{"id":5040,"date":"2023-08-02T12:55:46","date_gmt":"2023-08-02T12:55:46","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5040"},"modified":"2023-10-02T10:18:28","modified_gmt":"2023-10-02T10:18:28","slug":"optik-karakter-tanima-ocr-2023-kilavuzu","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/optik-karakter-tanima-ocr-2023-kilavuzu\/","title":{"rendered":"Optik Karakter Tan\u0131ma (OCR) &#8211; 2023 K\u0131lavuzu"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5040\" class=\"elementor elementor-5040\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3717a53 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3717a53\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\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-0c84eb3\" data-id=\"0c84eb3\" 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-992f3f4 elementor-widget elementor-widget-shortcode\" data-id=\"992f3f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\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-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" 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-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" 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-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" 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\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" 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-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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>\n\t\t<\/div>\n\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-b322329 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b322329\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\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-074551a\" data-id=\"074551a\" 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-1538eb4 elementor-widget elementor-widget-heading\" data-id=\"1538eb4\" 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<h1 class=\"elementor-heading-title elementor-size-default\">Optik Karakter Tan\u0131ma (OCR) - 2023 K\u0131lavuzu<\/h1>\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-8dbd3af elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8dbd3af\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\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-top-column elementor-element elementor-element-c755395\" data-id=\"c755395\" 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-aab5e7c elementor-widget elementor-widget-text-editor\" data-id=\"aab5e7c\" 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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"\" data-block=\"true\" data-editor=\"93du5\" data-offset-key=\"c18hv-0-0\"><div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"c18hv-0-0\"><span data-offset-key=\"c18hv-0-0\">Optik Karakter Tan\u0131ma veya Optik Karakter Okuyucu (veya <strong>OCR<\/strong>), bas\u0131l\u0131 veya el yaz\u0131s\u0131 metni g\u00f6r\u00fcnt\u00fc i\u015fleme ile dijital bi\u00e7ime d\u00f6n\u00fc\u015ft\u00fcrme s\u00fcrecini tan\u0131mlar. Bu yaz\u0131da OCR&#8217;\u0131n detaylar\u0131na inece\u011fiz.<\/span><\/div><\/div><ul><li>OCR nedir ve nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/li><li>OCR i\u00e7in en iyi ara\u00e7lar, algoritmalar ve teknikler.<\/li><li>OCR kullanman\u0131n faydalar\u0131<\/li><li>Kullan\u0131m \u00f6rnekleri ve OCR uygulamalar\u0131<\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-0e532ac elementor-widget elementor-widget-image\" data-id=\"0e532ac\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"489\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-2023-Kilavuzu.webp\" class=\"attachment-large size-large wp-image-5050\" alt=\"Optik Karakter Tan\u0131ma (OCR) - 2023 K\u0131lavuzu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-2023-Kilavuzu.webp 1000w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-2023-Kilavuzu-300x174.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-2023-Kilavuzu-768x445.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-2023-Kilavuzu-18x10.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Optik Karakter Tan\u0131ma (OCR) - 2023 K\u0131lavuzu<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-860d644 elementor-widget elementor-widget-heading\" data-id=\"860d644\" 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<h2 class=\"elementor-heading-title elementor-size-default\">G\u00f6rsel Metin Tan\u0131ma\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d09e3cb elementor-widget elementor-widget-text-editor\" data-id=\"d09e3cb\" 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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p dir=\"ltr\"><span>Optik Karakter Tan\u0131ma, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a>, \u00f6r\u00fcnt\u00fc tan\u0131ma ve bilgisayar g\u00f6r\u00fc\u015f\u00fcnde<\/span><span>\u00a0\u00f6nemli bir ara\u015ft\u0131rma alan\u0131d\u0131r\u00a0.\u00a0OCR ayn\u0131 zamanda yapay teknoloji ara\u015ft\u0131rmalar\u0131n\u0131n en eski alanlar\u0131ndan biriydi ve olgun bir teknoloji olarak ortaya \u00e7\u0131kt\u0131.<\/span><\/p><p><span>OCR, 1913 y\u0131l\u0131nda Dr. Edmund Fournier d&#8217;Albe&#8217;nin g\u00f6rme engelli insanlar i\u00e7in metni taray\u0131p sese d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in Optophone&#8217;u icat etmesiyle ba\u015flad\u0131.