{"id":54108,"date":"2022-07-25T12:10:23","date_gmt":"2022-07-25T10:10:23","guid":{"rendered":"https:\/\/www.cib.de\/?p=54108"},"modified":"2023-10-05T13:12:27","modified_gmt":"2023-10-05T11:12:27","slug":"superresolucion-inteligencia-artificial","status":"publish","type":"post","link":"https:\/\/www.cib.de\/es\/mit-superresolution-ki-lesbarkeit\/","title":{"rendered":"Leyendo lo ilegible con superresoluci\u00f3n e Inteligencia Artificial"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"54108\" class=\"elementor elementor-54108\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6bbc8d2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6bbc8d2\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ae730d1\" data-id=\"ae730d1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-63961bc elementor-widget elementor-widget-text-editor\" data-id=\"63961bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tHoy en d\u00eda se digitalizan cada vez m\u00e1s documentos que posteriormente se comparten y  archivan. Y no es inusual que esto se haga por medio de una fotograf\u00eda o escaneo. Sin embargo, una mala exposici\u00f3n, la falta de nitidez o una resoluci\u00f3n insuficiente pueden perjudicar la legibilidad del documento, que no ofrece la calidad del original. Este problema puede resolverse, afortunadamente, con ayuda de inteligencia artificial. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8df5a39 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8df5a39\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f25cde\" data-id=\"1f25cde\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-959263f elementor-widget elementor-widget-heading\" data-id=\"959263f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">La digitalizaci\u00f3n de documentos no debe afectar a su legilibilidad <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d67bbc3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d67bbc3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6eedab9\" data-id=\"6eedab9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-367a3bd elementor-widget elementor-widget-text-editor\" data-id=\"367a3bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tUna parte fundamental de la transformaci\u00f3n digital es la conversi\u00f3n de documentos en papel a formatos digitales como el PDF. Una vez digitalizado, el documento pueden archivarse, recuperarse, enviarse, recibirse y utilizarse en los procesos de trabajo diarios. Sin embargo, en algunos casos, el proceso de digitalizaci\u00f3n presenta dificultades. Por ejemplo, algunos documentos han sido excesivamente comprimidos para ahorrar espacio y coste de almacenaje. A menudo, esto se hace a expensas de la resoluci\u00f3n del escaneo o foto. Cuando el documento se recupera del archivo, podemos encontramos con que el PDF es solo parcialmente legible.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-efbbcd0 elementor-widget elementor-widget-text-editor\" data-id=\"efbbcd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tLa situaci\u00f3n no mejora si echamos manos de documentos digitalizados hace a\u00f1os o incluso d\u00e9cadas, cuando las posibilidades t\u00e9cnicas de escaneo eran m\u00e1s limitadas. Por ello, muchos documentos en baja resoluci\u00f3n acababan en los archivos de todos los sectores. Por no hablar de los telefaxes que, por ejemplo, se almacenaban por lo general con una resoluci\u00f3n de 98 dpi.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f92993 elementor-widget elementor-widget-text-editor\" data-id=\"1f92993\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tPero tambien hoy: los documentos capturados con la c\u00e1mara de m\u00f3viles y tabletas pueden ser problem\u00e1ticos. Suele ocurrir que los resultados son borrosos, tengan una perspectiva distorsionada o est\u00e9n mal expuestos. As\u00ed, al ojo humano le resulta complicado leer el contenido con facilidad.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7942720 elementor-widget elementor-widget-text-editor\" data-id=\"7942720\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Para dar respuesta a este problema acude a nuestra a yuda la Superresoluci\u00f3n con IA \u2013 un m\u00e9todo de procesamiento de im\u00e1genes que explicamos a continuaci\u00f3n.