
||
orientación del documento</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_unwarping</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Corrección de deformación
|
||
del documento</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>textline_orientation</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Clasificación de
|
||
orientación de línea de texto</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_thresh</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Umbral de detección de
|
||
píxeles de texto</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_box_thresh</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Umbral de caja de
|
||
detección</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_unclip_ratio</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Coeficiente de expansión
|
||
(fijado en 0.0)</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:7;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_rec_score_thresh</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Umbral de confianza de
|
||
reconocimiento</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.2.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Configuración de Ray Tune</span></h4>
|
||
|
||
<pre>tuner = tune.Tuner(</pre><pre><span style='mso-spacerun:yes'> </span>trainable_paddle_ocr,</pre><pre><span style='mso-spacerun:yes'> </span>tune_config=tune.TuneConfig(</pre><pre><span style='mso-spacerun:yes'> </span>metric="CER",</pre><pre><span style='mso-spacerun:yes'> </span>mode="min",</pre><pre><span style='mso-spacerun:yes'> </span>search_alg=OptunaSearch(),</pre><pre><span style='mso-spacerun:yes'> </span>num_samples=64,</pre><pre><span style='mso-spacerun:yes'> </span>max_concurrent_trials=2</pre><pre><span style='mso-spacerun:yes'> </span>),</pre><pre><span style='mso-spacerun:yes'> </span>run_config=air.RunConfig(verbose=2, log_to_file=False),</pre><pre><span style='mso-spacerun:yes'> </span>param_space=search_space</pre><pre>)</pre>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Métrica
|
||
objetivo</span></b><span lang=ES>: CER (minimizar)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Algoritmo
|
||
de búsqueda</span></b><span lang=ES>: Optuna (TPE - Tree-structured Parzen
|
||
Estimator)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Número
|
||
de trials</span></b><span lang=ES>: 64</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Trials
|
||
concurrentes</span></b><span lang=ES>: 2</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736195"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resultados de la Optimización</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.3.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Estadísticas Descriptivas</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Del archivo CSV de resultados (</span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>raytune_paddle_subproc_results_20251207_192320.csv</span><span
|
||
lang=ES>):</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla13"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 13. </span></a><span style='mso-bookmark:_TocTabla13'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 7.
|
||
Estadísticas descriptivas de los 64 trials de Ray Tune.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Estadística</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>WER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Tiempo (s)</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Tiempo/Página (s)</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>count</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>mean</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5.25%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>14.28%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>347.61</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>69.42</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>std</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>11.03%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>10.75%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.88</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.57</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>min</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.15%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>9.89%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>320.97</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64.10</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>25%</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.20%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>10.04%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>344.24</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>68.76</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>50%</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.23%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>10.20%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>346.42</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>69.19</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:7'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>75%</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>4.03%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>13.20%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>350.14</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>69.93</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:8;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>max</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>51.61%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>59.45%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>368.57</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>73.63</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.3.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Mejor Configuración Encontrada</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Según el análisis del notebook:</span></p>
|
||
|
||
<pre>Best CER: 0.011535 (1.15%)</pre><pre>Best WER: 0.098902 (9.89%)</pre><pre><o:p> </o:p></pre><pre>Configuración óptima:</pre><pre><span style='mso-spacerun:yes'> </span>textline_orientation: True</pre><pre><span style='mso-spacerun:yes'> </span>use_doc_orientation_classify: False</pre><pre><span style='mso-spacerun:yes'> </span>use_doc_unwarping: False</pre><pre><span style='mso-spacerun:yes'> </span>text_det_thresh: 0.4690</pre><pre><span style='mso-spacerun:yes'> </span>text_det_box_thresh: 0.5412</pre><pre><span style='mso-spacerun:yes'> </span>text_det_unclip_ratio: 0.0</pre><pre><span style='mso-spacerun:yes'> </span>text_rec_score_thresh: 0.6350</pre>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.3.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Análisis de Correlación</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Correlación de Pearson entre parámetros y
|
||
métricas de error (del notebook):</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Correlación con CER:</span></b></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla14"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 14. </span></a><span style='mso-bookmark:_TocTabla14'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Parámetro</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Correlación</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.000</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>config/text_det_box_thresh<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>0.226</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>config/text_rec_score_thresh<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-0.161</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>config/text_det_thresh</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>-0.523</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>config/text_det_unclip_ratio<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>NaN</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Correlación con WER:</span></b></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla15"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 15. </span></a><span style='mso-bookmark:_TocTabla15'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Parámetro</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Correlación</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>WER</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.000</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>config/text_det_box_thresh<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>0.227</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>config/text_rec_score_thresh<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-0.173</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>config/text_det_thresh</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>-0.521</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>config/text_det_unclip_ratio<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>NaN</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Hallazgo clave</span></b><span lang=ES>: El
|
||
parámetro </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES> muestra la correlación más fuerte (-0.52), indicando que valores más
|
||
altos de este umbral tienden a reducir el error.</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.3.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Impacto del Parámetro
|
||
textline_orientation</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Según el análisis del notebook, este parámetro
|
||
booleano tiene el mayor impacto:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla16"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 16. </span></a><span style='mso-bookmark:_TocTabla16'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 8.