\u00a0O zamandan beri, OCR teknolojisi birden \u00e7ok geli\u015ftirme a\u015famas\u0131ndan ge\u00e7ti.<\/span><\/p><p><span>1990&#8217;larda tarihi gazetelerin dijitalle\u015fmesi ile teknoloji \u00f6n plana \u00e7\u0131kt\u0131.\u00a0Ayr\u0131ca ak\u0131ll\u0131 telefonlar\u0131n ve elektronik belgelerin ortaya \u00e7\u0131kmas\u0131 da OCR teknolojisinde daha fazla ilerlemeye yol a\u00e7maktad\u0131r.<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-e7e6db6 elementor-widget elementor-widget-image\" data-id=\"e7e6db6\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima.webp\" class=\"attachment-large size-large wp-image-5030\" alt=\"OCR kullanarak ANPR Plaka Tan\u0131ma\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima.webp 640w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima-300x200.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/OCR-kullanarak-ANPR-Plaka-Tanima-18x12.webp 18w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">OCR kullanarak ANPR Plaka Tan\u0131ma<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-1cfe6c5 elementor-widget elementor-widget-text-editor\" data-id=\"1cfe6c5\" 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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h5><strong>Optik Karakter Tan\u0131ma (OCR) nedir?<\/strong><\/h5><p><span>OCR, Optik Karakter Tan\u0131ma anlam\u0131na gelir ve bir g\u00f6r\u00fcnt\u00fc dosyas\u0131 veya taranm\u0131\u015f bir belge gibi fiziksel bir belge i\u00e7indeki metni (yaz\u0131l\u0131 veya bas\u0131l\u0131) elektronik olarak tan\u0131mlayan ve bunu veriler i\u00e7in kullan\u0131lmak \u00fczere makine taraf\u0131ndan okunabilen bir metin formuna d\u00f6n\u00fc\u015ft\u00fcren bir yaz\u0131l\u0131m teknolojisine at\u0131fta bulunur. i\u015fleme.\u00a0Metin tan\u0131ma olarak da bilinir.<\/span><\/p><p><span>K\u0131sacas\u0131, optik karakter tan\u0131ma yaz\u0131l\u0131m\u0131, g\u00f6r\u00fcnt\u00fcleri veya fiziksel belgeleri aranabilir bir forma d\u00f6n\u00fc\u015ft\u00fcrmeye yard\u0131mc\u0131 olur.\u00a0OCR \u00f6rnekleri, metin \u00e7\u0131karma ara\u00e7lar\u0131, PDF&#8217;den .txt&#8217;ye d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fcler ve Google&#8217;\u0131n resim arama i\u015flevidir.<\/span><\/p><\/div><\/div><\/div><\/div>\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-c3c1507 elementor-widget elementor-widget-image\" data-id=\"c3c1507\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"561\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-Ornegi-1024x682.webp\" class=\"attachment-large size-large wp-image-5042\" alt=\"Optik Karakter Tan\u0131ma (OCR) \u00d6rne\u011fi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-Ornegi-1024x682.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-Ornegi-300x200.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-Ornegi-768x512.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-Ornegi-18x12.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Optik-Karakter-Tanima-OCR-Ornegi.webp 1400w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Optik Karakter Tan\u0131ma (OCR) \u00d6rne\u011fi<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-279c9f4 elementor-widget elementor-widget-text-editor\" data-id=\"279c9f4\" 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<h5><span>Sahne Metni Tan\u0131ma (STR) nedir?<\/span><\/h5><p><span>Bilgisayarla g\u00f6rmede, makineler \u00f6nce metin b\u00f6lgelerini alg\u0131layarak, bu b\u00f6lgeleri k\u0131rparak ve ard\u0131ndan bu b\u00f6lgelerdeki metni tan\u0131yarak do\u011fal sahnelerdeki metni okuyabilir.\u00a0K\u0131rp\u0131lan b\u00f6lgelerdeki metni tan\u0131maya y\u00f6nelik g\u00f6rsel g\u00f6rev, Sahne Metni Tan\u0131ma (STR) olarak adland\u0131r\u0131l\u0131r.<\/span><\/p><p><span>STR, yol i\u015faretlerini, reklam panolar\u0131n\u0131, logolar\u0131 ve g\u00f6mleklerdeki metinler, ka\u011f\u0131t faturalar vb. bas\u0131l\u0131 nesneleri okumay\u0131 m\u00fcmk\u00fcn k\u0131lar. STR uygulamalar\u0131 s\u00fcr\u00fcc\u00fcs\u00fcz arabalar, art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik, perakende sat\u0131\u015f analizi, e\u011fitim, g\u00f6rme engelliler vb.<\/span><\/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-c42c354 elementor-widget elementor-widget-image\" data-id=\"c42c354\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"824\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yol-isaretlerini-okumak-icin-Sahne-Metni-Tanima-STR.webp\" class=\"attachment-large size-large wp-image-5043\" alt=\"Yol i\u015faretlerini okumak i\u00e7in Sahne Metni Tan\u0131ma (STR)\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yol-isaretlerini-okumak-icin-Sahne-Metni-Tanima-STR.webp 748w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yol-isaretlerini-okumak-icin-Sahne-Metni-Tanima-STR-272x300.webp 272w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yol-isaretlerini-okumak-icin-Sahne-Metni-Tanima-STR-11x12.webp 11w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yol i\u015faretlerini okumak i\u00e7in Sahne Metni Tan\u0131ma (STR)<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-14a773e elementor-widget elementor-widget-text-editor\" data-id=\"14a773e\" 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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h5><strong>OCR ve STR aras\u0131ndaki fark nedir?