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MastersThesis/thesis_output/plantilla_individual.htm
Sergio Jimenez Jimenez 8e2b7a5096 Gen docx
2025-12-16 08:48:22 +01:00

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panose-1:0 0 4 0 0 0 0 0 0 0;
mso-font-charset:1;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:0 0 0 0 0 0;}
@font-face
{font-family:"Estrangelo Edessa";
panose-1:0 0 0 0 0 0 0 0 0 0;
mso-font-charset:1;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:0 0 0 0 0 0;}
@font-face
{font-family:"Cambria Math";
panose-1:2 4 5 3 5 4 6 3 2 4;
mso-font-charset:0;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:-536869121 1107305727 33554432 0 415 0;}
@font-face
{font-family:"Yu Gothic";
panose-1:2 11 4 0 0 0 0 0 0 0;
mso-font-alt:游ゴシック;
mso-font-charset:128;
mso-generic-font-family:modern;
mso-font-pitch:fixed;
mso-font-signature:1 134676480 16 0 131072 0;}
@font-face
{font-family:DengXian;
panose-1:2 1 6 0 3 1 1 1 1 1;
mso-font-alt:等线;
mso-font-charset:134;
mso-generic-font-family:modern;
mso-font-pitch:fixed;
mso-font-signature:1 135135232 16 0 262144 0;}
@font-face
{font-family:Calibri;
panose-1:2 15 5 2 2 2 4 3 2 4;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-469750017 -1040178053 9 0 511 0;}
@font-face
{font-family:"Calibri Light";
panose-1:2 15 3 2 2 2 4 3 2 4;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-469750017 -1040178053 9 0 511 0;}
@font-face
{font-family:"Palatino Linotype";
panose-1:2 4 5 2 5 5 5 3 3 4;
mso-font-charset:0;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:3 0 0 0 1 0;}
@font-face
{font-family:Verdana;
panose-1:2 11 6 4 3 5 4 4 2 4;
mso-font-charset:0;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:3 0 0 0 1 0;}
@font-face
{font-family:"Arial Unicode MS";
panose-1:2 11 6 4 2 2 2 2 2 4;
mso-font-charset:0;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:3 0 0 0 1 0;}
@font-face
{font-family:Aptos;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:536871559 3 0 0 415 0;}
@font-face
{font-family:"Aptos Display";
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:536871559 3 0 0 415 0;}
@font-face
{font-family:"Segoe UI Emoji";
panose-1:2 11 5 2 4 2 4 2 2 3;
mso-font-charset:0;
mso-generic-font-family:roman;
mso-font-pitch:auto;
mso-font-signature:0 0 0 0 0 0;}
@font-face
{font-family:TimesNewRomanPSMT;
panose-1:0 0 0 0 0 0 0 0 0 0;
mso-font-alt:"MS Mincho";
mso-font-charset:0;
mso-generic-font-family:roman;
mso-font-format:other;
mso-font-pitch:auto;
mso-font-signature:1 134676480 16 0 131073 0;}
@font-face
{font-family:"Wingdings 3";
panose-1:5 4 1 2 1 8 7 7 7 7;
mso-font-charset:2;
mso-generic-font-family:roman;
mso-font-pitch:variable;
mso-font-signature:0 268435456 0 0 -2147483648 0;}
@font-face
{font-family:Tahoma;
panose-1:2 11 6 4 3 5 4 4 2 4;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-520081665 -1073717157 41 0 66047 0;}
@font-face
{font-family:UnitOT-Light;
mso-font-alt:Calibri;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-2147483409 1342185595 40 0 1 0;}
@font-face
{font-family:"Open Sans";
panose-1:2 11 6 6 3 5 4 2 2 4;
mso-font-alt:Calibri;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-536870161 1073750107 40 0 415 0;}
@font-face
{font-family:"Segoe UI";
panose-1:2 11 5 2 4 2 4 2 2 3;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-469750017 -1073683329 9 0 511 0;}
@font-face
{font-family:Consolas;
panose-1:2 11 6 9 2 2 4 3 2 4;
mso-font-charset:0;
mso-generic-font-family:modern;
mso-font-pitch:fixed;
mso-font-signature:-536869121 64767 1 0 415 0;}
@font-face
{font-family:"Segoe UI Symbol";
panose-1:2 11 5 2 4 2 4 2 2 3;
mso-font-charset:0;
mso-generic-font-family:swiss;
mso-font-pitch:variable;
mso-font-signature:-2147483165 302055407 262144 0 1 0;}
/* Style Definitions */
p.MsoNormal, li.MsoNormal, div.MsoNormal
{mso-style-unhide:no;
mso-style-qformat:yes;
mso-style-parent:"";
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;}
h1
{mso-style-priority:9;
mso-style-unhide:no;
mso-style-qformat:yes;
mso-style-link:"Heading 1 Char";
mso-style-next:Normal;
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:18.0pt;
text-align:justify;
text-indent:-18.0pt;
line-height:150%;
mso-pagination:widow-orphan;
page-break-after:avoid;
mso-outline-level:1;
mso-list:l4 level1 lfo2;
font-size:18.0pt;
mso-bidi-font-size:16.0pt;
font-family:"Calibri Light",sans-serif;
mso-ascii-font-family:"Calibri Light";
mso-ascii-theme-font:major-latin;
mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:"Calibri Light";
mso-hansi-theme-font:major-latin;
mso-bidi-font-family:"Times New Roman";
color:#0098CD;
text-transform:uppercase;
mso-font-kerning:16.0pt;
mso-ansi-language:ES;
mso-fareast-language:ES;
font-weight:normal;
mso-bidi-font-weight:bold;}
h2
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-link:"Heading 2 Char";
mso-style-next:Normal;
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:50.0pt;
text-align:justify;
text-indent:-21.6pt;
line-height:150%;
mso-pagination:widow-orphan;
page-break-after:avoid;
mso-outline-level:2;
mso-list:l4 level2 lfo2;
font-size:14.0pt;
font-family:"Calibri Light",sans-serif;
mso-ascii-font-family:"Calibri Light";
mso-ascii-theme-font:major-latin;
mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:"Calibri Light";
mso-hansi-theme-font:major-latin;
mso-bidi-font-family:Arial;
color:#0098CD;
text-transform:uppercase;
mso-ansi-language:ES;
mso-fareast-language:ES;
font-weight:normal;
mso-bidi-font-weight:bold;
mso-bidi-font-style:italic;}
h3
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-link:"Heading 3 Char";
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;
page-break-after:avoid;
mso-outline-level:3;
mso-list:l4 level3 lfo2;
font-size:12.0pt;
mso-bidi-font-size:13.0pt;
font-family:"Calibri Light",sans-serif;
mso-ascii-font-family:"Calibri Light";
mso-ascii-theme-font:major-latin;
mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:"Calibri Light";
mso-hansi-theme-font:major-latin;
mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
mso-fareast-language:ES;}
h4
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-parent:"List Paragraph";
mso-style-link:"Heading 4 Char";
mso-style-next:Normal;
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:42.55pt;
mso-add-space:auto;
text-align:justify;
text-indent:-42.55pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:4;
mso-list:l4 level4 lfo2;
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-weight:normal;}
h4.CxSpFirst
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-parent:"List Paragraph";
mso-style-link:"Heading 4 Char";
mso-style-next:Normal;
mso-style-type:export-only;
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:0cm;
margin-left:42.55pt;
mso-add-space:auto;
text-align:justify;
text-indent:-42.55pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:4;
mso-list:l4 level4 lfo2;
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-weight:normal;}
h4.CxSpMiddle
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-parent:"List Paragraph";
mso-style-link:"Heading 4 Char";
mso-style-next:Normal;
mso-style-type:export-only;
margin-top:0cm;
margin-right:0cm;
margin-bottom:0cm;
margin-left:42.55pt;
mso-add-space:auto;
text-align:justify;
text-indent:-42.55pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:4;
mso-list:l4 level4 lfo2;
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-weight:normal;}
h4.CxSpLast
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-parent:"List Paragraph";
mso-style-link:"Heading 4 Char";
mso-style-next:Normal;
mso-style-type:export-only;
margin-top:0cm;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:42.55pt;
mso-add-space:auto;
text-align:justify;
text-indent:-42.55pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:4;
mso-list:l4 level4 lfo2;
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-weight:normal;}
h5
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-link:"Heading 5 Char";
mso-style-next:Normal;
margin-top:12.0pt;
margin-right:0cm;
margin-bottom:3.0pt;
margin-left:85.8pt;
text-align:justify;
text-indent:-50.4pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:5;
mso-list:l1 level5 lfo4;
font-size:13.0pt;
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;}
h6
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-link:"Heading 6 Char";
mso-style-next:Normal;
margin-top:12.0pt;
margin-right:0cm;
margin-bottom:3.0pt;
margin-left:93.0pt;
text-align:justify;
text-indent:-57.6pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:6;
mso-list:l1 level6 lfo4;
font-size:12.0pt;
mso-bidi-font-size:11.0pt;
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;}
p.MsoHeading7, li.MsoHeading7, div.MsoHeading7
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-link:"Heading 7 Char";
mso-style-next:Normal;
margin-top:12.0pt;