|
||
Impacto del parámetro textline_orientation en las métricas de error.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>textline_orientation</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER Medio</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>WER Medio</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>True</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~3.76%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~12.73%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>False</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~12.40%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~21.71%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Interpretación</span></b><span lang=ES>: El
|
||
CER medio es ~3.3x menor con </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>textline_orientation=True</span><span lang=ES> (3.76% vs
|
||
12.40%). Además, la varianza es mucho menor, lo que indica resultados más
|
||
consistentes. Para documentos en español con layouts mixtos (tablas,
|
||
encabezados, direcciones), la clasificación de orientación ayuda a PaddleOCR a
|
||
ordenar correctamente las líneas de texto.</span></p>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><a name="_TocFigura6"><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%'>Figura 6. </span></a><span
|
||
style='mso-bookmark:_TocFigura6'></span><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Impacto de textline_orientation en CER</span></i></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span lang=ES><span
|
||
style='mso-no-proof:yes'><img width=500 height=500 id="_x0000_i1035"
|
||
src="figures/figura_6.png" alt="Impacto de textline_orientation en CER"></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.3.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Análisis de Fallos</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Los trials con CER muy alto (>40%) se
|
||
produjeron cuando:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES> < 0.1 (valores muy bajos)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>textline_orientation = False</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>Ejemplo de trial con fallo catastrófico:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=EN-US style='font-size:7.0pt;
|
||
line-height:150%;mso-ansi-language:EN-US'> </span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>CER: 51.61%<o:p></o:p></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=EN-US style='font-size:7.0pt;
|
||
line-height:150%;mso-ansi-language:EN-US'> </span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>WER: 59.45%<o:p></o:p></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=EN-US style='font-size:7.0pt;
|
||
line-height:150%;mso-ansi-language:EN-US'> </span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Configuración: </span><span
|
||
lang=EN-US style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:
|
||
EN-US'>text_det_thresh=0.017</span><span lang=EN-US style='mso-ansi-language:
|
||
EN-US'>, </span><span lang=EN-US style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke;
|
||
mso-ansi-language:EN-US'>textline_orientation=True</span><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'><o:p></o:p></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736196"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Comparación Baseline vs Optimizado</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.4.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resultados sobre Dataset Completo
|
||
(24 páginas)</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Del análisis final del notebook ejecutando
|
||
sobre las 24 páginas:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla17"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 17. </span></a><span style='mso-bookmark:_TocTabla17'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 9.
|
||
Comparación baseline vs configuración optimizada (24 páginas).</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Modelo</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>WER</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR (Baseline)</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.78%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>14.94%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR-HyperAdjust</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.49%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.62%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.4.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Métricas de Mejora</span></h4>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla18"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 18. </span></a><span style='mso-bookmark:_TocTabla18'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla 10.
|
||
Análisis de la mejora obtenida.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Métrica</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Baseline</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Optimizado</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Mejora Absoluta</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Reducción Error</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.78%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.49%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-6.29 pp</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>80.9%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>WER</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>14.94%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.62%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-7.32 pp</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>49.0%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.2.4.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Interpretación (del notebook)</span></h4>
|
||
|
||
<p class=MsoNormal style='margin-top:6.0pt;margin-right:1.0cm;margin-bottom:
|
||
6.0pt;margin-left:2.0cm'><i><span lang=ES>"La optimización de
|
||
hiperparámetros mejoró la precisión de caracteres de 92.2% a 98.5%, una
|
||
ganancia de 6.3 puntos porcentuales. Aunque el baseline ya ofrecía resultados
|
||
aceptables, la configuración optimizada reduce los errores residuales en un 80.9%."</span></i></p>
|
||
|
||
<p class=MsoCaption align=center style='text-align:center'><a name="_TocFigura7"><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%'>Figura 7. </span></a><span
|
||
style='mso-bookmark:_TocFigura7'></span><i><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%;font-weight:normal'>Comparación Baseline vs Optimizado (24
|
||
páginas)</span></i></p>
|
||
|
||
<p class=MsoNormal align=center style='text-align:center'><span lang=ES><span
|
||
style='mso-no-proof:yes'><img width=500 height=500 id="_x0000_i1034"
|
||
src="figures/figura_7.png" alt="Comparación Baseline vs Optimizado (24 páginas)"></span></span></p>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.<o:p></o:p></span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Impacto práctico</span></b><span lang=ES>:
|
||
En un documento de 10,000 caracteres:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Baseline:
|
||
~778 caracteres con error</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Optimizado:
|
||
~149 caracteres con error</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Diferencia:
|
||
~629 caracteres menos con errores</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736197"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Tiempo de Ejecución</span></a></h3>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla19"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 19. </span></a><span style='mso-bookmark:_TocTabla19'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Métrica</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Tiempo total del
|
||
experimento</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~6 horas (64 trials × ~6
|
||
min/trial)</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Tiempo medio por trial</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>367.72 segundos</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Tiempo medio por página</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>69.42 segundos</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Total páginas procesadas</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64 trials × 5 páginas =
|
||
320 evaluaciones</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736198"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.2.6.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resumen de la Sección</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta sección ha presentado:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Configuración del experimento</span></b><span lang=ES>: 64 trials con
|
||
Ray Tune + Optuna sobre 7 hiperparámetros</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>2.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Resultados estadísticos</span></b><span lang=ES>: CER medio 5.25%, CER
|
||
mínimo 1.15%</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>3.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Hallazgos clave</span></b><span lang=ES>:</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>- </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>textline_orientation=True</span><span lang=ES> es
|
||
crítico (reduce CER ~70%) - </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_thresh</span><span lang=ES> tiene correlación
|
||
-0.52 con CER - Valores bajos de </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_thresh</span><span lang=ES> (<0.1) causan
|
||
fallos catastróficos</span></p>
|
||
|
||
<p class=MsoListParagraph style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Mejora final</span></b><span lang=ES>: CER reducido de 7.78% a 1.49%
|
||
(reducción del 80.9%)</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Fuentes de datos:</span></b></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span><span