<\/strong><\/h5><p>OCR ile STR kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda, optik karakter tan\u0131ma (OCR), metin niteliklerinin tek tip bir giri\u015f formunda sa\u011fland\u0131\u011f\u0131 yerlerde uygulanabilir.\u00a0Dolay\u0131s\u0131yla STR, de\u011fi\u015fen yaz\u0131 tipi stilleri, metin \u015fekilleri, ayd\u0131nlatma, y\u00f6nlendirme, kapatma (k\u0131smen gizli metin) ve tutars\u0131z kamera ko\u015fullar\u0131na sahip metinleri okuyabilir.<\/p><p>Genel olarak, sahne metni tan\u0131ma, g\u00fcr\u00fclt\u00fcl\u00fc, bulan\u0131k veya bozuk giri\u015f g\u00f6r\u00fcnt\u00fclerine sahip \u00e7ok zorlu, do\u011fal ortamlar\u0131 i\u00e7eren ger\u00e7ek d\u00fcnya senaryolar\u0131nda Yapay Zeka algoritmalar\u0131yla Metin okumak i\u00e7in gereklidir.<\/p><h5><strong>Optik Karakter Tan\u0131ma nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/strong><\/h5><p><span>OCR kavram\u0131 basittir.\u00a0Bununla birlikte, yaz\u0131 tipi \u00e7e\u015fitlili\u011fi veya harf olu\u015fumu i\u00e7in kullan\u0131lan y\u00f6ntemler gibi \u00e7e\u015fitli fakt\u00f6rler nedeniyle uygulanmas\u0131 olduk\u00e7a zor olabilir.\u00a0\u00d6rne\u011fin, bir OCR uygulamas\u0131, girdi olarak daktilo edilmi\u015f yaz\u0131 yerine dijital olmayan el yaz\u0131s\u0131 \u00f6rnekleri kullan\u0131ld\u0131\u011f\u0131nda katlanarak daha karma\u015f\u0131k hale gelebilir.<\/span><\/p><p dir=\"ltr\"><span>T\u00fcm OCR s\u00fcreci, temel olarak \u00fc\u00e7 hedefi i\u00e7eren bir dizi ad\u0131m\u0131 i\u00e7erir: g\u00f6r\u00fcnt\u00fcn\u00fcn \u00f6n i\u015flenmesi, karakter tan\u0131ma ve belirli \u00e7\u0131kt\u0131n\u0131n son i\u015flenmesi.\u00a0OCR&#8217;nin a\u015fa\u011f\u0131 ak\u0131\u015f g\u00f6revleri aras\u0131nda,\u00a0metin ve konu\u015fman\u0131n anlam\u0131n\u0131 yaln\u0131zca okumak de\u011fil ayn\u0131 zamanda analiz etmek ve anlamak i\u00e7in\u00a0<\/span><span><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Do\u011fal Dil \u0130\u015fleme (NLP)<\/a> yer al\u0131r.<\/span><\/p><h5><strong>Test i\u00e7in OCR demo yaz\u0131l\u0131m\u0131<\/strong><\/h5><p dir=\"ltr\"><span>OCR yaz\u0131l\u0131m\u0131n\u0131 \u00e7al\u0131\u015f\u0131rken g\u00f6rmek i\u00e7in, kullanmay\u0131 deneyebilece\u011finiz basit bir web demo yaz\u0131l\u0131m\u0131 bulduk:\u00a0<\/span><a dir=\"ltr\" href=\"https:\/\/brandfolder.com\/workbench\/extract-text-from-image\" rel=\"noopener\" target=\"_blank\"><span>Brandfolder&#8217;dan Text Extractor Tool<\/span><\/a><span>\u00a0.\u00a0Bu optik karakter tan\u0131ma \u00e7evrimi\u00e7i arac\u0131, bir metin g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc (ekran g\u00f6r\u00fcnt\u00fcs\u00fc gibi) d\u00fcz metne d\u00f6n\u00fc\u015ft\u00fcrebilir.\u00a0Ki\u015fisel tan\u0131mlay\u0131c\u0131 bilgiler i\u00e7eren hassas resimler veya foto\u011fraflar y\u00fcklemekten ka\u00e7\u0131nd\u0131\u011f\u0131n\u0131zdan emin olun.<\/span><\/p><p dir=\"ltr\"><span>Daha kapsaml\u0131 bir OCR demosu i\u00e7in,\u00a0birden \u00e7ok dilde t\u00fcm cihazlarda rahat\u00e7a \u00e7al\u0131\u015fan \u00c7ok Dilde OCR&#8217;ye izin veren\u00a0<\/span><a dir=\"ltr\" href=\"https:\/\/huggingface.co\/spaces\/panpan06\/Image2OCR\" rel=\"noopener\" target=\"_blank\"><span>Optik Karakter Tan\u0131ma algoritmas\u0131 demosuna bu g\u00f6r\u00fcnt\u00fcy\u00fc ke\u015ffedin.<\/span><\/a><\/p><\/div><\/div><\/div><\/div>\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-ac0173f elementor-widget elementor-widget-image\" data-id=\"ac0173f\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"382\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cok-dilli-OCR-metin-tanima-demosu-1024x464.webp\" class=\"attachment-large size-large wp-image-5044\" alt=\"\u00c7ok dilli OCR metin tan\u0131ma demosu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cok-dilli-OCR-metin-tanima-demosu-1024x464.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cok-dilli-OCR-metin-tanima-demosu-300x136.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cok-dilli-OCR-metin-tanima-demosu-768x348.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cok-dilli-OCR-metin-tanima-demosu-18x8.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cok-dilli-OCR-metin-tanima-demosu.webp 1518w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u00c7ok dilli OCR metin tan\u0131ma demosu <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-25d0afd elementor-widget elementor-widget-text-editor\" data-id=\"25d0afd\" 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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h3><strong>OCR S\u00fcreci<\/strong><\/h3><p><span>A\u015fa\u011f\u0131da, optik karakter tan\u0131man\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 g\u00f6sterece\u011fiz ve geleneksel OCR teknolojilerinin ana ad\u0131mlar\u0131n\u0131 a\u00e7\u0131klayaca\u011f\u0131z.<\/span><\/p><h5><strong>1. Belgeyi Tarama<\/strong><\/h5><p dir=\"ltr\"><span>Bu, belgeyi taramak i\u00e7in bir taray\u0131c\u0131ya ba\u011flanan OCR&#8217;nin ana ad\u0131m\u0131d\u0131r.\u00a0Belgeyi taramak, giri\u015fleri standartla\u015ft\u0131rd\u0131\u011f\u0131ndan, OCR yaz\u0131l\u0131m\u0131 olu\u015fturulurken dikkate al\u0131nmas\u0131 gereken de\u011fi\u015fken say\u0131s\u0131n\u0131 azalt\u0131r.