margin-right:0cm;
margin-bottom:3.0pt;
margin-left:100.2pt;
text-align:justify;
text-indent:-64.8pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:7;
mso-list:l1 level7 lfo4;
font-size:12.0pt;
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;}
p.MsoHeading8, li.MsoHeading8, div.MsoHeading8
{mso-style-noshow:yes;
mso-style-priority:9;
mso-style-qformat:yes;
mso-style-link:"Heading 8 Char";
mso-style-next:Normal;
margin-top:12.0pt;
margin-right:0cm;
margin-bottom:3.0pt;
margin-left:107.4pt;
text-align:justify;
text-indent:-72.0pt;
line-height:150%;
mso-pagination:widow-orphan;
mso-outline-level:8;
mso-list:l1 level8 lfo4;
font-size:12.0pt;
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;
font-size:12.0pt;
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;
font-size:14.0pt;
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
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mso-style-priority:39;
mso-style-next:Normal;
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margin-bottom:6.0pt;
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text-align:justify;
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mso-pagination:widow-orphan;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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mso-style-noshow:yes;
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margin-bottom:6.0pt;
margin-left:33.0pt;
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mso-pagination:widow-orphan;
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mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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p.MsoToc8, li.MsoToc8, div.MsoToc8
{mso-style-update:auto;
mso-style-noshow:yes;
mso-style-priority:39;
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margin-right:0cm;
margin-bottom:6.0pt;
margin-left:77.0pt;
text-align:justify;
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mso-pagination:widow-orphan;
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font-family:"Calibri",sans-serif;
mso-ascii-font-family:Calibri;
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mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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p.MsoToc9, li.MsoToc9, div.MsoToc9
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mso-style-priority:39;
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margin-right:0cm;
margin-bottom:6.0pt;
margin-left:88.0pt;
text-align:justify;
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mso-pagination:widow-orphan;
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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;
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{mso-style-noshow:yes;
mso-style-link:"Footnote Text Char";
margin:0cm;
text-align:justify;
mso-pagination:widow-orphan;
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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;
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mso-style-priority:99;
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margin-bottom:6.0pt;
margin-left:0cm;
text-align:justify;
line-height:150%;
mso-pagination:widow-orphan;
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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;
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p.MsoHeader, li.MsoHeader, div.MsoHeader
{mso-style-priority:99;
mso-style-link:"Header Char";
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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;}
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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-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-weight:bold;}
p.MsoTof, li.MsoTof, div.MsoTof
{mso-style-priority:99;
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margin-bottom:6.0pt;
margin-left:0cm;
text-align:justify;
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mso-pagination:widow-orphan;
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font-family:"Calibri",sans-serif;
mso-ascii-font-family:Calibri;
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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;
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span.MsoFootnoteReference
{mso-style-noshow:yes;
mso-style-priority:99;
vertical-align:super;}
span.MsoCommentReference
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mso-style-priority:99;
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mso-bidi-font-size:8.0pt;}
p.MsoTitle, li.MsoTitle, div.MsoTitle
{mso-style-name:"Title\,Subtitulos 3er nivel";
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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;
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mso-pagination:widow-orphan;
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mso-fareast-font-family:"Times New Roman";
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mso-bidi-font-family:"Times New Roman";
mso-font-kerning:14.0pt;
mso-ansi-language:ES;
mso-fareast-language:ES;
mso-bidi-font-weight:bold;
font-style:italic;
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
{mso-style-noshow:yes;
mso-style-priority:99;
color:#954F72;
mso-themecolor:followedhyperlink;
text-decoration:underline;
text-underline:single;}
pre
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mso-style-priority:99;
mso-style-link:"HTML Preformatted Char";
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margin-bottom:.0001pt;
mso-pagination:widow-orphan;
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font-family:"Courier New";
mso-fareast-font-family:"Times New Roman";
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p.MsoCommentSubject, li.MsoCommentSubject, div.MsoCommentSubject
{mso-style-noshow:yes;
mso-style-priority:99;
mso-style-parent:"Comment Text";
mso-style-link:"Comment Subject Char";
mso-style-next:"Comment Text";
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margin-bottom:6.0pt;
margin-left:0cm;
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mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
mso-fareast-language:ES;
font-weight:bold;}
p.MsoAcetate, li.MsoAcetate, div.MsoAcetate
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mso-style-priority:99;
mso-style-link:"Balloon Text Char";
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:0cm;
text-align:justify;
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mso-pagination:widow-orphan;
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mso-fareast-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";
mso-ansi-language:X-NONE;
mso-fareast-language:ES;}
p.MsoNoSpacing, li.MsoNoSpacing, div.MsoNoSpacing
{mso-style-priority:1;
mso-style-unhide:no;
mso-style-parent:"";
mso-style-link:"No Spacing Char";
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mso-pagination:widow-orphan;
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mso-fareast-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
mso-fareast-language:EN-US;}
p.MsoListParagraph, li.MsoListParagraph, div.MsoListParagraph
{mso-style-priority:34;
mso-style-unhide:no;
mso-style-qformat:yes;
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:36.0pt;
mso-add-space:auto;
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mso-ascii-font-family:Calibri;
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mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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p.MsoListParagraphCxSpFirst, li.MsoListParagraphCxSpFirst, div.MsoListParagraphCxSpFirst
{mso-style-priority:34;
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mso-style-type:export-only;
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margin-bottom:0cm;
margin-left:36.0pt;
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mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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p.MsoListParagraphCxSpMiddle, li.MsoListParagraphCxSpMiddle, div.MsoListParagraphCxSpMiddle
{mso-style-priority:34;
mso-style-unhide:no;
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mso-style-type:export-only;
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margin-bottom:0cm;
margin-left:36.0pt;
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font-family:"Calibri",sans-serif;
mso-ascii-font-family:Calibri;
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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;
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p.MsoListParagraphCxSpLast, li.MsoListParagraphCxSpLast, div.MsoListParagraphCxSpLast
{mso-style-priority:34;
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mso-style-qformat:yes;
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margin-right:0cm;