|
||
lang=ES>: Código del experimento</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
|
||
lang=ES>: Resultados de 64 trials</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>src/paddle_ocr_tuning.py</span><span
|
||
lang=ES>: Script de evaluación</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736199"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Discusión y análisis de resultados</span></a></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736200"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Introducción</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta sección presenta un análisis consolidado
|
||
de los resultados obtenidos en las fases de benchmark comparativo y
|
||
optimización de hiperparámetros. Se discuten las implicaciones prácticas y se
|
||
evalúa el cumplimiento de los objetivos planteados.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736201"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resumen de Resultados</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resultados del Benchmark
|
||
Comparativo</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Del archivo </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>results/ai_ocr_benchmark_finetune_results_20251206_113206.csv</span><span
|
||
lang=ES>, PaddleOCR con configuración inicial (</span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>use_textline_orientation=True</span><span
|
||
lang=ES>) obtuvo los siguientes resultados en las páginas 5-9:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla20"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 20. </span></a><span style='mso-bookmark:_TocTabla20'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Página</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>WER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>12.16%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6.33%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>12.81%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6.40%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>11.06%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>6.24%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>8</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>8.13%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.54%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>9</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>10.61%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5.58%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Promedio</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>10.95%</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>5.22%</span></b></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resultados de la Optimización con
|
||
Ray Tune</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Del archivo </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
|
||
lang=ES> (64 trials):</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla21"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 21. </span></a><span style='mso-bookmark:_TocTabla21'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Métrica</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER mínimo</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.15%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER medio</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>5.25%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER máximo</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>51.61%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>WER mínimo</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>9.89%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>WER medio</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>14.28%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>WER máximo</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>59.45%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Comparación Final (Dataset
|
||
Completo - 24 páginas)</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Resultados del notebook </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span><span
|
||
lang=ES>:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla22"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 22. </span></a><span style='mso-bookmark:_TocTabla22'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Modelo</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Precisión Caracteres</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>WER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Precisión Palabras</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR (Baseline)</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.78%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>92.22%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>14.94%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>85.06%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR-HyperAdjust</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>1.49%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>98.51%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>7.62%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>92.38%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736202"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Análisis de Resultados</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.3.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Mejora Obtenida</span></h4>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla23"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 23. </span></a><span style='mso-bookmark:_TocTabla23'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Forma de Medición</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Mejora en precisión de
|
||
caracteres (absoluta)</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>+6.29 puntos porcentuales</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Reducción del CER
|
||
(relativa)</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>80.9%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Mejora en precisión de
|
||
palabras (absoluta)</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>+7.32 puntos porcentuales</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Reducción del WER
|
||
(relativa)</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>49.0%</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Precisión final de
|
||
caracteres</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>98.51%</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.3.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Impacto de Hiperparámetros
|
||
Individuales</span></h4>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Parámetro </span></b><b><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>textline_orientation</span></b></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>Este parámetro booleano demostró ser el más
|
||
influyente:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla24"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 24. </span></a><span style='mso-bookmark:_TocTabla24'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>CER Medio</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Impacto</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>True</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~3.76%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Rendimiento óptimo</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>False</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~12.40%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.3x peor</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Reducción del CER</span></b><span lang=ES>:
|
||
69.7% cuando se habilita la clasificación de orientación de línea.</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Parámetro </span></b><b><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span></b></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>Correlación con CER: <b>-0.523</b> (la más
|
||
fuerte de los parámetros continuos)</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla25"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 25. </span></a><span style='mso-bookmark:_TocTabla25'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Rango</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Comportamiento</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>< 0.1</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Fallos catastróficos (CER
|
||
40-50%)</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>0.3 - 0.6</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Rendimiento óptimo</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Valor óptimo</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>0.4690</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Parámetros con menor impacto</span></b></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla26"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 26. </span></a><span style='mso-bookmark:_TocTabla26'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Parámetro</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Correlación con CER</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Valor óptimo</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>text_det_box_thresh</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>+0.226</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>0.5412</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>text_rec_score_thresh</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-0.161</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>0.6350</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>use_doc_orientation_classify</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>False</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>use_doc_unwarping</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>-</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>False</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.3.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Configuración Óptima Final</span></h4>