\u00a0Ayr\u0131ca bu ad\u0131m, belirli belgenin m\u00fckemmel \u015fekilde hizalanmas\u0131n\u0131 ve boyutland\u0131r\u0131lmas\u0131n\u0131 sa\u011flayarak t\u00fcm s\u00fcrecin verimlili\u011fini \u00f6zellikle art\u0131r\u0131r.\u00a0Bu ilk ad\u0131m , sonraki g\u00f6r\u00fcnt\u00fc i\u015fleme g\u00f6revlerini belirli g\u00f6r\u00fcnt\u00fc alanlar\u0131na odaklamak i\u00e7in\u00a0<\/span><span>nesne alg\u0131lamay\u0131<\/span><span>\u00a0da i\u00e7erebilir .<\/span><\/p><h5><strong>2. G\u00f6r\u00fcnt\u00fcy\u00fc \u0130yile\u015ftirme<\/strong><\/h5><p><span>Bu ad\u0131mda, optik karakter tan\u0131ma yaz\u0131l\u0131m\u0131, belgenin yakalanmas\u0131 gereken \u00f6\u011felerini geli\u015ftirir.\u00a0Toz par\u00e7ac\u0131klar\u0131 gibi t\u00fcm kusurlar ortadan kald\u0131r\u0131l\u0131r ve d\u00fcz ve net bir metin elde etmek i\u00e7in kenarlar ve pikseller yumu\u015fat\u0131l\u0131r.<\/span><\/p><p dir=\"ltr\"><span>Bu ad\u0131m, program\u0131n, \u00f6rne\u011fin lekeler veya d\u00fczensiz karanl\u0131k alanlar olmadan girilen kelimeleri net bir \u015fekilde &#8220;g\u00f6rebilmesini&#8221; sa\u011flarken verileri yakalamas\u0131n\u0131 kolayla\u015ft\u0131r\u0131r.\u00a0Bu t\u00fcr\u00a0<\/span><span>g\u00f6r\u00fcnt\u00fc i\u015fleme<\/span><span>\u00a0g\u00f6revleri, g\u00f6r\u00fcnt\u00fcleri keskinle\u015ftirmek veya otomatik olarak parlakla\u015ft\u0131rmak i\u00e7in her t\u00fcrl\u00fc g\u00f6r\u00fcnt\u00fc hatt\u0131nda gereklidir.\u00a0<\/span><span><a href=\"https:\/\/aix.web.tr\/opencv-nedir-detayli-kilavuz-2023\/\">OpenCV<\/a>,<\/span><span>\u00a0genellikle bu t\u00fcr g\u00f6revler i\u00e7in kullan\u0131lan bir ara\u00e7 seti sa\u011flar.<\/span><\/p><h5><strong>3. Binarla\u015ft\u0131rma<\/strong><\/h5><p><span>\u0130yile\u015ftirilmi\u015f g\u00f6r\u00fcnt\u00fc belgesi daha sonra, yaln\u0131zca siyah ve beyaz renkleri i\u00e7eren, siyah veya koyu alanlar\u0131n karakter olarak tan\u0131mland\u0131\u011f\u0131 iki d\u00fczeyli bir belge g\u00f6r\u00fcnt\u00fcs\u00fcne d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr.\u00a0Ayn\u0131 zamanda beyaz veya a\u00e7\u0131k renkli alanlar arka plan olarak tan\u0131mlan\u0131r.<\/span><\/p><p dir=\"ltr\"><span>Bu ad\u0131m , karakterlerin en iyi \u015fekilde tan\u0131nmas\u0131n\u0131 sa\u011flayan \u00f6n plan metnini arka plandan kolayca ay\u0131rt etmek i\u00e7in belgeye\u00a0<\/span><span>b\u00f6l\u00fcmleme<\/span><span>\u00a0uygulamay\u0131 ama\u00e7lar .<\/span><\/p><h5><strong>4. Karakterleri Tan\u0131ma<\/strong><\/h5><p><span>Bu ad\u0131mda, harfleri veya rakamlar\u0131 tan\u0131mlamak i\u00e7in siyah alanlar daha fazla i\u015flenir.\u00a0Genellikle, bir OCR her seferinde bir karaktere veya metin blo\u011funa odaklan\u0131r.\u00a0Karakterlerin tan\u0131nmas\u0131, a\u015fa\u011f\u0131daki iki algoritma t\u00fcr\u00fcnden biri kullan\u0131larak ger\u00e7ekle\u015ftirilir:<\/span><\/p><ul><li><strong dir=\"ltr\"><span>Desen tan\u0131ma.\u00a0<\/span><\/strong><span>\u00d6r\u00fcnt\u00fc tan\u0131ma<\/span><span>\u00a0algoritmas\u0131\u00a0, OCR yaz\u0131l\u0131m\u0131na farkl\u0131 yaz\u0131 tiplerinde ve bi\u00e7imlerde metin eklemeyi i\u00e7erir.\u00a0De\u011fi\u015ftirilen yaz\u0131l\u0131m daha sonra taranan belgedeki karakterleri kar\u015f\u0131la\u015ft\u0131rmak ve tan\u0131mak i\u00e7in kullan\u0131l\u0131r.<\/span><\/li><li><strong dir=\"ltr\"><span>\u00d6zellik tespiti.\u00a0<\/span><\/strong><span>\u00d6zellik alg\u0131lama algoritmas\u0131 arac\u0131l\u0131\u011f\u0131yla OCR yaz\u0131l\u0131m\u0131, taranan belgedeki karakterleri tan\u0131mlamak i\u00e7in belirli bir harf veya say\u0131n\u0131n \u00f6zelliklerini dikkate alan kurallar uygular.\u00a0\u00d6zelliklerin \u00f6rnekleri, karakterleri kar\u015f\u0131la\u015ft\u0131rmak ve tan\u0131mlamak i\u00e7in kullan\u0131lan a\u00e7\u0131l\u0131 \u00e7izgilerin, \u00e7apraz \u00e7izgilerin veya e\u011frilerin say\u0131s\u0131n\u0131 i\u00e7erir.\u00a0Bu t\u00fcr metin tan\u0131ma teknikleri, \u00e7o\u011fu derin \u00f6\u011frenme OCR y\u00f6nteminin temelidir.<\/span><\/li><\/ul><p><span>Basit OCR yaz\u0131l\u0131m\u0131, en yak\u0131n e\u015fle\u015fmeyi belirlemek i\u00e7in taranan her harfin piksellerini mevcut bir veritaban\u0131yla kar\u015f\u0131la\u015ft\u0131r\u0131r.\u00a0Bununla birlikte, karma\u015f\u0131k OCR bi\u00e7imleri, fiziksel \u00f6zellikleri kar\u015f\u0131l\u0131k gelen harflerle kar\u015f\u0131la\u015ft\u0131rmak ve e\u015fle\u015ftirmek i\u00e7in her karakteri e\u011friler ve k\u00f6\u015feler gibi bile\u015fenlerine ay\u0131r\u0131r.<\/span><\/p><h5><strong>5. Do\u011frulu\u011fun Do\u011frulanmas\u0131<\/strong><\/h5><p><span>Karakterlerin ba\u015far\u0131l\u0131 bir \u015fekilde tan\u0131nmas\u0131ndan sonra, do\u011frulu\u011fu sa\u011flamak i\u00e7in OCR yaz\u0131l\u0131m\u0131n\u0131n dahili s\u00f6zl\u00fcklerinden yararlan\u0131larak sonu\u00e7lar \u00e7apraz referansland\u0131r\u0131l\u0131r.\u00a0OCR do\u011frulu\u011funun \u00f6l\u00e7\u00fclmesi, bir OCR taraf\u0131ndan ger\u00e7ekle\u015ftirilen bir analizin \u00e7\u0131kt\u0131s\u0131n\u0131n al\u0131nmas\u0131 ve orijinal versiyonun i\u00e7eri\u011fiyle kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131yla yap\u0131l\u0131r.