margin-bottom:6.0pt;
margin-left:36.0pt;
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mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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{mso-style-priority:29;
mso-style-unhide:no;
mso-style-qformat:yes;
mso-style-link:"Quote Char";
mso-style-next:Normal;
margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:0cm;
text-align:justify;
mso-pagination:widow-orphan;
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font-family:"Calibri",sans-serif;
mso-ascii-font-family:Calibri;
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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";
color:#404040;
mso-ansi-language:ES;
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mso-bidi-font-style:italic;}
p.MsoBibliography, li.MsoBibliography, div.MsoBibliography
{mso-style-noshow:yes;
mso-style-priority:37;
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margin-top:6.0pt;
margin-right:0cm;
margin-bottom:6.0pt;
margin-left:0cm;
text-align:justify;
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mso-pagination:widow-orphan;
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font-family:"Calibri",sans-serif;
mso-ascii-font-family:Calibri;
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mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Calibri;
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mso-bidi-font-family:"Times New Roman";
mso-ansi-language:ES;
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p.MsoTocHeading, li.MsoTocHeading, div.MsoTocHeading
{mso-style-name:"TOC Heading\,Tablas";
mso-style-noshow:yes;
mso-style-priority:39;
mso-style-next:Normal;
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margin-right:0cm;
margin-bottom:6.0pt;
margin-left:0cm;
text-align:justify;
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mso-pagination:widow-orphan;
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mso-hansi-font-family:Calibri;
mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:Arial;
mso-ansi-language:ES;
mso-fareast-language:ES;
mso-no-proof:yes;}
span.Heading1Char
{mso-style-name:"Heading 1 Char";
mso-style-priority:9;
mso-style-unhide:no;
mso-style-locked:yes;
mso-style-parent:"";
mso-style-link:"Heading 1";
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font-family:"Calibri Light",sans-serif;
mso-ascii-font-family:"Calibri Light";
mso-ascii-theme-font:major-latin;
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mso-hansi-font-family:"Calibri Light";
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mso-bidi-font-family:"Calibri Light";
color:#0098CD;
text-transform:uppercase;
mso-font-kerning:16.0pt;
mso-bidi-font-weight:bold;}
span.Heading2Char
{mso-style-name:"Heading 2 Char";
mso-style-noshow:yes;
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mso-style-locked:yes;
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mso-style-link:"Heading 2";
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mso-ascii-font-family:"Calibri Light";
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mso-hansi-font-family:"Calibri Light";
mso-hansi-theme-font:major-latin;
mso-bidi-font-family:Arial;
color:#0098CD;
text-transform:uppercase;
mso-bidi-font-weight:bold;
mso-bidi-font-style:italic;}
span.Heading3Char
{mso-style-name:"Heading 3 Char";
mso-style-noshow:yes;
mso-style-priority:9;
mso-style-unhide:no;
mso-style-locked:yes;
mso-style-parent:"";
mso-style-link:"Heading 3";
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mso-ascii-font-family:"Calibri Light";
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mso-hansi-font-family:"Calibri Light";
mso-hansi-theme-font:major-latin;
mso-bidi-font-family:"Calibri Light";
font-weight:bold;}
span.Heading4Char
{mso-style-name:"Heading 4 Char";
mso-style-noshow:yes;
mso-style-priority:9;
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mso-style-parent:"";
mso-style-link:"Heading 4";
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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:Calibri;}
span.Heading5Char
{mso-style-name:"Heading 5 Char";
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mso-style-priority:9;
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mso-style-link:"Heading 5";
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mso-ascii-font-family:Calibri;
mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Calibri;
mso-bidi-font-family:"Times New Roman";
font-weight:bold;
font-style:italic;}
span.Heading6Char
{mso-style-name:"Heading 6 Char";
mso-style-noshow:yes;
mso-style-priority:9;
mso-style-unhide:no;
mso-style-locked:yes;
mso-style-parent:"";
mso-style-link:"Heading 6";
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mso-bidi-font-size:11.0pt;
font-family:"Calibri",sans-serif;
mso-ascii-font-family:Calibri;
mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Calibri;
mso-bidi-font-family:"Times New Roman";
font-weight:bold;}
span.HTMLPreformattedChar
{mso-style-name:"HTML Preformatted Char";
mso-style-noshow:yes;
mso-style-priority:99;
mso-style-unhide:no;
mso-style-locked:yes;
mso-style-link:"HTML Preformatted";
font-family:Consolas;
mso-ascii-font-family:Consolas;
mso-fareast-font-family:"Times New Roman";
mso-hansi-font-family:Consolas;
mso-bidi-font-family:"Times New Roman";}
p.msonormal0, li.msonormal0, div.msonormal0
{mso-style-name:msonormal;
mso-style-unhide:no;
mso-margin-top-alt:auto;
margin-right:0cm;
mso-margin-bottom-alt:auto;
margin-left:0cm;
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<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%;
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src="plantilla_individual_files/image002.gif"
alt="Texto&#10;&#10;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;
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<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>&nbsp;</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:
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<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>&nbsp;</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>&nbsp;</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:
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<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 </span></a><span class=GramE><span
style='mso-bookmark:_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'>Español</span></span></span><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>&nbsp;</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>
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<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 <span
class=SpellE>Jiménez</span><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>&nbsp;</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-<span
class=SpellE>tuning</span> 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: <span class=SpellE>EasyOCR</span>, <span class=SpellE>PaddleOCR</span>
(PP-OCRv5) y <span class=SpellE>DocTR</span>, evaluando su rendimiento mediante
las métricas estándar CER (<span class=SpellE>Character</span> Error <span
class=SpellE>Rate</span>) y WER (Word Error <span class=SpellE>Rate</span>)
sobre un corpus de documentos académicos en español. Tras identificar <span
class=SpellE>PaddleOCR</span> como la solución más prometedora, se procedió a
una optimización sistemática de hiperparámetros utilizando Ray Tune con el
algoritmo de búsqueda <span class=SpellE>Optuna</span>, 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 `<span class=SpellE>textline_orientation</span>` (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 (`<span class=SpellE>text_det_thresh</span>`) 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-<span class=SpellE>tuning</span>
cuando los recursos computacionales son limitados.</span></p>
<p class=MsoNormal><span lang=ES><o:p>&nbsp;</o:p></span></p>
<p class=MsoNormal><b><span lang=ES>Palabras clave:</span></b><span lang=ES>
OCR, Reconocimiento Óptico de Caracteres, <span class=SpellE>PaddleOCR</span>,
Optimización de Hiperparámetros, Ray Tune, Procesamiento de Documentos,
Inteligencia Artificial</span></p>
<p class=MsoNormal><span lang=ES><o:p>&nbsp;</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 <span class=GramE>Master's</span> 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:
<span class=SpellE>EasyOCR</span>, <span class=SpellE>PaddleOCR</span>
(PP-OCRv5), and <span class=SpellE>DocTR</span>, 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 <span
class=SpellE>PaddleOCR</span> as the most promising solution, systematic
hyperparameter optimization was performed using Ray Tune with the <span
class=SpellE>Optuna</span> 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 <span class=GramE>98.51% character</span> accuracy.