|
||
|
||
<pre>config_optimizada = {</pre><pre><span style='mso-spacerun:yes'> </span>"textline_orientation": True,<span style='mso-spacerun:yes'> </span># CRÍTICO</pre><pre><span style='mso-spacerun:yes'> </span>"use_doc_orientation_classify": False,</pre><pre><span style='mso-spacerun:yes'> </span>"use_doc_unwarping": False,</pre><pre><span style='mso-spacerun:yes'> </span>"text_det_thresh": 0.4690,<span style='mso-spacerun:yes'> </span># Correlación -0.52</pre><pre><span style='mso-spacerun:yes'> </span>"text_det_box_thresh": 0.5412,</pre><pre><span style='mso-spacerun:yes'> </span>"text_det_unclip_ratio": 0.0,</pre><pre><span style='mso-spacerun:yes'> </span>"text_rec_score_thresh": 0.6350,</pre><pre>}</pre>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736203"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Discusión</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.4.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Hallazgos Principales</span></h4>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Importancia de la clasificación de orientación de línea</span></b><span
|
||
lang=ES>: El parámetro </span><span lang=ES style='font-size:10.0pt;line-height:
|
||
150%;font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>textline_orientation=True</span><span
|
||
lang=ES> es el factor más determinante. Esto tiene sentido para documentos con
|
||
layouts mixtos (tablas, encabezados, direcciones) donde el orden correcto de
|
||
las líneas de texto es crucial.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Umbral de detección crítico</span></b><span lang=ES>: El parámetro </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES> presenta un umbral mínimo efectivo (~0.1). Valores inferiores generan
|
||
demasiados falsos positivos en la detección, corrompiendo el reconocimiento
|
||
posterior.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Componentes opcionales innecesarios</span></b><span lang=ES>: Para
|
||
documentos académicos digitales (no escaneados), los módulos de corrección de
|
||
orientación de documento (</span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_orientation_classify</span><span lang=ES>) y
|
||
corrección de deformación (</span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_unwarping</span><span lang=ES>) no aportan
|
||
mejora e incluso pueden introducir overhead.</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.4.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Interpretación de la Correlación
|
||
Negativa</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>La correlación negativa de </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES> (-0.52) con el CER indica que:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Umbrales
|
||
más altos filtran detecciones de baja confianza</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Esto
|
||
reduce falsos positivos que generan texto erróneo</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El
|
||
reconocimiento es más preciso con menos regiones pero más confiables</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.4.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Limitaciones de los Resultados</span></h4>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Generalización</span></b><span lang=ES>: Los resultados se obtuvieron
|
||
sobre documentos de un único tipo (instrucciones académicas UNIR). La
|
||
configuración óptima puede variar para otros tipos de documentos.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Ground truth automático</span></b><span lang=ES>: El texto de
|
||
referencia se extrajo programáticamente del PDF. En layouts complejos, esto
|
||
puede introducir errores en la evaluación.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Ejecución en CPU</span></b><span lang=ES>: Los tiempos reportados
|
||
(~69s/página) corresponden a ejecución en CPU. Con GPU, los tiempos serían
|
||
significativamente menores.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Parámetro fijo</span></b><span lang=ES>: </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>text_det_unclip_ratio</span><span
|
||
lang=ES> permaneció fijo en 0.0 durante todo el experimento por decisión de
|
||
diseño.</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.4.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Comparación con Objetivos</span></h4>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla27"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 27. </span></a><span style='mso-bookmark:_TocTabla27'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Objetivo</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Meta</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Resultado</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Cumplimiento</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>OE1: Comparar soluciones
|
||
OCR</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Evaluar EasyOCR,
|
||
PaddleOCR, DocTR</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR seleccionado</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-family:"Segoe UI Symbol",sans-serif;
|
||
mso-bidi-font-family:"Segoe UI Symbol"'>✓</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>OE2: Preparar dataset</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Construir dataset
|
||
estructurado</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Dataset de 24 páginas</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-family:"Segoe UI Symbol",sans-serif;
|
||
mso-bidi-font-family:"Segoe UI Symbol"'>✓</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>OE3: Identificar
|
||
hiperparámetros críticos</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Analizar correlaciones</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=EN-US style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke;mso-ansi-language:EN-US'>textline_orientation</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'> y </span><span lang=EN-US
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:EN-US'>text_det_thresh</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'> identificados<o:p></o:p></span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-family:"Segoe UI Symbol",sans-serif;
|
||
mso-bidi-font-family:"Segoe UI Symbol"'>✓</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>OE4: Optimizar con Ray
|
||
Tune</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Mínimo 50 configuraciones</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>64 trials ejecutados</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-family:"Segoe UI Symbol",sans-serif;
|
||
mso-bidi-font-family:"Segoe UI Symbol"'>✓</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>OE5: Validar
|
||
configuración</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Documentar mejora</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER 7.78% → 1.49%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-family:"Segoe UI Symbol",sans-serif;
|
||
mso-bidi-font-family:"Segoe UI Symbol"'>✓</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Objetivo General</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER < 2%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER = 1.49%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES style='font-family:"Segoe UI Symbol",sans-serif;
|
||
mso-bidi-font-family:"Segoe UI Symbol"'>✓</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736204"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Implicaciones Prácticas</span></a></h3>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.5.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Recomendaciones de Configuración</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Para documentos académicos en español
|
||
similares a los evaluados:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>1.</span><span lang=EN-US
|
||
style='font-size:7.0pt;line-height:150%;mso-ansi-language:EN-US'> </span><b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Obligatorio</span></b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>: </span><span lang=EN-US
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:EN-US'>use_textline_orientation=True</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>2.</span><span lang=EN-US
|
||
style='font-size:7.0pt;line-height:150%;mso-ansi-language:EN-US'> </span><b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Recomendado</span></b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>: </span><span lang=EN-US
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:EN-US'>text_det_thresh</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'> entre 0.4 y 0.5<o:p></o:p></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>3.</span><span lang=EN-US
|
||
style='font-size:7.0pt;line-height:150%;mso-ansi-language:EN-US'> </span><b><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Opcional</span></b><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'>: </span><span lang=EN-US style='font-size:
|
||
10.0pt;line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke;mso-ansi-language:EN-US'>text_det_box_thresh</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'> ~0.5, </span><span lang=EN-US
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:EN-US'>text_rec_score_thresh</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'> >0.6<o:p></o:p></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>4.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>No recomendado</span></b><span lang=ES>: Habilitar </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>use_doc_orientation_classify</span><span
|
||
lang=ES> o </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>use_doc_unwarping</span><span
|
||