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8196410 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8196410\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0010b9f\" data-id=\"0010b9f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-84f2ef1 elementor-widget elementor-widget-heading\" data-id=\"84f2ef1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">La IA a\u00f1ade autom\u00e1ticamente informaci\u00f3n perdida <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb41462 elementor-widget elementor-widget-text-editor\" data-id=\"eb41462\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La superresoluci\u00f3n es un proceso que analiza y optimiza autom\u00e1ticamente la calidad de las im\u00e1genes en documentos escaneados. El objetivo es conseguir una mayor resoluci\u00f3n, esto es, un mayor tama\u00f1o y m\u00e1s nitidez de la imagen. En t\u00e9rminos sencillos, la tarea b\u00e1sica del proceso de superresoluci\u00f3n es rellenar los p\u00edxeles que faltan a los p\u00edxeles existentes. Para ello existen varios m\u00e9todos que no se basan en Inteligencia artificial:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-239261b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"239261b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c5ac5ac\" data-id=\"c5ac5ac\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-15857c0 elementor-widget elementor-widget-text-editor\" data-id=\"15857c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>M\u00e9todo del \u201cvecino m\u00e1s cercano\u201d: copia el p\u00edxel original m\u00e1s cercano al borroso.<\/li><li>Interpolaci\u00f3n bilineal: calcula la posici\u00f3n de los nuevos p\u00edxeles bas\u00e1ndose en los p\u00edxeles vecinos<\/li><li>Interpolaci\u00f3n bic\u00fabica: determina el valor bas\u00e1ndose en una funci\u00f3n no lineal<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7240b15 elementor-widget elementor-widget-text-editor\" data-id=\"7240b15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Sin embargo, todos estos m\u00e9todos tienen una limitaci\u00f3n fundamental: siguen reglas comparativamente simples y son incapaces de a\u00f1adir nueva informaci\u00f3n a una imagen. Aqui, el cerebro humano lleva claramente la delantera. Seg\u00fan el contexto, \u201cimaginar\u201d l\u00edneas n\u00edtidas o bucles cerrados de letras, por ejemplo. La buen anoticia es que la inteligencia artificial tambi\u00e9n es capaz de adquirir esta capacidad, siempre que se le entrene para ello.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1be73c3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1be73c3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-caa2614\" data-id=\"caa2614\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-16969e7 elementor-widget elementor-widget-heading\" data-id=\"16969e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u00bfC\u00f3mo funciona la superresoluci\u00f3n basada en IA? <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b59a226 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b59a226\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-96e40f0\" data-id=\"96e40f0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aa0e3ec elementor-widget elementor-widget-text-editor\" data-id=\"aa0e3ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La superresoluci\u00f3n, o m\u00e1s exactamente la superresoluci\u00f3n de im\u00e1genes, se basa en un modelo de aprendizaje autom\u00e1tico que transforma de forma aut\u00f3noma las im\u00e1genes de baja resoluci\u00f3n en im\u00e1genes de alta resoluci\u00f3n. Estos modelos pueden entrenarse reduciendo gradualmente la calidad de una imagen, inicialmente en alta resoluci\u00f3n, hasta que s\u00f3lo corresponda a la de un escaneo muy pobre. El algoritmo aprende entonces a invertir este proceso, es decir, a mejorar la calidad paso a paso. En el caso de los textos, este proceso de entrenamiento debe realizarse, por supuesto, teniendo en cuenta todos los tipos de letra habituales. Y se vuelve mucho m\u00e1s complicado (aunque no irreal) cuando se trata de procesar la escritura a mano.