{"id":54108,"date":"2022-07-25T12:10:23","date_gmt":"2022-07-25T10:10:23","guid":{"rendered":"https:\/\/cibtestawsls.cib.de\/?p=54108"},"modified":"2023-10-05T13:12:27","modified_gmt":"2023-10-05T11:12:27","slug":"ai-super-resolution-readability-documents","status":"publish","type":"post","link":"https:\/\/cibtestawsls.cib.de\/en\/ai-super-resolution-readability-documents\/","title":{"rendered":"Improving document readability with super resolution and AI"},"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\">\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\">\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-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMore and more documents are being digitized nowadays in order to archive them or pass them on. Usually, this is done by scanning or photographing. However, poor exposure, blurriness or insufficient resolution can cause readability to be impaired. The digital document then no longer has the quality of the original. This problem can be solved with the help of an AI-based process. What\u2019s behind it? \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\">\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\">\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-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\">Document digitization should not affect reading comfort <\/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\">\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\">\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-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tA central part of the digital transformation is the conversion of paper documents into digital formats such as PDF. This is because only digitally available information can be easily archived, retrieved, sent, received and used smoothly in business processes. In some cases, however, the digitization process also presents difficulties. For example, some documents are heavily compressed to save storage space in the archive. In some cases, this is at the expense of resolution (font size). When the document is then retrieved from the archive, the user can only read it with effort.\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-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe situation is similar with digital documents that were created several years or even decades ago. At that time, the technical possibilities for scanning were still very limited. As a result, many low-resolution documents ended up in private-sector, government and public archives. Even faxes, for example, were only stored with a resolution of 98 dpi at that time.\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-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tFurthermore, documents captured with the camera of a smartphone or tablet can be problematic. In this case, it often happens that the results are blurred, distorted in perspective or poorly exposed. It is then very effortful for the recipient to read the contents.\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-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>The list of examples could go on and on. However, it is already clear that digitized documents do not always offer optimum reading comfort. Fortunately, \u201cSuper Resolution\u201d is an image processing method that solves this problem.<\/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\">\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\">\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-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\">Missing image components are added automatically <\/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-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>Super Resolution is a process that automatically analyzes and optimizes the quality of images (such as scanned documents). The goal here is to achieve a higher resolution (size and image sharpness). In simple terms, the basic task of this upscaling process is to insert missing pixels between existing pixels. Several methods exist for this purpose:<\/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\">\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\">\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-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>Nearest-neighbor method: copy nearest original pixel.<\/li><li>Bilinear interpolation: calculate position of new pixels based on neighboring pixels<\/li><li>Bicubic interpolation: determine value based on a non-linear function<\/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-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>Unfortunately, all these methods have a fundamental weakness: they follow comparatively simple rules and are unable to add new information to an image. A human, however, is clearly ahead of them. Based on the surrounding context, he or she can \u201cthink up\u201d sharp lines or closed loops of letters, for example. Artificial intelligence is also capable of acquiring this ability \u2013 subject to targeted training.\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\">\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\">\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-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\">How does AI-based Super Resolution work? <\/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\">\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\">\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-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>Super Resolution, or more precisely Image Super Resolution, is based on a machine learning model that independently transforms low-resolution images into high-resolution images. Such models can be trained by gradually reducing the quality of an initially high-resolution image until it only corresponds to that of a very poor scan, for example. The algorithm then learns to reverse this process \u2013 in other words, to improve the quality step by step. In the case of texts, this training process must of course be performed with all common fonts. It becomes much more complicated (but also not unrealistic) if handwriting is to be processed as well.\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\">\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-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:\/\/cibtestawsls.cib.de\/wp-content\/uploads\/2022\/01\/CIB-KI-image-Website.svg\" class=\"attachment-large size-large wp-image-21280\" alt=\"CIB AI\" \/>\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\">\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\">\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-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\">Superresolution: An important component of reliable document digitization <\/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-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\">Whether it\u2019s an old document from the archive, a scan with too small a font, or a blurry cell phone photo, <a href=\"\/en\/ai\/\" target=\"_self\"><b>CIB superResolution<\/b><\/a> can significantly improve the readability of documents in many complicated scenarios. For the transformation process, the method thus has an important meaning: It ensures the quality and problem-free consumability of the digitized information.\n\nCheck the performance in our <a href=\"https:\/\/doxiview.com\/showcase\/?locale=de#en&amp;feature=imageManipulation\" target=\"_blank\" rel=\"noopener\">CIB doXiview Showcase<\/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-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 is conducting research within the scope of several projects to automatically improve document quality using various approaches. \u201c<i>Document Deep Learning Super Resolution<\/i>\u201d is an important component here. This is because the method helps organizations and companies to make suboptimal scans more readable for humans by intelligently enlarging and sharpening them. But the CIB team is also evaluating approaches such as auto-cropping and auto-rotation (automatically cropping, rotating and de-skewing document pages) as well as fraud detection (detecting forged or manipulated content). The goal is to gradually incorporate the research results into CIB products so that in the future optimal document quality can be realized even in extremely difficult cases. <a href=\"\/en\/ai\/\"><b>CIB superResolution<\/b><\/a>\u00a0helps big scala digitalization process being reliable and consistent.\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=\"Improving document readability with super resolution and AI\" class=\"read-more\" href=\"https:\/\/cibtestawsls.cib.de\/en\/ai-super-resolution-readability-documents\/\" aria-label=\"Read more about Mit Superresolution und KI die Lesbarkeit von Dokumenten verbessern\">Read more<\/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 v27.3 - 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. KI und CIB superResolution helfen dabei, unscharfe scans nachzubessern.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Super Resolution und KI: Lesbarkeit von Dokumenten verbessern\" \/>\n<meta property=\"og:description\" content=\"Dokumente werden heute fotografiert, um sie zu archivieren. 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