The most relevant finding was that the `<span class=SpellE>textline_orientation</span>`
parameter (text line orientation classification) has a critical impact,
reducing CER by 69.7% when enabled. Additionally, the pixel detection threshold
(`<span class=SpellE>text_det_thresh</span>`) 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>&nbsp;</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, <span class=SpellE>PaddleOCR</span>,
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>&nbsp;</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>&nbsp;</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 &quot;1-3&quot; \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="#_Toc216767037">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 _Toc216767037 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000330037000000</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="#_Toc216767038">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 _Toc216767038 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000330038000000</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="#_Toc216767039">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 _Toc216767039 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000330039000000</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="#_Toc216767040">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 _Toc216767040 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340030000000</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="#_Toc216767041">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 _Toc216767041 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340031000000</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="#_Toc216767042">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 _Toc216767042 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340032000000</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="#_Toc216767043">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 _Toc216767043 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340033000000</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="#_Toc216767044">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 _Toc216767044 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340034000000</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="#_Toc216767045">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 _Toc216767045 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340035000000</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="#_Toc216767046">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 _Toc216767046 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340036000000</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="#_Toc216767047">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 _Toc216767047 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340037000000</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="#_Toc216767048">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 _Toc216767048 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340038000000</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="#_Toc216767049">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 _Toc216767049 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000340039000000</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="#_Toc216767050">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 _Toc216767050 \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'>8</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350030000000</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="#_Toc216767051">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 _Toc216767051 \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'>9</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350031000000</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="#_Toc216767052">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 _Toc216767052 \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'>9</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350032000000</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="#_Toc216767053">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 _Toc216767053 \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'>9</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350033000000</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="#_Toc216767054">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 _Toc216767054 \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'>9</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350034000000</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="#_Toc216767055">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 _Toc216767055 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350035000000</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="#_Toc216767056">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 _Toc216767056 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350036000000</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="#_Toc216767057">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 _Toc216767057 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350037000000</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="#_Toc216767058">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 _Toc216767058 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350038000000</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="#_Toc216767059">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 _Toc216767059 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000350039000000</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="#_Toc216767060">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 _Toc216767060 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360030000000</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="#_Toc216767061">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 _Toc216767061 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360031000000</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="#_Toc216767062">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 _Toc216767062 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360032000000</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="#_Toc216767063">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 _Toc216767063 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360033000000</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="#_Toc216767064">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 _Toc216767064 \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'>13</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360034000000</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="#_Toc216767065">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 _Toc216767065 \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'>13</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360035000000</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="#_Toc216767066">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 _Toc216767066 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360036000000</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="#_Toc216767067">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 _Toc216767067 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360037000000</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="#_Toc216767068">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 _Toc216767068 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360038000000</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="#_Toc216767069">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 _Toc216767069 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000360039000000</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="#_Toc216767070">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 _Toc216767070 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370030000000</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="#_Toc216767071"><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 _Toc216767071 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370031000000</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="#_Toc216767072">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 _Toc216767072 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370032000000</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="#_Toc216767073">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 _Toc216767073 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370033000000</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="#_Toc216767074">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 _Toc216767074 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370034000000</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="#_Toc216767075">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 _Toc216767075 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370035000000</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="#_Toc216767076">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 _Toc216767076 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370036000000</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="#_Toc216767077">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 _Toc216767077 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370037000000</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="#_Toc216767078">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 _Toc216767078 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370038000000</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="#_Toc216767079">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 _Toc216767079 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000370039000000</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="#_Toc216767080">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 _Toc216767080 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380030000000</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="#_Toc216767081">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 _Toc216767081 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380031000000</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="#_Toc216767082">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 _Toc216767082 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380032000000</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="#_Toc216767083">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 _Toc216767083 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380033000000</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="#_Toc216767084">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 _Toc216767084 \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'>28</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380034000000</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="#_Toc216767085">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 _Toc216767085 \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'>29</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380035000000</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="#_Toc216767086">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 _Toc216767086 \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'>29</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380036000000</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="#_Toc216767087">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 _Toc216767087 \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'>29</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380037000000</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="#_Toc216767088">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 _Toc216767088 \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'>29</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380038000000</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="#_Toc216767089">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 _Toc216767089 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000380039000000</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="#_Toc216767090">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 _Toc216767090 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390030000000</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="#_Toc216767091">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 _Toc216767091 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390031000000</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="#_Toc216767092">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 _Toc216767092 \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'>35</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390032000000</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="#_Toc216767093">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 _Toc216767093 \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'>35</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390033000000</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="#_Toc216767094">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 _Toc216767094 \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'>35</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390034000000</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="#_Toc216767095">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 _Toc216767095 \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'>35</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390035000000</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="#_Toc216767096">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 _Toc216767096 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390036000000</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="#_Toc216767097">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 _Toc216767097 \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'>37</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390037000000</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="#_Toc216767098">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 _Toc216767098 \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'>37</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390038000000</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="#_Toc216767099">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 _Toc216767099 \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'>37</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003000390039000000</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="#_Toc216767100">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 _Toc216767100 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300030000000</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="#_Toc216767101">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 _Toc216767101 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300031000000</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="#_Toc216767102">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 _Toc216767102 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300032000000</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="#_Toc216767103">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 _Toc216767103 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300033000000</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="#_Toc216767104">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 _Toc216767104 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300034000000</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="#_Toc216767105">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 _Toc216767105 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300035000000</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="#_Toc216767106">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 _Toc216767106 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300036000000</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="#_Toc216767107">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 _Toc216767107 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300037000000</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="#_Toc216767108">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 _Toc216767108 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300038000000</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="#_Toc216767109">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 _Toc216767109 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100300039000000</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="#_Toc216767110">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 _Toc216767110 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310030000000</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="#_Toc216767111">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 _Toc216767111 \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'>44</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310031000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><!--[if supportFields]><span
lang=ES style='mso-bidi-font-family:Arial;background:yellow;mso-highlight:yellow'><span
style='mso-element:field-begin'></span><span
style='mso-spacerun:yes'> </span>TOC \f c \h \z \t &quot;Título