lang=ES> para documentos digitales</span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.5.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Impacto Cuantitativo</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>En un documento típico de 10,000 caracteres:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla28"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 28. </span></a><span style='mso-bookmark:_TocTabla28'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Configuración</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Errores estimados</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Baseline</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~778 caracteres</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Optimizada</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>~149 caracteres</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Reducción</span></b></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>629 caracteres menos
|
||
con errores</span></b></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h4 style='mso-list:l4 level4 lfo2'><![if !supportLists]><span lang=ES
|
||
style='mso-fareast-font-family:Calibri;mso-fareast-theme-font:minor-latin;
|
||
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin'><span
|
||
style='mso-list:Ignore'>4.3.5.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Aplicabilidad</span></h4>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta metodología de optimización es aplicable
|
||
cuando:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>No se
|
||
dispone de recursos GPU para fine-tuning</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El modelo
|
||
preentrenado ya tiene soporte para el idioma objetivo</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Se busca
|
||
mejorar rendimiento sin reentrenar</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736205"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>4.3.6.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Resumen de la Sección</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Esta sección ha presentado:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Los resultados consolidados del benchmark y la optimización</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>2.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>El análisis del impacto de cada hiperparámetro</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>3.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>La configuración óptima identificada</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>4.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>La discusión de limitaciones y aplicabilidad</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>5.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>El cumplimiento de los objetivos planteados</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Resultado principal</span></b><span
|
||
lang=ES>: Se logró reducir el CER del 7.78% al 1.49% (mejora del 80.9%)
|
||
mediante optimización de hiperparámetros, cumpliendo el objetivo de alcanzar
|
||
CER < 2%.</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Fuentes de datos:</span></b></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>results/ai_ocr_benchmark_finetune_results_20251206_113206.csv</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=EN-US style='font-size:7.0pt;
|
||
line-height:150%;mso-ansi-language:EN-US'> </span><span
|
||
lang=EN-US style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:
|
||
EN-US'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'><o:p></o:p></span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=EN-US style='font-size:7.0pt;
|
||
line-height:150%;mso-ansi-language:EN-US'> </span><span
|
||
lang=EN-US style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke;mso-ansi-language:
|
||
EN-US'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span><span lang=EN-US
|
||
style='mso-ansi-language:EN-US'><o:p></o:p></span></p>
|
||
|
||
<h1 style='mso-list:l4 level1 lfo2'><a name="_Toc216736206"><?if !supportLists?><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><?endif?><![endif]><span lang=ES style='text-transform:
|
||
none'>Conclusiones y trabajo futuro</span></a></h1>
|
||
|
||
<p class=MsoNormal><span lang=ES>Este capítulo resume las principales
|
||
conclusiones del trabajo, evalúa el grado de cumplimiento de los objetivos
|
||
planteados y propone líneas de trabajo futuro que permitirían ampliar y
|
||
profundizar los resultados obtenidos.</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736207"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.1.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Conclusiones</span></a></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736208"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.1.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Conclusiones Generales</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Este Trabajo Fin de Máster ha demostrado que
|
||
es posible mejorar significativamente el rendimiento de sistemas OCR
|
||
preentrenados mediante optimización sistemática de hiperparámetros, sin
|
||
requerir fine-tuning ni recursos GPU dedicados.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>El objetivo principal del trabajo era alcanzar
|
||
un CER inferior al 2% en documentos académicos en español. Los resultados
|
||
obtenidos confirman el cumplimiento de este objetivo:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla29"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 29. </span></a><span style='mso-bookmark:_TocTabla29'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Métrica</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Objetivo</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Resultado</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>< 2%</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>1.49%</span></b></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736209"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.1.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Conclusiones Específicas</span></a></h3>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Respecto a OE1 (Comparativa de soluciones
|
||
OCR)</span></b><span lang=ES>:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Se
|
||
evaluaron tres soluciones OCR de código abierto: EasyOCR, PaddleOCR (PP-OCRv5)
|
||
y DocTR</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>PaddleOCR
|
||
demostró el mejor rendimiento base para documentos en español</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>La
|
||
configurabilidad del pipeline de PaddleOCR lo hace idóneo para optimización</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Respecto a OE2 (Preparación del dataset)</span></b><span
|
||
lang=ES>:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Se
|
||
construyó un dataset estructurado con 24 páginas de documentos académicos</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>La clase </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>ImageTextDataset</span><span
|
||
lang=ES> facilita la carga de pares imagen-texto</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El ground
|
||
truth se extrajo automáticamente del PDF mediante PyMuPDF</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Respecto a OE3 (Identificación de
|
||
hiperparámetros críticos)</span></b><span lang=ES>:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El
|
||
parámetro </span><span lang=ES style='font-size:10.0pt;line-height:150%;
|
||
font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>textline_orientation</span><span
|
||
lang=ES> es el más influyente: reduce el CER en un 69.7% cuando está habilitado</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El umbral </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES> presenta la correlación más fuerte (-0.52) con el CER</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Los
|
||
parámetros de corrección de documento (</span><span lang=ES style='font-size:
|
||
10.0pt;line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>use_doc_orientation_classify</span><span lang=ES>, </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>use_doc_unwarping</span><span
|
||
lang=ES>) no aportan mejora en documentos digitales</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Respecto a OE4 (Optimización con Ray Tune)</span></b><span
|
||
lang=ES>:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Se
|
||
ejecutaron 64 trials con el algoritmo OptunaSearch</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>El tiempo
|
||
total del experimento fue aproximadamente 6 horas (en CPU)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>La
|
||
arquitectura basada en subprocesos permitió superar incompatibilidades entre
|
||
Ray y PaddleOCR</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>Respecto a OE5 (Validación de la
|
||
configuración)</span></b><span lang=ES>:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>Se validó
|
||
la configuración óptima sobre el dataset completo de 24 páginas</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>La mejora
|
||
obtenida fue del 80.9% en reducción del CER (7.78% → 1.49%)</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><span lang=ES>La
|
||
precisión de caracteres alcanzó el 98.51%</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736210"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.1.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Hallazgos Clave</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Arquitectura sobre umbrales</span></b><span lang=ES>: Un único
|
||
parámetro booleano (</span><span lang=ES style='font-size:10.0pt;line-height:
|
||
150%;font-family:Consolas;color:black;mso-color-alt:windowtext;background:whitesmoke'>textline_orientation</span><span
|
||
lang=ES>) tiene más impacto que todos los umbrales continuos combinados.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Umbrales mínimos efectivos</span></b><span lang=ES>: Valores de </span><span