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1275fc6\" data-id=\"1275fc6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f5c0f9 elementor-widget elementor-widget-image\" data-id=\"5f5c0f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"660\" height=\"605\" src=\"https:\/\/www.cib.de\/wp-content\/uploads\/2022\/01\/CIB-KI-image-Website.svg\" class=\"attachment-large size-large wp-image-21280\" alt=\"CIB IA\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8a161e2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8a161e2\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2623b5e\" data-id=\"2623b5e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-043e6b8 elementor-widget elementor-widget-heading\" data-id=\"043e6b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Superresoluci\u00f3n: una ayuda imprescindible en la digitalizaci\u00f3n de documentos <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3fd89f elementor-widget elementor-widget-text-editor\" data-id=\"a3fd89f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"translation-block\">Tanto si se trata de un documento antiguo recuperado del archivo, un escaneado con un tipo de letra demasiado peque\u00f1o o una foto borrosa del m\u00f3vil, la superresoluci\u00f3n (y nuestro producto <a href=\"\/es\/ia\/\" target=\"_self\"><b>CIB superResolution<\/b><\/a>) puede mejorar significativamente la legibilidad de los documentos en muchos escenarios complicados y asegura, por tanto, la calidad y la legibilidad de informaci\u00f3n digitalizada. En nuestro <a href=\"https:\/\/www.doxiview.com\/showcase\" target=\"_blank\" rel=\"noopener\">CIB doXiview Showcase<\/a>  puede comprobar la funcionalidad con un documento ejemplar: <a href=\"https:\/\/doxiview.com\/showcase\/?locale=de#es&amp;feature=imageManipulation\" target=\"_blank\" rel=\"noopener\">Haga clic aqu\u00ed<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b81185c elementor-widget elementor-widget-text-editor\" data-id=\"b81185c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>CIB investiga y desarrolla en el \u00e1mbito de varios proyectos para mejorar autom\u00e1ticamente la calidad de los documentos en base a m\u00faltiples enfoques. \u201c<i>Aprendizaje profundo de documentos con superresoluci\u00f3n<\/i>\u201d ayuda a organizaciones y empresas a que los escaneos sub\u00f3ptimos sean m\u00e1s legibles, ampli\u00e1ndolos y agudiz\u00e1ndolos de forma inteligente. En CIB tambi\u00e9n estamos evaluando enfoques como el auto-recorte y la auto-rotaci\u00f3n (recortar, rotar y desestructurar autom\u00e1ticamente las p\u00e1ginas de los documentos), as\u00ed como la detecci\u00f3n de fraudes (detectar contenidos falsificados o manipulados). El objetivo es incorporar gradualmente los resultados de la investigaci\u00f3n a nuestras soluciones para que en el futuro se pueda obtener una calidad \u00f3ptima de los documentos incluso en casos extremadamente dif\u00edciles \u2013 aquellos en los que los datos estar\u00edan perdidos de forma irrevocable. <a href=\"\/es\/ia\/\"><b>CIB superResolution<\/b><\/a>\u00a0forma parte de las piezas imprescindibles a la hora de acometer procesos de digitalizaci\u00f3n a gran escala de forma eficiente y automatizada.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Immer mehr Dokumente werden heute digitalisiert, um sie zu archivieren oder zu teilen. In der Regel geschieht dies durch Scannen oder Abfotografieren. Schlechte Belichtung, Verwackeln oder eine zu geringe Aufl\u00f6sung k\u00f6nnen jedoch dazu f\u00fchren, dass die Lesbarkeit beeintr\u00e4chtigt wird. Das digitale Dokument besitzt dann nicht mehr die Qualit\u00e4t des Originals. Mithilfe eines KI-basierten Verfahrens l\u00e4sst &#8230; <a title=\"Leyendo lo ilegible con superresoluci\u00f3n e Inteligencia Artificial\" class=\"read-more\" href=\"https:\/\/www.cib.de\/es\/mit-superresolution-ki-lesbarkeit\/\" aria-label=\"Leer m\u00e1s sobre Mit Superresolution und KI die Lesbarkeit von Dokumenten verbessern\">Leer m\u00e1s<\/a><\/p>","protected":false},"author":237,"featured_media":54335,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[922],"tags":[1070,1826,1950,2206],"class_list":["post-54108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ki-innovation","tag-fe","tag-ki","tag-superresolution","tag-only-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Super Resolution und KI: Lesbarkeit von Dokumenten verbessern<\/title>\n<meta name=\"description\" content=\"Dokumente werden heute fotografiert, um sie zu archivieren. 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