{"id":6353,"date":"2020-04-15T13:13:56","date_gmt":"2020-04-15T08:43:56","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=6353"},"modified":"2020-08-15T17:28:29","modified_gmt":"2020-08-15T12:58:29","slug":"keras-generative-adversarial-networks-image-deblurring","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/","title":{"rendered":"\u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0628\u0627 Keras \u062f\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631"},"content":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0646\u062d\u0648\u0647 \u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Keras \u060c \u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f4\u060c Ian Goodfellow \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0639\u0645\u0627\u0644 GAN \u0631\u0648\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 <a href=\"https:\/\/keras.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Keras<\/a> \u060c \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0646\u06af\u0627\u0647\u06cc \u0628\u0647<a href=\"https:\/\/arxiv.org\/pdf\/1711.07064.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"> \u0646\u0634\u0631\u06cc\u0647 \u0639\u0644\u0645\u06cc \u0627\u0635\u0644\u06cc<\/a> \u0648<a href=\"https:\/\/github.com\/KupynOrest\/DeblurGAN\/\" target=\"_blank\" rel=\"noopener noreferrer\"> \u0646\u0633\u062e\u0647 Pytorch<\/a> \u0622\u0646 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f. \u062a\u0645\u0627\u0645 \u06a9\u062f Keras \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 <a href=\"https:\/\/github.com\/RaphaelMeudec\/deblur-gan\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u06cc\u0646\u062c\u0627<\/a> \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%DB%8C%D8%A7%D8%AF%D8%A2%D9%88%D8%B1%DB%8C_%D8%B3%D8%B1%DB%8C%D8%B9_%D8%B4%D8%A8%DA%A9%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AA%D8%AE%D8%A7%D8%B5%D9%85%DB%8C\" >\u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D8%AF%D8%A7%D8%AF%D9%87\" >\u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D9%85%D8%AF%D9%84\" >\u0645\u062f\u0644<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D9%85%D9%88%D9%84%D8%AF\" >\u0645\u0648\u0644\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D9%85%D8%AA%D9%85%D8%A7%DB%8C%D8%B2_%DA%A9%D9%86%D9%86%D8%AF%D9%87\" >\u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4\" >\u0622\u0645\u0648\u0632\u0634<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D8%AA%D9%84%D9%81%D8%A7%D8%AA\" >\u062a\u0644\u0641\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%B9%D9%85%D9%88%D9%84\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u0639\u0645\u0648\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%DB%8C%D8%A7%D8%B2\" >\u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D9%86%D8%AA%D8%A7%DB%8C%D8%AC_%D9%85%D8%A7%D8%AA_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\" >\u0646\u062a\u0627\u06cc\u062c \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-generative-adversarial-networks-image-deblurring\/#%D9%85%D9%86%D8%A7%D8%A8%D8%B9%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B4%D8%A8%DA%A9%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AA%D8%AE%D8%A7%D8%B5%D9%85%DB%8C\" >\u0645\u0646\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%8C%D8%A7%D8%AF%D8%A2%D9%88%D8%B1%DB%8C_%D8%B3%D8%B1%DB%8C%D8%B9_%D8%B4%D8%A8%DA%A9%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AA%D8%AE%D8%A7%D8%B5%D9%85%DB%8C\"><\/span><strong>\u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u060c \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0645\u0648\u0644\u062f ( Generator ) \u0628\u0627 <strong>\u0627\u06cc\u062c\u0627\u062f \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062c\u0639\u0644\u06cc \u0645\u0648\u062c\u0647<\/strong> \u060c \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 ( Discriminator ) \u0631\u0627 \u06af\u0645\u0631\u0627\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 <strong>\u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc<\/strong> <strong>\u06a9\u0646\u062f \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a \u06cc\u0627 \u0633\u0627\u062e\u062a\u06af\u06cc<\/strong>.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0641\u0631\u0627\u06cc\u0646\u062f-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"911\" height=\"622\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0641\u0631\u0627\u06cc\u0646\u062f-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.jpg\" alt=\"\u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc\" class=\"wp-image-6356\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0641\u0631\u0627\u06cc\u0646\u062f-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.jpg 911w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0641\u0631\u0627\u06cc\u0646\u062f-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-300x205.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0641\u0631\u0627\u06cc\u0646\u062f-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-768x524.