|
||
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas;
|
||
color:black;mso-color-alt:windowtext;background:whitesmoke'>text_det_thresh</span><span
|
||
lang=ES> < 0.1 causan fallos catastróficos (CER >40%).</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Simplicidad para documentos digitales</span></b><span lang=ES>: Para
|
||
documentos PDF digitales (no escaneados), los módulos de corrección de
|
||
orientación y deformación son innecesarios.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Optimización sin fine-tuning</span></b><span lang=ES>: Se puede mejorar
|
||
significativamente el rendimiento de modelos preentrenados mediante ajuste de
|
||
hiperparámetros de inferencia.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736211"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.1.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Contribuciones del Trabajo</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Metodología reproducible</span></b><span lang=ES>: Se documenta un
|
||
proceso completo de optimización de hiperparámetros OCR con Ray Tune + Optuna.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Análisis de hiperparámetros de PaddleOCR</span></b><span lang=ES>: Se
|
||
cuantifica el impacto de cada parámetro configurable mediante correlaciones y
|
||
análisis comparativo.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Configuración óptima para español</span></b><span lang=ES>: Se
|
||
proporciona una configuración validada para documentos académicos en español.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Código fuente</span></b><span lang=ES>: Todo el código está disponible
|
||
en el repositorio GitHub para reproducción y extensión.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736212"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.1.5.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Limitaciones del Trabajo</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Tipo de documento único</span></b><span lang=ES>: Los experimentos se
|
||
realizaron únicamente sobre documentos académicos de UNIR. La generalización a
|
||
otros tipos de documentos requiere validación adicional.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Tamaño del dataset</span></b><span lang=ES>: 24 páginas es un corpus
|
||
limitado para conclusiones estadísticamente robustas.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Ground truth automático</span></b><span lang=ES>: La extracción
|
||
automática del texto de referencia puede introducir errores en layouts
|
||
complejos.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Ejecución en CPU</span></b><span lang=ES>: Los tiempos de procesamiento
|
||
(~69s/página) limitan la aplicabilidad en escenarios de alto volumen.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Parámetro no explorado</span></b><span lang=ES>: </span><span lang=ES
|
||
style='font-size:10.0pt;line-height:150%;font-family:Consolas;color:black;
|
||
mso-color-alt:windowtext;background:whitesmoke'>text_det_unclip_ratio</span><span
|
||
lang=ES> permaneció fijo en 0.0 durante todo el experimento.</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736213"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.2.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>Líneas de trabajo futuro</span></a></h2>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736214"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.2.1.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Extensiones Inmediatas</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Validación cruzada</span></b><span lang=ES>: Evaluar la configuración
|
||
óptima en otros tipos de documentos en español (facturas, formularios, textos
|
||
manuscritos).</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Exploración de </span></b><b><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>text_det_unclip_ratio</span></b><span lang=ES>: Incluir
|
||
este parámetro en el espacio de búsqueda.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Dataset ampliado</span></b><span lang=ES>: Construir un corpus más
|
||
amplio y diverso de documentos en español.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Evaluación con GPU</span></b><span lang=ES>: Medir tiempos de
|
||
inferencia con aceleración GPU.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736215"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.2.2.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Líneas de Investigación</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Transfer learning de hiperparámetros</span></b><span lang=ES>:
|
||
Investigar si las configuraciones óptimas para un tipo de documento transfieren
|
||
a otros dominios.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Optimización multi-objetivo</span></b><span lang=ES>: Considerar
|
||
simultáneamente CER, WER y tiempo de inferencia como objetivos.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>AutoML para OCR</span></b><span lang=ES>: Aplicar técnicas de AutoML
|
||
más avanzadas (Neural Architecture Search, meta-learning).</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Comparación con fine-tuning</span></b><span lang=ES>: Cuantificar la
|
||
brecha de rendimiento entre optimización de hiperparámetros y fine-tuning real.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736216"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.2.3.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Aplicaciones Prácticas</span></a></h3>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Herramienta de configuración automática</span></b><span lang=ES>:
|
||
Desarrollar una herramienta que determine automáticamente la configuración
|
||
óptima para un nuevo tipo de documento.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Integración en pipelines de producción</span></b><span lang=ES>:
|
||
Implementar la configuración optimizada en sistemas reales de procesamiento
|
||
documental.</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><b><span
|
||
lang=ES>Benchmark público</span></b><span lang=ES>: Publicar un benchmark de
|
||
OCR para documentos en español que facilite la comparación de soluciones.</span></p>
|
||
|
||
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216736217"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.2.4.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><![endif]><span lang=ES>Reflexión Final</span></a></h3>
|
||
|
||
<p class=MsoNormal><span lang=ES>Este trabajo demuestra que, en un contexto de
|
||
recursos limitados donde el fine-tuning de modelos de deep learning no es
|
||
viable, la optimización de hiperparámetros representa una alternativa práctica
|
||
y efectiva para mejorar sistemas OCR.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>La metodología propuesta es reproducible, los
|
||
resultados son cuantificables, y las conclusiones son aplicables a escenarios
|
||
reales de procesamiento documental. La reducción del CER del 7.78% al 1.49%
|
||
representa una mejora sustancial que puede tener impacto directo en
|
||
aplicaciones downstream como extracción de información, análisis semántico y
|
||
búsqueda de documentos.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>El código fuente y los datos experimentales
|
||
están disponibles públicamente para facilitar la reproducción y extensión de
|
||
este trabajo.</span></p>
|
||
|
||
<p class=Ttulo1sinnumerar><a name="_Toc216736218"><span lang=ES>Referencias
|
||
bibliográficas</span></a></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=ES>Akiba, T., Sano, S., Yanase, T., Ohta, T., & Koyama, M. (2019). </span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Optuna: A next-generation
|
||
hyperparameter optimization framework. <i>Proceedings of the 25th ACM SIGKDD
|
||
International Conference on Knowledge Discovery & Data Mining</i>,
|
||
2623-2631. https://doi.org/10.1145/3292500.3330701<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=ES>Baek, Y., Lee, B., Han, D., Yun, S., & Lee, H. (2019). </span><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Character region awareness for text
|
||
detection. <i>Proceedings of the IEEE/CVF Conference on Computer Vision and
|
||
Pattern Recognition</i>, 9365-9374. https://doi.org/10.1109/CVPR.2019.00959<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Bergstra, J., & Bengio, Y.
|
||
(2012). Random search for hyper-parameter optimization. <i>Journal of Machine
|
||
Learning Research</i>, 13(1), 281-305.
|
||
https://jmlr.org/papers/v13/bergstra12a.html<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Bergstra, J., Bardenet, R., Bengio,
|
||
Y., & Kégl, B. (2011). Algorithms for hyper-parameter optimization. <i>Advances
|
||
in Neural Information Processing Systems</i>, 24, 2546-2554.
|
||
https://papers.nips.cc/paper/2011/hash/86e8f7ab32cfd12577bc2619bc635690-Abstract.html<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Cohen, J. (1988). <i>Statistical
|
||
power analysis for the behavioral sciences</i> (2nd ed.). Lawrence Erlbaum
|
||
Associates.<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Doran, G. T. (1981). There's a
|
||
S.M.A.R.T. way to write management's goals and objectives. <i>Management Review</i>,
|
||
70(11), 35-36.<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Du, Y., Li, C., Guo, R., Yin, X.,
|
||
Liu, W., Zhou, J., Bai, Y., Yu, Z., Yang, Y., Dang, Q., & Wang, H. (2020).
|
||
PP-OCR: A practical ultra lightweight OCR system. <i>arXiv preprint
|
||
arXiv:2009.09941</i>. https://arxiv.org/abs/2009.09941<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Du, Y., Li, C., Guo, R., Cui, C.,
|
||
Liu, W., Zhou, J., Lu, B., Yang, Y., Liu, Q., Hu, X., Yu, D., & Wang, H.
|
||
(2023). PP-OCRv4: Mobile scene text detection and recognition. <i>arXiv
|
||
preprint arXiv:2310.05930</i>. https://arxiv.org/abs/2310.05930<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Feurer, M., & Hutter, F. (2019).