<\/span><\/p><p><span>OCR yaz\u0131l\u0131m\u0131n\u0131n do\u011frulu\u011funu analiz etmek i\u00e7in iki tipik y\u00f6ntem vard\u0131r:<\/span><\/p><ul><li><strong dir=\"ltr\"><span>Karakter d\u00fczeyinde do\u011fruluk<\/span><\/strong><span>\u00a0, ka\u00e7 karakterin do\u011fru alg\u0131land\u0131\u011f\u0131n\u0131 sayar.<\/span><\/li><li><strong dir=\"ltr\"><span>Kelime d\u00fczeyinde do\u011fruluk,<\/span><\/strong><span>\u00a0ka\u00e7 kelimenin do\u011fru tan\u0131nd\u0131\u011f\u0131n\u0131 sayar.<\/span><\/li><\/ul><p dir=\"ltr\"><span>\u00c7o\u011fu durumda, sayfa d\u00fczeyinde (algoritma d\u00fczeyinde de\u011fil) \u00f6l\u00e7\u00fclen\u00a0<\/span><a dir=\"ltr\" href=\"https:\/\/tdwi.org\/articles\/2018\/03\/05\/diq-all-how-accurate-is-your-data.aspx\" rel=\"noopener\" target=\"_blank\"><span>%98-99 do\u011fruluk<\/span><\/a><span>\u00a0kabul edilebilir do\u011fruluk oran\u0131d\u0131r.\u00a0Bu, yakla\u015f\u0131k 1.000 karakterlik bir sayfada 980-990 karakterin OCR yaz\u0131l\u0131m\u0131 taraf\u0131ndan do\u011fru bir \u015fekilde tan\u0131mlanmas\u0131 gerekti\u011fi anlam\u0131na gelir.<\/span><\/p><h3><strong>En iyi OCR algoritmas\u0131 ve son teknoloji<\/strong><\/h3><h5><strong>En do\u011fru OCR Algoritmalar\u0131<\/strong><\/h5><p dir=\"ltr\"><span>Vision Transformers&#8217;a (ViT)<\/span><span>\u00a0dayal\u0131\u00a0ve\u00a0Haziran 2022&#8217;de\u00a0<\/span><a dir=\"ltr\" href=\"https:\/\/arxiv.org\/abs\/2206.00311v1\" rel=\"noopener\" target=\"_blank\"><span>piyasaya s\u00fcr\u00fclen MaskOCR, en iyi performans g\u00f6steren OCR algoritmas\u0131d\u0131r ve hem \u00c7ince hem de \u0130ngilizce metin g\u00f6r\u00fcnt\u00fcleri i\u00e7in k\u0131yaslama veri k\u00fcmelerinde \u00fcst\u00fcn sonu\u00e7lar elde eder.\u00a0<\/span><\/a><span>\u00c7in BCTR veri k\u00fcmesinde Optik Karakter Tan\u0131ma i\u00e7in \u00f6nceki en iyi algoritma olan TransOCR, MaskOCR taraf\u0131ndan geride b\u0131rak\u0131ld\u0131.<\/span><\/p><p><span>MaskOCR&#8217;nin k\u00fc\u00e7\u00fck model versiyonu, kar\u015f\u0131la\u015ft\u0131r\u0131labilir model boyutlar\u0131yla Optik Karakter Tan\u0131ma i\u00e7in \u00f6nceki en iyi algoritmay\u0131 geride b\u0131rak\u0131yor.\u00a0Spesifik olarak, Mask OCR y\u00f6ntemi, \u00f6n e\u011fitim i\u00e7in yaln\u0131zca 4,2 milyon ger\u00e7ek veri noktas\u0131 kullan\u0131rken, 100 milyon ger\u00e7ek veri ile \u00f6nceden e\u011fitilmi\u015f olan PerSec&#8217;ten daha iyi do\u011fruluk sa\u011flar.<\/span><\/p><p><span>ABINet ve uzant\u0131s\u0131 ConCLR, MaskOCR&#8217;nin k\u00fc\u00e7\u00fck ViT s\u00fcr\u00fcm\u00fcne benzer \u015fekilde performans g\u00f6sterirken, MaskOCR en yeni sonu\u00e7lar\u0131 %93,8&#8217;lik yeni bir do\u011fruluk d\u00fczeyine ta\u015f\u0131yor.<\/span><\/p><\/div><\/div><\/div><\/div>\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-238dbbb elementor-widget elementor-widget-image\" data-id=\"238dbbb\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"329\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari-1024x400.png\" class=\"attachment-large size-large wp-image-5045\" alt=\"\u0130ngilizce sahne metinlerinde k\u0131yaslanan en iyi OCR algoritmalar\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari-1024x400.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari-300x117.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari-768x300.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari-1536x599.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari-18x7.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Ingilizce-sahne-metinlerinde-kiyaslanan-en-iyi-OCR-algoritmalari.png 2048w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u0130ngilizce sahne metinlerinde k\u0131yaslanan en iyi OCR algoritmalar\u0131<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-f4c0667 elementor-widget elementor-widget-image\" data-id=\"f4c0667\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"491\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cince-Metin-Tanima-Karsilastirmasinda-Optik-Karakter-Tanima-1024x597.webp\" class=\"attachment-large size-large wp-image-5046\" alt=\"\u00c7ince Metin Tan\u0131ma Kar\u015f\u0131la\u015ft\u0131rmas\u0131nda Optik Karakter Tan\u0131ma\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cince-Metin-Tanima-Karsilastirmasinda-Optik-Karakter-Tanima-1024x597.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cince-Metin-Tanima-Karsilastirmasinda-Optik-Karakter-Tanima-300x175.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cince-Metin-Tanima-Karsilastirmasinda-Optik-Karakter-Tanima-768x448.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Cince-Metin-Tanima-Karsilastirmasinda-Optik-Karakter-Tanima.webp 1200w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u00c7ince Metin Tan\u0131ma Kar\u015f\u0131la\u015ft\u0131rmas\u0131nda Optik Karakter Tan\u0131ma<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-76efa2e elementor-widget elementor-widget-text-editor\" data-id=\"76efa2e\" 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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><h5><strong>OCR Algoritmalar\u0131n\u0131 Kendiniz Test Edin<\/strong><\/h5><p dir=\"ltr\"><span>Sentetik e\u011fitim verileri ( veri art\u0131rma<\/span><span>\u00a0hakk\u0131nda daha fazla bilgi) kullan\u0131larak e\u011fitildi\u011finde STR (Sahne Metni Tan\u0131ma) k\u0131yaslamalar\u0131nda (%91,9 do\u011fruluk) y\u00fcksek performansl\u0131 sonu\u00e7lar elde eden PARSeq modelini test etmek i\u00e7in bu etkile\u015fimli demoyu kullan\u0131n\u00a0.