9;1;Figuras;1&quot; \c &quot;Figura&quot; <span style='mso-element:field-separator'></span></span><![endif]--><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767112">Figura 1. <i>Pipeline de un sistema OCR moderno</i><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 _Toc216767112 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310032000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767113">Figura 2. <i>Ciclo de optimización con Ray Tune y Optuna</i><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 _Toc216767113 \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'>8</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310033000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767114">Figura 3. <i>Fases de la metodología experimental</i><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 _Toc216767114 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310034000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767115">Figura 4. <i>Estructura del dataset de evaluación</i><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 _Toc216767115 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310035000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767116">Figura 5. <i>Arquitectura de ejecución con subprocesos</i><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 _Toc216767116 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310036000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767117">Figura 6. <i>Impacto de textline_orientation en CER</i><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 _Toc216767117 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310037000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767118">Figura 7. <i>Comparación Baseline vs Optimizado (24
páginas)</i><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 _Toc216767118 \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'>27</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310038000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767119">Figura 8. <i>Estructura del repositorio del proyecto</i><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 _Toc216767119 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100310039000000</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='background:
yellow;mso-highlight:yellow'><span style='mso-element:field-end'></span></span><![endif]--><span
lang=ES><br clear=all style='page-break-before:always'>
Índice de tablas</span></p>
<p class=MsoTof style='tab-stops:right dotted 453.05pt'><!--[if supportFields]><b
style='mso-bidi-font-weight:normal'><span lang=ES><span style='mso-element:
field-begin'></span><span style='mso-spacerun:yes'> </span>TOC \h \z \t
&quot;Tablas;1&quot; \c &quot;Tabla&quot; <span style='mso-element:field-separator'></span></span></b><![endif]--><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767120">Tabla 1. <i>Hiperparámetros configurables de PaddleOCR.</i><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 _Toc216767120 \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'>6</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320030000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767121">Tabla 2. <i>Comparativa de soluciones OCR de código
abierto.</i><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 _Toc216767121 \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'>6</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320031000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767122">Tabla 3. <i>Tabla de datos.</i><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 _Toc216767122 \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'>9</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320032000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767123">Tabla 4. <i>Tabla de datos.</i><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 _Toc216767123 \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'>13</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320033000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767124">Tabla 5. <i>Tabla de datos.</i><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 _Toc216767124 \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'>13</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320034000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767125">Tabla 6. <i>Tabla de datos.</i><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 _Toc216767125 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320035000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767126">Tabla 7. <i>Tabla de datos.</i><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 _Toc216767126 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320036000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767127">Tabla 8. <i>Tabla 3. Características del dataset de
evaluación.</i><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 _Toc216767127 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320037000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767128">Tabla 9. <i>Tabla 5. Comparativa de arquitecturas OCR
evaluadas.</i><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 _Toc216767128 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320038000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767129">Tabla 10. <i>Tabla 6. Entorno de ejecución del
experimento.</i><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 _Toc216767129 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100320039000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767130">Tabla 11. <i>Tabla de datos.</i><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 _Toc216767130 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330030000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767131">Tabla 12. <i>Tabla 7. Estadísticas descriptivas de los 64
trials de Ray Tune.</i><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
_Toc216767131 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330031000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767132">Tabla 13. <i>Tabla de datos.</i><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 _Toc216767132 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330032000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767133">Tabla 14. <i>Tabla de datos.</i><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 _Toc216767133 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330033000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767134">Tabla 15. <i>Tabla 8. Impacto del parámetro
textline_orientation en las métricas de error.</i><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 _Toc216767134 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330034000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767135">Tabla 16. <i>Tabla 9. Comparación baseline vs
configuración optimizada (24 páginas).</i><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 _Toc216767135 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330035000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767136">Tabla 17. <i>Tabla 10. Análisis de la mejora obtenida.</i><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 _Toc216767136 \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'>27</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330036000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767137">Tabla 18. <i>Tabla de datos.</i><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 _Toc216767137 \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'>28</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330037000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767138">Tabla 19. <i>Tabla de datos.</i><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 _Toc216767138 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330038000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767139">Tabla 20. <i>Tabla de datos.</i><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 _Toc216767139 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100330039000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767140">Tabla 21. <i>Tabla de datos.</i><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 _Toc216767140 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340030000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767141">Tabla 22. <i>Tabla de datos.</i><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 _Toc216767141 \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'>31</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340031000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767142">Tabla 23. <i>Tabla de datos.</i><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 _Toc216767142 \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'>31</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340032000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767143">Tabla 24. <i>Tabla de datos.</i><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 _Toc216767143 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340033000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767144">Tabla 25. <i>Tabla de datos.</i><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 _Toc216767144 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340034000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767145">Tabla 26. <i>Tabla de datos.</i><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 _Toc216767145 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340035000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767146">Tabla 27. <i>Tabla de datos.</i><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 _Toc216767146 \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'>35</span><span style='color:windowtext;display:none;
mso-hide:screen;text-decoration:none;text-underline:none'><!--[if gte mso 9]><xml>
<w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340036000000</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=MsoTof style='tab-stops:right dotted 453.05pt'><span
class=MsoHyperlink><span lang=ES style='mso-no-proof:yes'><a
href="#_Toc216767147">Tabla 28. <i>Tabla de datos.</i><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 _Toc216767147 \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>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F0054006F0063003200310036003700360037003100340037000000</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]><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=ES style='mso-bidi-font-family:
"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
<p class=Ttulondices><b style='mso-bidi-font-weight:normal'><span lang=ES
style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p>
</div>
<span lang=ES 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:ES;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="_Toc216767037"><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"'>&nbsp;&nbsp;
</span></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="_Toc216767038"><![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="_Toc216767039"><![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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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="_Toc216767040"><![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'><?endif?><a name="_Toc147741195"></a><a
name="_Toc216767041"><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"'>&nbsp;&nbsp;
</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="_Toc216767042"><![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="_Toc216767043"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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="_Toc216767044"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767112"></a><a name="_Ref_Fig1"></a><span style='mso-bookmark:
_Toc216767112'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767112'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767112'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767112'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767112'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>1</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767112'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767112'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767112'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Pipeline de un sistema OCR moderno</i></span></span></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=636 height=114
id="_x0000_i1066" src="figures/figura_1.png"
alt="Pipeline de un sistema OCR moderno"></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>&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767045"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767046"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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="_Toc216767047"><![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="_Toc216767048"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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="_Toc216767120"></a><a
name="_Ref_Tab1"></a><span style='mso-bookmark:_Toc216767120'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767120'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767120'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767120'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767120'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>1</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767120'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767120'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767120'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Hiperparámetros configurables de PaddleOCR.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Parámetro</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Descripción</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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'>use_doc_unwarping</span></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border:none;border-bottom: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:none;border-bottom: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>&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767121"></a><a
name="_Ref_Tab2"></a><span style='mso-bookmark:_Toc216767121'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767121'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767121'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767121'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767121'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>2</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767121'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767121'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767121'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Comparativa de soluciones OCR de código abierto.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Modelo</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Tipo</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Componentes</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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="_Toc216767049"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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 &amp; 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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Random Search</span></b><span lang=ES>: Muestreo aleatorio del espacio
de búsqueda (Bergstra &amp; 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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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="_Toc216767113"></a><a name="_Ref_Fig2"></a><span style='mso-bookmark:
_Toc216767113'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767113'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767113'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767113'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767113'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>2</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767113'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767113'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767113'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Ciclo de optimización con Ray Tune y Optuna</i></span></span></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=658 height=130
id="_x0000_i1065" src="figures/figura_2.png"
alt="Ciclo de optimización con Ray Tune y Optuna"></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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767050"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767051"><![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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'><?endif?><a name="_Toc147741196"></a><a
name="_Toc216767052"><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"'>&nbsp;&nbsp;
</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="_Toc216767053"><![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="_Toc216767054"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767122"></a><a
name="_Ref_Tab3"></a><span style='mso-bookmark:_Toc216767122'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767122'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767122'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767122'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767122'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>3</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767122'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767122'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767122'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Tabla de datos.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Criterio</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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 &lt; 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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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="_Toc216767055"><![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="_Toc216767056"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767057"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767058"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767059"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767060"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767061"><![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="_Toc216767062"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767114"></a><a name="_Ref_Fig3"></a><span style='mso-bookmark:
_Toc216767114'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767114'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767114'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767114'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767114'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>3</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767114'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767114'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767114'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Fases de la metodología experimental</i></span></span></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=634 height=106
id="_x0000_i1064" src="figures/figura_3.png"
alt="Fases de la metodología experimental"></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>&nbsp;</o:p></span></span></span></p>
<p class=MsoNormal><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><b><span lang=ES>Descripción de las fases:</span></b></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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Fase 1 - Preparación del Dataset</span></b><span lang=ES>: Conversión
PDF a imágenes (300 DPI), extracción de ground truth con PyMuPDF</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Fase 2 - Benchmark Comparativo</span></b><span lang=ES>: Evaluación de
EasyOCR, PaddleOCR, DocTR con métricas 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 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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Fase 3 - Espacio de Búsqueda</span></b><span lang=ES>: Identificación
de hiperparámetros y configuración de Ray Tune + Optuna</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Fase 4 - Optimización</span></b><span lang=ES>: Ejecución de 64 trials
con paralelización (2 concurrentes)</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Fase 5 - Validación</span></b><span lang=ES>: Comparación baseline vs
optimizado, análisis de correlaciones</span></span></span></p>
<h3 style='mso-list:l4 level3 lfo2'><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><a name="_Toc216767063"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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'>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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'>page.get_text(&quot;dict&quot;)</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767115"></a><a name="_Ref_Fig4"></a><span style='mso-bookmark:
_Toc216767115'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767115'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767115'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767115'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767115'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>4</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767115'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767115'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767115'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Estructura del dataset de evaluación</i></span></span></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=613 height=547
id="_x0000_i1063" src="figures/figura_4.png"
alt="Estructura del dataset de evaluación"></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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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>&nbsp;</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="_Toc216767064"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767123"></a><a
name="_Ref_Tab4"></a><span style='mso-bookmark:_Toc216767123'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767123'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767123'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767123'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767123'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>4</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767123'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767123'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767123'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Tabla de datos.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Modelo</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Versión</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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'>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>&nbsp;</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="_Toc216767065"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767124"></a><a
name="_Ref_Tab5"></a><span style='mso-bookmark:_Toc216767124'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767124'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767124'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767124'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767124'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>5</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767124'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767124'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767124'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Tabla de datos.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Parámetro</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Tipo</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Rango/Valores</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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'>text_rec_score_thresh</span></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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>&nbsp;</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>&quot;use_doc_orientation_classify&quot;: tune.choice([True, False]),</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;use_doc_unwarping&quot;: tune.choice([True, False]),</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;textline_orientation&quot;: tune.choice([True, False]),</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;text_det_thresh&quot;: 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>&quot;text_det_box_thresh&quot;: 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>&quot;text_det_unclip_ratio&quot;: tune.choice([0.0]),</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;text_rec_score_thresh&quot;: 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>&nbsp;</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=&quot;CER&quot;,</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>        </span>mode=&quot;min&quot;,</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="_Toc216767066"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767116"></a><a name="_Ref_Fig5"></a><span style='mso-bookmark:
_Toc216767116'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767116'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767116'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767116'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767116'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>5</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767116'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767116'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767116'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Arquitectura de ejecución con subprocesos</i></span></span></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=630 height=226
id="_x0000_i1062" src="figures/figura_5.png"
alt="Arquitectura de ejecución con subprocesos"></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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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>&quot;CER&quot;: 0.0125,</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;WER&quot;: 0.1040,</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;TIME&quot;: 331.09,</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;PAGES&quot;: 5,</span></span></pre><pre><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-spacerun:yes'>    </span>&quot;TIME_PER_PAGE&quot;: 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="_Toc216767067"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767068"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767125"></a><a
name="_Ref_Tab6"></a><span style='mso-bookmark:_Toc216767125'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767125'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767125'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767125'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767125'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>6</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767125'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767125'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767125'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Tabla de datos.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Componente</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767126"></a><a
name="_Ref_Tab7"></a><span style='mso-bookmark:_Toc216767126'><span lang=ES
style='font-size:12.0pt;line-height:150%'>Tabla </span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767126'></span></span></span><span style='mso-element:
field-begin'></span><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767126'><span
lang=ES style='font-size:12.0pt;line-height:150%'><span
style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span lang=ES><span
style='mso-element:field-separator'></span></span></span></span></span><![endif]--><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767126'></span></span></span><span style='mso-bookmark:
_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:
_Toc216767126'><span lang=ES style='font-size:12.0pt;line-height:150%;
mso-no-proof:yes'>7</span></span></span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767126'></span></span></span><span style='mso-element:
field-end'></span><![endif]--><span style='mso-bookmark:_Toc14106979'><span
style='mso-bookmark:_Toc437515557'><span style='mso-bookmark:_Toc216767126'></span></span></span><span
style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'><span
style='mso-bookmark:_Toc216767126'><span lang=ES style='font-size:12.0pt;
line-height:150%'>. <i>Tabla de datos.</i></span></span></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>Componente</span></b></span></span></p>
</td>
<span style='mso-bookmark:_Toc14106979'><span style='mso-bookmark:_Toc437515557'></span></span>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;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>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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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="_Toc216767069"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'>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="_Toc216767070"><![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%'>&nbsp;&nbsp;&nbsp;</span><span lang=ES>Un objetivo general
SMART: alcanzar CER &lt; 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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'><?endif?><a
name="_Toc216767071"></a><a name="_Toc100036217"><span style='mso-bookmark:
_Toc216767071'><![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"'>&nbsp;&nbsp;
</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:_Toc216767071'><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:_Toc216767071'><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 &quot;Comparativa de soluciones&quot;
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="_Toc216767072"><![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="_Toc216767073"><![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"'>&nbsp;&nbsp;&nbsp;
</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'>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="_Toc216767074"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Dataset de Evaluación</span></h4>
<p class=MsoNormal><span lang=ES>Se utilizó el documento &quot;Instrucciones
para la redacción y elaboración del TFE&quot; 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'>instructions/</span><span
lang=ES>.</span></p>
<p class=MsoCaption><a name="_Toc216767127"></a><a name="_Ref_Tab8"></a><span
style='mso-bookmark:_Toc216767127'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767127'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767127'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767127'></span><span style='mso-bookmark:_Toc216767127'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>8</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767127'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767127'></span><span style='mso-bookmark:_Toc216767127'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 3. Características
del dataset de evaluación.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Característica</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Valor</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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'>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=&quot;PP-OCRv5_server_det&quot;,</pre><pre><span style='mso-spacerun:yes'>    </span>text_recognition_model_name=&quot;PP-OCRv5_server_rec&quot;,</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=&quot;db_resnet50&quot;, reco_arch=&quot;sar_resnet31&quot;, 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"'>&nbsp;&nbsp;&nbsp;
</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'>jiwer</span><span
lang=ES> para calcular CER y WER:</span></p>
<pre>from jiwer import wer, cer</pre><pre><o:p>&nbsp;</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="_Toc216767075"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Resultados de PaddleOCR
(Configuración Baseline)</span></h4>
<p class=MsoNormal><span lang=ES>Durante el benchmark inicial se evaluó
PaddleOCR con configuración por defecto en un subconjunto del dataset. Los
resultados preliminares mostraron variabilidad significativa entre páginas, con
CER entre 1.54% y 6.40% dependiendo de la complejidad del layout.</span></p>
<p class=MsoNormal><b><span lang=ES>Observaciones del benchmark inicial:</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>Las
páginas con tablas y layouts complejos presentaron mayor 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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>La página
8 (texto corrido) obtuvo el mejor resultado (CER ~1.5%)</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>El
promedio general se situó en CER ~5-6%</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"'>&nbsp;&nbsp;&nbsp;
</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'>ocr_benchmark_notebook.ipynb</span><span
lang=ES>, los tres modelos evaluados representan diferentes paradigmas de OCR:</span></p>
<p class=MsoCaption><a name="_Toc216767128"></a><a name="_Ref_Tab9"></a><span
style='mso-bookmark:_Toc216767128'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767128'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767128'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767128'></span><span style='mso-bookmark:_Toc216767128'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>9</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767128'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767128'></span><span style='mso-bookmark:_Toc216767128'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 5. Comparativa de
arquitecturas OCR evaluadas.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Modelo</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Tipo</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Componentes</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Fortalezas Clave</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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>&quot;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.&quot;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>titulacióon</span><span
lang=ES> en lugar de </span><span lang=ES style='font-size:10.0pt;line-height:
150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>Apa</span><span
lang=ES> en lugar de </span><span lang=ES style='font-size:10.0pt;line-height:
150%;font-family:Consolas'>APA</span><span lang=ES> (capitalización)</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767076"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'>text_det_thresh</span><span
lang=ES>, </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>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'>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'>use_textline_orientation</span><span lang=ES>, </span><span
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas'>use_doc_orientation_classify</span><span
lang=ES>, </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>Pipeline
modular que permite experimentación</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767077"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767078"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</span><span
lang=ES>La configuración del benchmark según </span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>ocr_benchmark_notebook.ipynb</span><span
lang=ES>: Código del benchmark</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>Documentación
oficial de PaddleOCR</span></p>
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216767079"><![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="_Toc216767080"><![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"'>&nbsp;&nbsp;&nbsp;
</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'>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'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
lang=ES>.</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767081"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767129"></a><a name="_Ref_Tab10"></a><span