|
||
Hyperparameter optimization. In F. Hutter, L. Kotthoff, & J. Vanschoren
|
||
(Eds.), <i>Automated machine learning: Methods, systems, challenges</i> (pp.
|
||
3-33). Springer. https://doi.org/10.1007/978-3-030-05318-5_1<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>He, P., Huang, W., Qiao, Y., Loy, C.
|
||
C., & Tang, X. (2016). Reading scene text in deep convolutional sequences. <i>Proceedings
|
||
of the AAAI Conference on Artificial Intelligence</i>, 30(1), 3501-3508.
|
||
https://doi.org/10.1609/aaai.v30i1.10291<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>JaidedAI. (2020). EasyOCR:
|
||
Ready-to-use OCR with 80+ supported languages. GitHub.
|
||
https://github.com/JaidedAI/EasyOCR<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Liang, J., Doermann, D., & Li,
|
||
H. (2005). Camera-based analysis of text and documents: A survey. <i>International
|
||
Journal of Document Analysis and Recognition</i>, 7(2), 84-104.
|
||
https://doi.org/10.1007/s10032-004-0138-z<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Liao, M., Wan, Z., Yao, C., Chen,
|
||
K., & Bai, X. (2020). Real-time scene text detection with differentiable
|
||
binarization. <i>Proceedings of the AAAI Conference on Artificial Intelligence</i>,
|
||
34(07), 11474-11481. https://doi.org/10.1609/aaai.v34i07.6812<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=ES>Liaw, R., Liang, E., Nishihara, R., Moritz, P., Gonzalez, J. E., &
|
||
Stoica, I. (2018). </span><span lang=EN-US style='mso-ansi-language:EN-US'>Tune:
|
||
A research platform for distributed model selection and training. <i>arXiv
|
||
preprint arXiv:1807.05118</i>. https://arxiv.org/abs/1807.05118<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Mindee. (2021). DocTR: Document Text
|
||
Recognition. GitHub. https://github.com/mindee/doctr<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Moritz, P., Nishihara, R., Wang, S.,
|
||
Tumanov, A., Liaw, R., Liang, E., Elibol, M., Yang, Z., Paul, W., Jordan, M.
|
||
I., & Stoica, I. (2018). Ray: A distributed framework for emerging AI
|
||
applications. <i>13th USENIX Symposium on Operating Systems Design and
|
||
Implementation (OSDI 18)</i>, 561-577.
|
||
https://www.usenix.org/conference/osdi18/presentation/moritz<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Morris, A. C., Maier, V., &
|
||
Green, P. D. (2004). From WER and RIL to MER and WIL: Improved evaluation
|
||
measures for connected speech recognition. <i>Eighth International Conference
|
||
on Spoken Language Processing</i>.
|
||
https://doi.org/10.21437/Interspeech.2004-668<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>PaddlePaddle. (2024). PaddleOCR:
|
||
Awesome multilingual OCR toolkits based on PaddlePaddle. GitHub.
|
||
https://github.com/PaddlePaddle/PaddleOCR<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Pearson, K. (1895). Notes on
|
||
regression and inheritance in the case of two parents. <i>Proceedings of the
|
||
Royal Society of London</i>, 58, 240-242.
|
||
https://doi.org/10.1098/rspl.1895.0041<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>PyMuPDF. (2024). PyMuPDF
|
||
documentation. https://pymupdf.readthedocs.io/<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Shi, B., Bai, X., & Yao, C.
|
||
(2016). An end-to-end trainable neural network for image-based sequence
|
||
recognition and its application to scene text recognition. <i>IEEE Transactions
|
||
on Pattern Analysis and Machine Intelligence</i>, 39(11), 2298-2304.
|
||
https://doi.org/10.1109/TPAMI.2016.2646371<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Smith, R. (2007). An overview of the
|
||
Tesseract OCR engine. <i>Ninth International Conference on Document Analysis
|
||
and Recognition (ICDAR 2007)</i>, 2, 629-633.
|
||
https://doi.org/10.1109/ICDAR.2007.4376991<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Zhou, X., Yao, C., Wen, H., Wang,
|
||
Y., Zhou, S., He, W., & Liang, J. (2017). EAST: An efficient and accurate
|
||
scene text detector. <i>Proceedings of the IEEE Conference on Computer Vision
|
||
and Pattern Recognition</i>, 5551-5560. https://doi.org/10.1109/CVPR.2017.283<o:p></o:p></span></p>
|
||
|
||
<p class=MsoBibliography style='margin-left:36.0pt;text-indent:-36.0pt'><span
|
||
lang=EN-US style='mso-ansi-language:EN-US'>Zoph, B., & Le, Q. V. (2017).
|
||
Neural architecture search with reinforcement learning. <i>International
|
||
Conference on Learning Representations (ICLR)</i>.