<\/span><\/p><ol><li><span>Kullan\u0131lacak OCR modelini se\u00e7in<\/span><\/li><li><span>Bir metin resmi y\u00fckleyin veya verilen bir \u00f6rne\u011fi kullan\u0131n<\/span><\/li><li><span>&#8220;Metni Oku&#8221;ya t\u0131klay\u0131n<\/span><\/li><\/ol><\/div><\/div><\/div><\/div>\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-37fcbec elementor-widget elementor-widget-image\" data-id=\"37fcbec\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"588\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntulerden-Testi-Okumak-Icin-STR-Modeli-Demosu.webp\" class=\"attachment-large size-large wp-image-5047\" alt=\"G\u00f6r\u00fcnt\u00fclerden Testi Okumak \u0130\u00e7in STR Modeli Demosu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntulerden-Testi-Okumak-Icin-STR-Modeli-Demosu.webp 1002w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntulerden-Testi-Okumak-Icin-STR-Modeli-Demosu-300x209.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntulerden-Testi-Okumak-Icin-STR-Modeli-Demosu-768x536.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntulerden-Testi-Okumak-Icin-STR-Modeli-Demosu-18x12.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">G\u00f6r\u00fcnt\u00fclerden Testi Okumak \u0130\u00e7in STR Modeli Demosu<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-b73afbe elementor-widget elementor-widget-text-editor\" data-id=\"b73afbe\" 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<h3><strong>Tesseract OCR<\/strong><\/h3><h5><strong>Tesseract nedir?<\/strong><\/h5><p><span>Tesseract, taranan metni okuyabilen ve dijital metne d\u00f6n\u00fc\u015ft\u00fcrebilen bir karakter tan\u0131ma motorudur.\u00a0Apache Lisans\u0131 2.0 alt\u0131nda yay\u0131nlanan a\u00e7\u0131k kaynakl\u0131 bir yaz\u0131l\u0131md\u0131r.\u00a0Tesseract, Windows, Linux ve Mac OS X dahil olmak \u00fczere \u00e7e\u015fitli i\u015fletim sistemlerinde kullan\u0131labilir.<\/span><\/p><p><span>Bu nedenle Tesseract, taranan belgeler ve dijital foto\u011fraflar gibi g\u00f6r\u00fcnt\u00fclerdeki metinleri tan\u0131mak i\u00e7in pop\u00fcler bir ara\u00e7t\u0131r.\u00a0Tesseract do\u011fru ve etkilidir ve \u00e7e\u015fitli dilleri i\u015fleyebilir.<\/span><\/p><h5><strong>Test i\u00e7in Tesseract OCR Yaz\u0131l\u0131m Demosu<\/strong><\/h5><p><span>Tesseract ile resimlerdeki metni tan\u0131mak i\u00e7in metin i\u00e7eren resimler girersiniz.\u00a0Tesseract, JPG, PNG ve TIFF dahil olmak \u00fczere \u00e7e\u015fitli g\u00f6r\u00fcnt\u00fc formatlar\u0131n\u0131 okuyabilir.<\/span><\/p><p dir=\"ltr\"><span>Huggingface&#8217;te kolayca bar\u0131nd\u0131r\u0131lan modelle Tesseract&#8217;\u0131 \u00fccretsiz olarak kullanman\u0131n ve test etmenin kolay bir yolu:\u00a0<\/span><a dir=\"ltr\" href=\"https:\/\/huggingface.co\/spaces\/keithhon\/Tesseract-OCR\" rel=\"noopener\" target=\"_blank\"><span>Tesseract OCR yaz\u0131l\u0131m\u0131n\u0131 test edin.<\/span><\/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-608f1af elementor-widget elementor-widget-image\" data-id=\"608f1af\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"380\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tesseract-OCR-Yazilim-Demosu-1024x462.webp\" class=\"attachment-large size-large wp-image-5048\" alt=\"Tesseract OCR Yaz\u0131l\u0131m Demosu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tesseract-OCR-Yazilim-Demosu-1024x462.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tesseract-OCR-Yazilim-Demosu-300x135.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tesseract-OCR-Yazilim-Demosu-768x346.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tesseract-OCR-Yazilim-Demosu-18x8.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tesseract-OCR-Yazilim-Demosu.webp 1060w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Tesseract OCR Yaz\u0131l\u0131m Demosu<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-90221de elementor-widget elementor-widget-text-editor\" data-id=\"90221de\" 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<h3><strong>Optik Karakter Tan\u0131ma Kullan\u0131m \u00d6rnekleri<\/strong><\/h3><p>Her \u015fey dijitalle\u015firken ve geli\u015firken, \u00e7e\u015fitli i\u015fletmeler taraf\u0131ndan yapay zeka tabanl\u0131 OCR \u00e7\u00f6z\u00fcmleri arac\u0131l\u0131\u011f\u0131yla i\u015f s\u00fcre\u00e7lerini kolayla\u015ft\u0131rmak, eri\u015filebilirli\u011fi iyile\u015ftirmek ve m\u00fc\u015fteri memnuniyetini art\u0131rmak i\u00e7in OCR yaz\u0131l\u0131m \u00e7\u00f6z\u00fcmleri kullan\u0131l\u0131yor.<\/p><p>A\u015fa\u011f\u0131da, bug\u00fcn end\u00fcstrilerdeki en iyi OCR \u00e7\u00f6z\u00fcmlerinden baz\u0131lar\u0131n\u0131 listeliyoruz.<\/p><h5><strong>OCR ile Plaka Tan\u0131ma<\/strong><\/h5><p dir=\"ltr\">Otomatik plaka tan\u0131ma\u00a0(ANPR), ara\u00e7 plakalar\u0131ndaki numaralar\u0131 tan\u0131mlamak i\u00e7in OCR teknolojisini kullan\u0131r.\u00a0G\u00fcn\u00fcm\u00fczde, plaka tan\u0131ma, \u00e7al\u0131nt\u0131 arabalar\u0131 bulmak, park \u00fccretlerini hesaplamak, ge\u00e7i\u015f \u00fccretlerini faturalamak veya g\u00fcvenlik b\u00f6lgelerine eri\u015fim kontrol\u00fc ve daha fazlas\u0131 i\u00e7in \u00e7e\u015fitli ticari uygulamalarda kullan\u0131lmaktad\u0131r.