style='mso-bookmark:_Toc216767129'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767129'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767129'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767129'></span><span style='mso-bookmark:_Toc216767129'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>10</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767129'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767129'></span><span style='mso-bookmark:_Toc216767129'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 6. Entorno de ejecución
del experimento.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Componente</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Versión/Especificación</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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'>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'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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'>img/</span><span lang=ES> y </span><span
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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'>ImageTextDataset</span><span
lang=ES> en </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>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"'>&nbsp;&nbsp;&nbsp;
</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>&quot;use_doc_orientation_classify&quot;: tune.choice([True, False]),</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;use_doc_unwarping&quot;: tune.choice([True, False]),</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;textline_orientation&quot;: tune.choice([True, False]),</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_det_thresh&quot;: tune.uniform(0.0, 0.7),</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_det_box_thresh&quot;: tune.uniform(0.0, 0.7),</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_det_unclip_ratio&quot;: tune.choice([0.0]),<span style='mso-spacerun:yes'>  </span># Fijado</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_rec_score_thresh&quot;: 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="_Toc216767130"></a><a name="_Ref_Tab11"></a><span
style='mso-bookmark:_Toc216767130'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767130'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767130'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767130'></span><span style='mso-bookmark:_Toc216767130'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>11</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767130'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767130'></span><span style='mso-bookmark:_Toc216767130'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Parámetro</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Descripción</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>use_doc_orientation_classify</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>use_doc_unwarping</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>textline_orientation</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>text_det_thresh</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>text_det_box_thresh</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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'>text_det_unclip_ratio</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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'>text_rec_score_thresh</span></p>
</td>
<td style='border:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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=&quot;CER&quot;,</pre><pre><span style='mso-spacerun:yes'>        </span>mode=&quot;min&quot;,</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span lang=ES>Trials
concurrentes</span></b><span lang=ES>: 2</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767082"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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'>raytune_paddle_subproc_results_20251207_192320.csv</span><span
lang=ES>):</span></p>
<p class=MsoCaption><a name="_Toc216767131"></a><a name="_Ref_Tab12"></a><span
style='mso-bookmark:_Toc216767131'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767131'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767131'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767131'></span><span style='mso-bookmark:_Toc216767131'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>12</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767131'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767131'></span><span style='mso-bookmark:_Toc216767131'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 7. Estadísticas
descriptivas de los 64 trials de Ray Tune.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Estadística</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>CER</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>WER</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Tiempo (s)</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Tiempo/Página (s)</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767132"></a><a name="_Ref_Tab13"></a><span
style='mso-bookmark:_Toc216767132'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767132'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767132'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767132'></span><span style='mso-bookmark:_Toc216767132'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>13</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767132'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767132'></span><span style='mso-bookmark:_Toc216767132'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Parámetro</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Correlación</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</o:p></span></p>
<p class=MsoNormal><b><span lang=ES>Correlación con WER:</span></b></p>
<p class=MsoCaption><a name="_Toc216767133"></a><a name="_Ref_Tab14"></a><span
style='mso-bookmark:_Toc216767133'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767133'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767133'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767133'></span><span style='mso-bookmark:_Toc216767133'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>14</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767133'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767133'></span><span style='mso-bookmark:_Toc216767133'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Parámetro</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Correlación</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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'>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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767134"></a><a name="_Ref_Tab15"></a><span
style='mso-bookmark:_Toc216767134'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767134'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767134'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767134'></span><span style='mso-bookmark:_Toc216767134'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>15</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767134'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767134'></span><span style='mso-bookmark:_Toc216767134'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 8. Impacto del
parámetro textline_orientation en las métricas de error.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>textline_orientation</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>CER Medio</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>WER Medio</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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'>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="_Toc216767117"></a><a name="_Ref_Fig6"></a><span style='mso-bookmark:
_Toc216767117'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767117'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767117'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767117'></span><span style='mso-bookmark:_Toc216767117'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>6</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767117'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767117'></span><span style='mso-bookmark:_Toc216767117'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Impacto de
textline_orientation en CER</i></span></span></p>
<p class=MsoNormal align=center style='text-align:center'><span lang=ES><span
style='mso-no-proof:yes'><img width=592 height=423 id="_x0000_i1061"
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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Análisis de Fallos</span></h4>
<p class=MsoNormal><span lang=ES>Los trials con CER muy alto (&gt;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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>text_det_thresh</span><span
lang=ES> &lt; 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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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;
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;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="_Toc216767083"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767135"></a><a name="_Ref_Tab16"></a><span
style='mso-bookmark:_Toc216767135'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767135'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767135'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767135'></span><span style='mso-bookmark:_Toc216767135'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>16</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767135'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767135'></span><span style='mso-bookmark:_Toc216767135'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 9. Comparación
baseline vs configuración optimizada (24 páginas).</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Modelo</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>CER</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>WER</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Métricas de Mejora</span></h4>
<p class=MsoCaption><a name="_Toc216767136"></a><a name="_Ref_Tab17"></a><span
style='mso-bookmark:_Toc216767136'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767136'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767136'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767136'></span><span style='mso-bookmark:_Toc216767136'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>17</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767136'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767136'></span><span style='mso-bookmark:_Toc216767136'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla 10. Análisis de la
mejora obtenida.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Métrica</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Baseline</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Optimizado</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Mejora Absoluta</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Reducción Error</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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>&quot;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%.&quot;</span></i></p>
<p class=MsoCaption align=center style='text-align:center'><a
name="_Toc216767118"></a><a name="_Ref_Fig7"></a><span style='mso-bookmark:
_Toc216767118'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767118'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767118'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767118'></span><span style='mso-bookmark:_Toc216767118'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>7</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767118'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767118'></span><span style='mso-bookmark:_Toc216767118'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Comparación Baseline vs
Optimizado (24 páginas)</i></span></span></p>
<p class=MsoNormal align=center style='text-align:center'><span lang=ES><span
style='mso-no-proof:yes'><img width=594 height=424 id="_x0000_i1060"
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>&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>Diferencia:
~629 caracteres menos con errores</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767084"><![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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Tiempo de Ejecución</span></a></h3>
<p class=MsoCaption><a name="_Toc216767137"></a><a name="_Ref_Tab18"></a><span
style='mso-bookmark:_Toc216767137'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767137'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767137'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767137'></span><span style='mso-bookmark:_Toc216767137'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>18</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767137'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767137'></span><span style='mso-bookmark:_Toc216767137'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Métrica</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Valor</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</o:p></span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767085"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'>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'>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'>text_det_thresh</span><span
lang=ES> (&lt;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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>src/paddle_ocr_tuning.py</span><span
lang=ES>: Script de evaluación</span></p>
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216767086"><![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="_Toc216767087"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767088"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Resultados del Benchmark
Comparativo</span></h4>
<p class=MsoNormal><span lang=ES>En el benchmark inicial, PaddleOCR con
configuración por defecto mostró variabilidad en el rendimiento según la
complejidad de cada página, con CER promedio en torno al 5-6% y variaciones
significativas entre páginas con layouts simples (~1.5%) y complejos (~6.4%).</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"'>&nbsp;&nbsp;&nbsp;
</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'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
lang=ES> (64 trials):</span></p>
<p class=MsoCaption><a name="_Toc216767138"></a><a name="_Ref_Tab19"></a><span
style='mso-bookmark:_Toc216767138'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767138'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767138'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767138'></span><span style='mso-bookmark:_Toc216767138'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>19</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767138'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767138'></span><span style='mso-bookmark:_Toc216767138'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Métrica</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Valor</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span><span
lang=ES>:</span></p>
<p class=MsoCaption><a name="_Toc216767139"></a><a name="_Ref_Tab20"></a><span
style='mso-bookmark:_Toc216767139'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767139'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767139'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767139'></span><span style='mso-bookmark:_Toc216767139'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>20</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767139'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767139'></span><span style='mso-bookmark:_Toc216767139'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Modelo</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>CER</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Precisión Caracteres</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>WER</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Precisión Palabras</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</o:p></span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767089"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Mejora Obtenida</span></h4>
<p class=MsoCaption><a name="_Toc216767140"></a><a name="_Ref_Tab21"></a><span
style='mso-bookmark:_Toc216767140'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767140'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767140'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767140'></span><span style='mso-bookmark:_Toc216767140'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>21</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767140'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767140'></span><span style='mso-bookmark:_Toc216767140'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Forma de Medición</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Valor</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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'>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="_Toc216767141"></a><a name="_Ref_Tab22"></a><span
style='mso-bookmark:_Toc216767141'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767141'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767141'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767141'></span><span style='mso-bookmark:_Toc216767141'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>22</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767141'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767141'></span><span style='mso-bookmark:_Toc216767141'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Valor</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>CER Medio</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Impacto</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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'>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="_Toc216767142"></a><a name="_Ref_Tab23"></a><span