|
||
https://arxiv.org/abs/1611.01578<o:p></o:p></span></p>
|
||
|
||
<p class=Anexo style='mso-list:l0 level1 lfo8'><a name="_Toc216736219"><?if !supportLists?><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>Anexo A.<span style='font:7.0pt "Times New Roman"'>
|
||
</span></span></span><?endif?><![endif]><span lang=ES>Código fuente y datos
|
||
analizados</span></a></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736220"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.3.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>A.1 Repositorio del Proyecto</span></a></h2>
|
||
|
||
<p class=MsoNormal><span lang=ES>El código fuente completo y los datos
|
||
utilizados en este trabajo están disponibles en el siguiente repositorio:</span></p>
|
||
|
||
<p class=MsoNormal><b><span lang=ES>URL del repositorio:</span></b><span
|
||
lang=ES> https://github.com/seryus/MastersThesis</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES>El repositorio incluye:</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Notebooks
|
||
de experimentación</span></b><span lang=ES>: Código completo de los
|
||
experimentos realizados</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Scripts
|
||
de evaluación</span></b><span lang=ES>: Herramientas para evaluar modelos OCR</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Dataset</span></b><span
|
||
lang=ES>: Imágenes y textos de referencia utilizados</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES
|
||
style='font-family:Symbol'>·</span><span lang=ES style='font-size:7.0pt;
|
||
line-height:150%'> </span><b><span lang=ES>Resultados</span></b><span
|
||
lang=ES>: Archivos CSV con los resultados de los 64 trials de Ray Tune</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736221"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.4.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>A.2 Estructura del Repositorio</span></a></h2>
|
||
|
||
<pre>MastersThesis/</pre><pre>├── docs/<span style='mso-spacerun:yes'> </span># Capítulos de la tesis en Markdown</pre><pre>├── src/</pre><pre>│<span style='mso-spacerun:yes'> </span>├── paddle_ocr_fine_tune_unir_raytune.ipynb<span style='mso-spacerun:yes'> </span># Experimento principal</pre><pre>│<span style='mso-spacerun:yes'> </span>├── paddle_ocr_tuning.py<span style='mso-spacerun:yes'> </span># Script de evaluación CLI</pre><pre>│<span style='mso-spacerun:yes'> </span>├── dataset_manager.py<span style='mso-spacerun:yes'> </span># Clase ImageTextDataset</pre><pre>│<span style='mso-spacerun:yes'> </span>├── prepare_dataset.ipynb<span style='mso-spacerun:yes'> </span># Preparación del dataset</pre><pre>│<span style='mso-spacerun:yes'> </span>└── raytune_paddle_subproc_results_*.csv<span style='mso-spacerun:yes'> </span># Resultados de 64 trials</pre><pre>├── results/<span style='mso-spacerun:yes'> </span># Resultados de benchmarks</pre><pre>├── instructions/<span style='mso-spacerun:yes'> </span># Instrucciones y plantilla UNIR</pre><pre>└── README.md</pre>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736222"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.5.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>A.3 Requisitos de Software</span></a></h2>
|
||
|
||
<p class=MsoNormal><span lang=ES>Para reproducir los experimentos se requieren
|
||
las siguientes dependencias:</span></p>
|
||
|
||
<p class=MsoCaption><a name="_TocTabla30"><span lang=ES style='font-size:12.0pt;
|
||
line-height:150%'>Tabla 30. </span></a><span style='mso-bookmark:_TocTabla30'></span><i><span
|
||
lang=ES style='font-size:12.0pt;line-height:150%;font-weight:normal'>Tabla de
|
||
datos.</span></i></p>
|
||
|
||
<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0
|
||
style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt;
|
||
mso-yfti-tbllook:1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt'>
|
||
<tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Componente</span></b></p>
|
||
</td>
|
||
<td style='border:solid windowtext 1.0pt;border-left:none;mso-border-left-alt:
|
||
solid windowtext 1.0pt;background:#F0F0F0;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><b><span lang=ES style='color:black;
|
||
mso-color-alt:windowtext'>Versión</span></b></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:1'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Python</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.11.9</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:2'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddlePaddle</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.2.2</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:3'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PaddleOCR</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>3.3.2</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:4'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Ray</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>2.52.1</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:5'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>Optuna</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>4.6.0</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:6'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>jiwer</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>(última versión)</span></p>
|
||
</td>
|
||
</tr>
|
||
<tr style='mso-yfti-irow:7;mso-yfti-lastrow:yes'>
|
||
<td style='border:solid windowtext 1.0pt;border-top:none;mso-border-top-alt:
|
||
solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>PyMuPDF</span></p>
|
||
</td>
|
||
<td style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
|
||
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext 1.0pt;
|
||
mso-border-left-alt:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
|
||
<p class=MsoNormal style='margin:0cm'><span lang=ES>(última versión)</span></p>
|
||
</td>
|
||
</tr>
|
||
</table>
|
||
|
||
<p class=Piedefoto-tabla style='margin-left:0cm'><span lang=ES
|
||
style='mso-ansi-language:ES'>Fuente: Elaboración propia.</span></p>
|
||
|
||
<p class=MsoNormal><span lang=ES><o:p> </o:p></span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736223"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.6.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>A.4 Instrucciones de Ejecución</span></a></h2>
|
||
|
||
<p class=MsoListParagraphCxSpFirst style='text-indent:-18.0pt'><span lang=ES>1.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Clonar el repositorio</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpMiddle style='text-indent:-18.0pt'><span lang=ES>2.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Instalar dependencias: </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>pip install -r requirements.txt</span></p>
|
||
|
||
<p class=MsoListParagraphCxSpLast style='text-indent:-18.0pt'><span lang=ES>3.</span><span
|
||
lang=ES style='font-size:7.0pt;line-height:150%'> </span><span
|
||
lang=ES>Ejecutar el notebook </span><span lang=ES style='font-size:10.0pt;
|
||
line-height:150%;font-family:Consolas;color:black;mso-color-alt:windowtext;
|
||
background:whitesmoke'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span></p>
|
||
|
||
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216736224"><![if !supportLists]><span
|
||
lang=ES style='mso-fareast-font-family:"Calibri Light";mso-fareast-theme-font:
|
||
major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin'><span
|
||
style='mso-list:Ignore'>5.7.<span style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
|
||
lang=ES style='text-transform:none'>A.5 Licencia</span></a></h2>
|
||
|
||
<p class=MsoNormal><span lang=ES>El código se distribuye bajo licencia MIT.<o:p></o:p></span></p>
|
||
|
||
<div><?if !supportFootnotes?>
|
||
|
||
<p class=MsoNormal align=left style='margin:0cm;text-align:left;line-height:
|
||
normal'><span style='font-family:"Times New Roman",serif;mso-fareast-font-family:
|
||
Calibri;mso-ansi-language:#1000;mso-fareast-language:#1000'><br clear=all
|
||
style='mso-special-character:line-break'>
|
||
<o:p></o:p></span></p>
|
||
|
||
<div class=MsoNormal align=left style='margin:0cm;text-align:left;line-height:
|
||
normal'><span style='font-family:"Times New Roman",serif;mso-fareast-font-family:
|
||
Calibri;mso-ansi-language:#1000;mso-fareast-language:#1000'>
|
||
|
||
<hr size=1 width="33%" align=left>
|
||
|
||
</span></div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<?endif?>
|
||
</body>
|
||
|
||
</html>
|