<\/p><h5><strong>Bankac\u0131l\u0131kta Yapay Zeka Tabanl\u0131 OCR Uygulamalar\u0131<\/strong><\/h5><p><span>Bankac\u0131l\u0131k sekt\u00f6r\u00fc, g\u00fcvenli\u011fi art\u0131rmaya, veri y\u00f6netimini iyile\u015ftirmeye, risk y\u00f6netimini optimize etmeye ve m\u00fc\u015fteri deneyimini geli\u015ftirmeye yard\u0131mc\u0131 oldu\u011fu i\u00e7in OCR tan\u0131ma uygulamalar\u0131n\u0131n en b\u00fcy\u00fck t\u00fcketicilerinden biri olarak kabul edilir.<\/span><\/p><p><span>OCR teknolojisini uygulamadan \u00f6nce, m\u00fc\u015fteri kay\u0131tlar\u0131, \u00e7ekler, banka ekstreleri ve di\u011ferleri dahil olmak \u00fczere \u00e7o\u011fu bankac\u0131l\u0131k belgesi fizikseldi.\u00a0Bir OCR tan\u0131ma \u00e7\u00f6z\u00fcm\u00fcn\u00fcn kullan\u0131lmas\u0131yla, daha eski belgeleri bile veritabanlar\u0131nda say\u0131salla\u015ft\u0131rmak ve depolamak m\u00fcmk\u00fcn hale gelir.<\/span><\/p><p><span>OCR teknolojisi ayn\u0131 zamanda bankac\u0131l\u0131k sekt\u00f6r\u00fcnde de tamamen devrim yaratm\u0131\u015ft\u0131r:<\/span><\/p><ul><li><strong dir=\"ltr\"><span>Kolay do\u011frulama sa\u011flama<\/span><\/strong><span>\u00a0: OCR, para yat\u0131rma \u00e7eklerinin ve bir imzan\u0131n OCR tabanl\u0131 bir uygulama kullan\u0131larak taranarak ger\u00e7ek zamanl\u0131 olarak do\u011frulanmas\u0131na olanak tan\u0131r.\u00a0Bunun bir \u00f6rne\u011fini, \u00e7eklerin dijital olarak ibraz edilebildi\u011fi ve OCR tabanl\u0131 \u00e7ek tevdi \u00f6zellikleri sayesinde g\u00fcnler i\u00e7inde i\u015flenebildi\u011fi mobil bankac\u0131l\u0131k uygulamalar\u0131nda g\u00f6rebiliriz.<\/span><\/li><li><strong dir=\"ltr\"><span>G\u00fcvenli\u011fi art\u0131rma<\/span><\/strong><span>\u00a0: \u00c7eklerin OCR teknolojisi arac\u0131l\u0131\u011f\u0131yla elektronik olarak \u00f6denmesi, doland\u0131r\u0131c\u0131l\u0131\u011f\u0131n \u00f6nlenmesine ve i\u015flemlerin giderek daha g\u00fcvenli hale gelmesine yol a\u00e7arak daha iyi bir kullan\u0131c\u0131 deneyimi sa\u011flar.\u00a0OCR, sahte belgeleri tespit etmek i\u00e7in karakter okuyucu say\u0131s\u0131n\u0131 ve makine \u00f6\u011frenimi y\u00f6ntemlerini kullanabilir.<\/span><\/li><\/ul><h5><strong>Sa\u011fl\u0131k Sekt\u00f6r\u00fcnde OCR Kullan\u0131m \u00d6rnekleri<\/strong><\/h5><p dir=\"ltr\"><span>OCR makine \u00f6\u011freniminin sa\u011fl\u0131k sekt\u00f6r\u00fc i\u00e7in faydal\u0131 oldu\u011fu kan\u0131tlanm\u0131\u015ft\u0131r.\u00a0<\/span><span>Sa\u011fl\u0131k<\/span><span>\u00a0sekt\u00f6r\u00fcnde\u00a0OCR teknolojisi, hastalar\u0131n t\u0131bbi ge\u00e7mi\u015flerine hem hastalar hem de doktorlar taraf\u0131ndan dijital olarak eri\u015filmesini sa\u011flar.<\/span><\/p><p><span>Ayr\u0131ca, r\u00f6ntgenleri, tedavileri, testleri, hastane kay\u0131tlar\u0131 ve sigorta \u00f6demeleri de dahil olmak \u00fczere hasta kay\u0131tlar\u0131, kay\u0131tlar\u0131 dijitalle\u015ftirmek ve kameralarla etiketleri okumak i\u00e7in tam bi\u00e7imli OCR y\u00f6ntemleri kullan\u0131larak kolayca taranabilir, aranabilir ve saklanabilir.<\/span><\/p><p><span>B\u00f6ylece, optik karakter tan\u0131ma, kay\u0131tlar\u0131 g\u00fcncel tutarken i\u015f ak\u0131\u015f\u0131n\u0131 kolayla\u015ft\u0131rmaya ve hastanelerdeki manuel i\u015fi azaltmaya yard\u0131mc\u0131 olur.<\/span><\/p><h5><strong>Ula\u015f\u0131mda OCR nas\u0131l kullan\u0131l\u0131r?<\/strong><\/h5><p><span>OCR teknolojisi, ak\u0131ll\u0131 park etme, ak\u0131ll\u0131 \u00fccretlendirme ve ula\u015f\u0131m sekt\u00f6rlerinde devrim yaratt\u0131.\u00a0\u0130ster u\u00e7u\u015f veya otel rezervasyonu yap\u0131yor olun, ister havaalan\u0131nda veya otel odan\u0131zda check-in yap\u0131yor veya seyahat harcamalar\u0131n\u0131z\u0131 y\u00f6netiyor olun, m\u00fc\u015fteri deneyimini geli\u015ftirmek i\u00e7in her temas noktas\u0131nda yapay zeka tabanl\u0131 OCR \u00e7\u00f6z\u00fcmleri kullan\u0131labilir.<\/span><\/p><p><span>Havaalanlar\u0131n\u0131n ve mobil seyahat uygulamalar\u0131n\u0131n \u00e7o\u011fu, g\u00fcvenlik ve dok\u00fcmantasyon uygulamalar\u0131nda otomatikle\u015ftirilmi\u015f veri \u00e7\u0131karma i\u00e7in makine \u00f6\u011frenimi OCR teknolojisini kullan\u0131r.\u00a0OCR ara\u00e7lar\u0131n\u0131n uygulamalar\u0131, u\u00e7u\u015f veya otel rezervasyonu yaparken pasaport taramaktan ki\u015fisel verilerin saklanmas\u0131na kadar uzan\u0131r.<\/span><\/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-9fd3c2f elementor-widget elementor-widget-image\" data-id=\"9fd3c2f\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"311\" height=\"350\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otopark-yonetimi-icin-uygulanan-video-akislariyla-gercek-zamanli-OC.webp\" class=\"attachment-large size-large wp-image-5049\" alt=\"Otopark y\u00f6netimi i\u00e7in uygulanan video ak\u0131\u015flar\u0131yla ger\u00e7ek zamanl\u0131 OCR\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otopark-yonetimi-icin-uygulanan-video-akislariyla-gercek-zamanli-OC.webp 311w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otopark-yonetimi-icin-uygulanan-video-akislariyla-gercek-zamanli-OC-267x300.webp 267w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Otopark-yonetimi-icin-uygulanan-video-akislariyla-gercek-zamanli-OC-11x12.webp 11w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Otopark y\u00f6netimi i\u00e7in uygulanan video ak\u0131\u015flar\u0131yla ger\u00e7ek zamanl\u0131 OCR<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-1b6e0a0 elementor-widget elementor-widget-text-editor\" data-id=\"1b6e0a0\" 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<h3><strong>Optik Karakter Tan\u0131ma Avantajlar\u0131<\/strong><\/h3><p><span>Optik Karakter Tan\u0131ma, \u00e7o\u011fu bu makalede incelenen \u00e7ok \u00e7e\u015fitli avantajlar sunar.