style='mso-bookmark:_Toc216767142'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767142'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767142'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767142'></span><span style='mso-bookmark:_Toc216767142'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>23</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767142'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767142'></span><span style='mso-bookmark:_Toc216767142'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Rango</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Comportamiento</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><span lang=ES>&lt; 0.1</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</o:p></span></p>
<p class=MsoNormal><b><span lang=ES>Parámetros con menor impacto</span></b></p>
<p class=MsoCaption><a name="_Toc216767143"></a><a name="_Ref_Tab24"></a><span
style='mso-bookmark:_Toc216767143'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767143'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767143'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767143'></span><span style='mso-bookmark:_Toc216767143'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>24</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767143'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767143'></span><span style='mso-bookmark:_Toc216767143'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Parámetro</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Correlación con CER</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Valor óptimo</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><span lang=ES>-</span></p>
</td>
<td style='border:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Configuración Óptima Final</span></h4>
<pre>config_optimizada = {</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;textline_orientation&quot;: True,<span style='mso-spacerun:yes'>           </span># CRÍTICO</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;use_doc_orientation_classify&quot;: False,</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;use_doc_unwarping&quot;: False,</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_det_thresh&quot;: 0.4690,<span style='mso-spacerun:yes'>              </span># Correlación -0.52</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_det_box_thresh&quot;: 0.5412,</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_det_unclip_ratio&quot;: 0.0,</pre><pre><span style='mso-spacerun:yes'>    </span>&quot;text_rec_score_thresh&quot;: 0.6350,</pre><pre>}</pre>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767090"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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'>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%'>&nbsp;&nbsp;&nbsp;</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'>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%'>&nbsp;&nbsp;&nbsp;</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'>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'>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"'>&nbsp;&nbsp;&nbsp;
</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'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'>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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Comparación con Objetivos</span></h4>
<p class=MsoCaption><a name="_Toc216767144"></a><a name="_Ref_Tab25"></a><span
style='mso-bookmark:_Toc216767144'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767144'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767144'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767144'></span><span style='mso-bookmark:_Toc216767144'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>25</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767144'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767144'></span><span style='mso-bookmark:_Toc216767144'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Objetivo</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Meta</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Resultado</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Cumplimiento</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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;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;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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 .5pt;
mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt;
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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><span lang=ES>CER &lt; 2%</span></p>
</td>
<td style='border:none;border-bottom: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:none;border-bottom: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>&nbsp;</o:p></span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767091"><![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"'>&nbsp;&nbsp;&nbsp;
</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"'>&nbsp;&nbsp;&nbsp;
</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'>&nbsp;&nbsp;&nbsp;</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;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'>&nbsp;&nbsp;&nbsp;</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;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'>&nbsp;&nbsp;&nbsp;</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;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;mso-ansi-language:
EN-US'>text_rec_score_thresh</span><span lang=EN-US style='mso-ansi-language:
EN-US'> &gt;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%'>&nbsp;&nbsp;&nbsp;</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'>use_doc_orientation_classify</span><span
lang=ES> o </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767145"></a><a name="_Ref_Tab26"></a><span
style='mso-bookmark:_Toc216767145'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767145'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767145'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767145'></span><span style='mso-bookmark:_Toc216767145'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>26</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767145'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767145'></span><span style='mso-bookmark:_Toc216767145'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Configuración</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Errores estimados</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>Se busca
mejorar rendimiento sin reentrenar</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767092"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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 &lt; 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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>src/raytune_paddle_subproc_results_20251207_192320.csv</span><span
lang=ES>: Resultados de 64 trials de optimización</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span><span
lang=ES>: Notebook principal del experimento<o:p></o:p></span></p>
<h1 style='mso-list:l4 level1 lfo2'><a name="_Toc216767093"><?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"'>&nbsp;&nbsp;
</span></span></span><![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="_Toc216767094"><![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="_Toc216767095"><![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"'>&nbsp;&nbsp;&nbsp;
</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="_Toc216767146"></a><a name="_Ref_Tab27"></a><span
style='mso-bookmark:_Toc216767146'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767146'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767146'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767146'></span><span style='mso-bookmark:_Toc216767146'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>27</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767146'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767146'></span><span style='mso-bookmark:_Toc216767146'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Métrica</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Objetivo</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Resultado</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1;mso-yfti-lastrow:yes'>
<td style='border:none;border-bottom: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:none;border-bottom:solid windowtext 1.0pt;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><span lang=ES>&lt; 2%</span></p>
</td>
<td style='border:none;border-bottom: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>&nbsp;</o:p></span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767096"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>La clase </span><span
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>El
parámetro </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>El umbral </span><span
lang=ES style='font-size:10.0pt;line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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'>use_doc_orientation_classify</span><span
lang=ES>, </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><span lang=ES>La
precisión de caracteres alcanzó el 98.51%</span></p>
<h3 style='mso-list:l4 level3 lfo2'><a name="_Toc216767097"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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'>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%'>&nbsp;&nbsp;&nbsp;</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'>text_det_thresh</span><span
lang=ES> &lt; 0.1 causan fallos catastróficos (CER &gt;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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767098"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767099"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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'>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="_Toc216767100"><![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="_Toc216767101"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</span><b><span
lang=ES>Exploración de </span></b><b><span lang=ES style='font-size:10.0pt;
line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767102"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767103"><![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"'>&nbsp;&nbsp;&nbsp;
</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</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="_Toc216767104"><![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"'>&nbsp;&nbsp;&nbsp;
</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>
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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., &amp; 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., &amp;
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., &amp; 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., &amp;
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., &amp; 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., &amp; 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., &amp; 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="_Toc216767106"><?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"'>&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=ES>Código fuente y datos analizados</span></a></p>
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216767107"><![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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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="_Toc216767108"><![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>
<p class=MsoCaption align=center style='text-align:center'><a
name="_Toc216767119"></a><a name="_Ref_Fig8"></a><span style='mso-bookmark:
_Toc216767119'><span lang=ES style='font-size:12.0pt;line-height:150%'>Figura </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767119'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767119'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Figura \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767119'></span><span style='mso-bookmark:_Toc216767119'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>8</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767119'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767119'></span><span style='mso-bookmark:_Toc216767119'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Estructura del
repositorio del proyecto</i></span></span></p>
<p class=MsoNormal align=center style='text-align:center'><span lang=ES><span
style='mso-no-proof:yes'><img width=645 height=414 id="_x0000_i1059"
src="figures/figura_8.png" alt="Estructura del repositorio del proyecto"></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>&nbsp;</o:p></span></p>
<p class=MsoNormal><b><span lang=ES>Descripción de componentes:</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span lang=ES>docs/</span></b><span
lang=ES>: Capítulos de la tesis en Markdown (estructura UNIR)</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span lang=ES>src/</span></b><span
lang=ES>: Código fuente de experimentación</span></p>
<p class=MsoNormal><span lang=ES>- </span><span lang=ES style='font-size:10.0pt;
line-height:150%;font-family:Consolas'>paddle_ocr_fine_tune_unir_raytune.ipynb</span><span
lang=ES>: Notebook principal con 64 trials Ray Tune - </span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>paddle_ocr_tuning.py</span><span
lang=ES>: Script CLI para evaluación OCR - </span><span lang=ES
style='font-size:10.0pt;line-height:150%;font-family:Consolas'>raytune_paddle_subproc_results_20251207_192320.csv</span><span
lang=ES>: Resultados de optimización</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span lang=ES>instructions/</span></b><span
lang=ES>: Plantilla e instrucciones UNIR</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%'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span><b><span lang=ES>Scripts
de generación</span></b><span lang=ES>: </span><span lang=ES style='font-size:
10.0pt;line-height:150%;font-family:Consolas'>generate_mermaid_figures.py</span><span
lang=ES> y </span><span lang=ES style='font-size:10.0pt;line-height:150%;
font-family:Consolas'>apply_content.py</span><span lang=ES> para generar el
documento TFM</span></p>
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216767109"><![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="_Toc216767147"></a><a name="_Ref_Tab28"></a><span
style='mso-bookmark:_Toc216767147'><span lang=ES style='font-size:12.0pt;
line-height:150%'>Tabla </span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767147'></span><span style='mso-element:field-begin'></span><span
style='mso-bookmark:_Toc216767147'><span lang=ES style='font-size:12.0pt;
line-height:150%'><span style='mso-spacerun:yes'> </span>SEQ Tabla \* ARABIC </span><span
lang=ES><span style='mso-element:field-separator'></span></span></span><![endif]--><span
style='mso-bookmark:_Toc216767147'></span><span style='mso-bookmark:_Toc216767147'><span
lang=ES style='font-size:12.0pt;line-height:150%;mso-no-proof:yes'>28</span></span><!--[if supportFields]><span
style='mso-bookmark:_Toc216767147'></span><span style='mso-element:field-end'></span><![endif]--><span
style='mso-bookmark:_Toc216767147'></span><span style='mso-bookmark:_Toc216767147'><span
lang=ES style='font-size:12.0pt;line-height:150%'>. <i>Tabla de datos.</i></span></span></p>
<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0
style='border-collapse:collapse;border:none;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-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Componente</span></b></p>
</td>
<td style='border-top:solid windowtext 1.0pt;border-left:none;border-bottom:
solid windowtext 1.0pt;border-right:none;padding:3.75pt 3.75pt 3.75pt 3.75pt'>
<p class=MsoNormal style='margin:0cm'><b><span lang=ES>Versión</span></b></p>
</td>
</tr>
<tr style='mso-yfti-irow:1'>
<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 .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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-top:none;border-left:none;border-bottom:solid windowtext 1.0pt;
border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt;
mso-border-top-alt:solid windowtext .5pt;mso-border-bottom-alt:solid windowtext .5pt;
mso-border-right-alt:solid windowtext .5pt;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:none;border-bottom:solid windowtext 1.0pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-top-alt:
solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt;mso-border-bottom-alt:
solid windowtext .5pt;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:none;border-bottom: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:none;border-bottom: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>&nbsp;</o:p></span></p>
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216767110"><![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%'>&nbsp;&nbsp;&nbsp;</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%'>&nbsp;&nbsp;&nbsp;</span><span
lang=ES>Instalar dependencias: </span><span lang=ES style='font-size:10.0pt;
line-height:150%;font-family:Consolas'>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%'>&nbsp;&nbsp;&nbsp;</span><span
lang=ES>Ejecutar el notebook </span><span lang=ES style='font-size:10.0pt;
line-height:150%;font-family:Consolas'>src/paddle_ocr_fine_tune_unir_raytune.ipynb</span></p>
<h2 style='mso-list:l4 level2 lfo2'><a name="_Toc216767111"><![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>
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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:
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<hr size=1 width="33%" align=left>
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