\u00a0Bununla birlikte, AI tabanl\u0131 metin tan\u0131ma sistemlerinin en \u00f6nemli faydalar\u0131, referans\u0131n\u0131z i\u00e7in a\u015fa\u011f\u0131da listelenmi\u015ftir.<\/span><\/p><ul><li><strong dir=\"ltr\"><span>Geli\u015ftirilmi\u015f do\u011fruluk<\/span><\/strong><span>: Yaz\u0131l\u0131m tabanl\u0131 karakter tan\u0131ma, insan hatalar\u0131n\u0131 ortadan kald\u0131rarak daha iyi do\u011fruluk sa\u011flar.<\/span><\/li><\/ul><ul><li><strong dir=\"ltr\"><span>S\u00fcre\u00e7leri h\u0131zland\u0131r\u0131n<\/span><\/strong><span>: Teknoloji, yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri aranabilir bilgilere d\u00f6n\u00fc\u015ft\u00fcrerek, gerekli verileri daha h\u0131zl\u0131 kullan\u0131labilir hale getirir ve ard\u0131ndan i\u015f s\u00fcre\u00e7lerini h\u0131zland\u0131r\u0131r.<\/span><\/li><\/ul><ul><li><strong dir=\"ltr\"><span>Uygun maliyetli<\/span><\/strong><strong dir=\"ltr\"><span>:<\/span><\/strong><span>\u00a0OCR teknolojisi \u00e7ok fazla kaynak gerektirmez, bu da i\u015fleme maliyetlerini d\u00fc\u015f\u00fcr\u00fcr ve sonu\u00e7 olarak bir i\u015fletmenin genel maliyetlerini d\u00fc\u015f\u00fcr\u00fcr.<\/span><\/li><\/ul><ul><li><strong dir=\"ltr\"><span>Geli\u015fmi\u015f m\u00fc\u015fteri memnuniyeti<\/span><\/strong><span>: M\u00fc\u015fteriler taraf\u0131ndan aranabilir verilere eri\u015filebilirlik, iyi bir deneyim sa\u011flayarak daha iyi m\u00fc\u015fteri memnuniyeti sa\u011flar.<\/span><\/li><\/ul><ul><li><strong dir=\"ltr\"><span>Geli\u015ftirilmi\u015f \u00fcretkenlik<\/span><\/strong><span>: Aranabilir verilere kolay eri\u015filebilirlik, \u00e7al\u0131\u015fanlar i\u00e7in stressiz bir ortam olu\u015fturarak ana hedeflere odaklanmalar\u0131na olanak tan\u0131yarak bir i\u015fletmenin \u00fcretkenli\u011fini art\u0131r\u0131r.<\/span><\/li><\/ul><h3><strong>S\u0131radaki ne?<\/strong><\/h3><p><span>Optik karakter tan\u0131ma (OCR), taranan g\u00f6r\u00fcnt\u00fcleri ve di\u011fer g\u00f6rselleri metne d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131l\u0131r.\u00a0Bu, ka\u011f\u0131t tabanl\u0131 belgeleri d\u00fczenlenebilir ve aranabilir dijital ortamlara d\u00f6n\u00fc\u015ft\u00fcr\u00fcr ve otomatik bir optik karakter tan\u0131ma (OCR) sisteminin geli\u015ftirilmesini sa\u011flar.<\/span><\/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-99b6d8d elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"99b6d8d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-top-column elementor-element elementor-element-a9abd8e\" data-id=\"a9abd8e\" 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-b23e910 elementor-widget elementor-widget-image\" data-id=\"b23e910\" 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\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-6ef93ae elementor-widget elementor-widget-heading\" data-id=\"6ef93ae\" 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<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9dbc708 elementor-widget elementor-widget-heading\" data-id=\"9dbc708\" 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<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ea84d7 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"4ea84d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\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-top-column elementor-element elementor-element-e0524e6\" data-id=\"e0524e6\" 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-21b96f1 elementor-widget elementor-widget-heading\" data-id=\"21b96f1\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea1dec5 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"ea1dec5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"5040\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\n\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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Optik Karakter Tan\u0131ma (OCR) &#8211; 2023 K\u0131lavuzu Optik Karakter Tan\u0131ma veya Optik Karakter Okuyucu (veya OCR), bas\u0131l\u0131 veya el yaz\u0131s\u0131 metni g\u00f6r\u00fcnt\u00fc i\u015fleme ile dijital&hellip;<\/p>","protected":false},"author":1,"featured_media":5050,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,84],"tags":[88,17,7,48],"class_list":["post-5040","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-egitim","tag-ocr","tag-yapay-zeka","tag-yapay-zeka-arastirma","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5040","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=5040"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5040\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5050"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5040"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5040"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5040"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}