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0641\u0631\u0627\u06cc\u0646\u062f-\u0622\u0645\u0648\u0632\u0634-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-110x75.jpg 110w\" sizes=\"(max-width: 911px) 100vw, 911px\" \/><\/a><figcaption>\u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc &#8211; <a href=\"https:\/\/www.kdnuggets.com\/2017\/01\/generative-adversarial-networks-hot-topic-machine-learning.html\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u0645\u0646\u0628\u0639 (\u062f\u0631 \u06cc\u06a9 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f)\">\u0645\u0646\u0628\u0639<\/a><\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\"><strong>\u06f3 \u0645\u0631\u062d\u0644\u0647 \u0627\u0635\u0644\u06cc<\/strong> \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<p style=\"text-align: justify;\">&#8211; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0648\u0644\u062f \u0628\u0631\u0627\u06cc <strong>\u0627\u06cc\u062c\u0627\u062f \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062c\u0639\u0644\u06cc<\/strong> \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0646\u0648\u06cc\u0632<\/p>\n<p style=\"text-align: justify;\">&#8211; <strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647<\/strong> \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062c\u0639\u0644\u06cc<\/p>\n<p style=\"text-align: justify;\">&#8211; <strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06a9\u0627\u0645\u0644<\/strong> : \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u0645\u0648\u0644\u062f \u0645\u062a\u0635\u0644 \u0634\u062f\u0647\u060c \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0633\u0648\u0645\u060c \u0645\u0646\u0641\u0639\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0644\u06cc\u0644 \u0627\u062a\u0635\u0627\u0644 \u0647\u0631 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u06cc\u0686 \u0628\u0627\u0632\u062e\u0648\u0631\u062f\u06cc ( Feedback ) \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f. <strong>\u062a\u0646\u0647\u0627 \u0645\u0639\u06cc\u0627\u0631 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647\u060c \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0642\u0628\u0648\u0644 \u06a9\u0631\u062f\u0647 \u06cc\u0627 \u0646\u0647<\/strong>.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u06cc\u06a9 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u0645\u062e\u062a\u0635\u0631 \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 GAN \u0628\u0648\u062f. \u0627\u06af\u0631 \u06a9\u0627\u0641\u06cc \u0646\u0628\u0648\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 <a href=\"https:\/\/towardsdatascience.com\/gan-by-example-using-keras-on-tensorflow-backend-1a6d515a60d0\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0639\u0631\u0641\u06cc \u0639\u0627\u0644\u06cc<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><strong>\u062f\u0627\u062f\u0647 <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">Ian Goodfellow \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc GAN \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc MNIST \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0632 <strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc<\/strong> <strong>\u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0648\u0631\u0648\u062f\u06cc \u0645\u0648\u0644\u062f \u0646\u0648\u06cc\u0632 \u0646\u06cc\u0633\u062a \u0628\u0644\u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627\u062a \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c <strong>\u062f\u0627\u062f\u0647 &nbsp;\u0647\u0627\u06cc <\/strong><strong>GOPRO<\/strong> \u0627\u0633\u062a. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f <a href=\"https:\/\/drive.google.com\/file\/d\/1H0PIXvJH4c40pk7ou6nAwoxuR4Qh_Sa2\/view?usp=sharing\" target=\"_blank\" rel=\"noopener noreferrer\">\u0646\u0633\u062e\u0647 \u0633\u0628\u06a9<\/a> (\u06f9 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a) \u06cc\u0627<a href=\"https:\/\/drive.google.com\/file\/d\/1SlURvdQsokgsoyTosAaELc4zRjQz9T2U\/view?usp=sharing\" target=\"_blank\" rel=\"noopener noreferrer\"> \u0646\u0633\u062e\u0647 \u06a9\u0627\u0645\u0644<\/a> (\u06f3\u06f5 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a) \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0634\u0627\u0645\u0644 <strong>\u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0627\u062a \u0634\u062f\u0647 \u0633\u0627\u062e\u062a\u06af\u06cc \u0627\u0632 \u0646\u0645\u0627 \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u062e\u06cc\u0627\u0628\u0627\u0646<\/strong> \u0647\u0633\u062a\u0646\u062f. \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u067e\u0648\u0634\u0647 \u0647\u0627 \u062a\u0648\u0633\u0637 \u0635\u062d\u0646\u0647 \u0647\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0627\u0628\u062a\u062f\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u062f\u0648 \u067e\u0648\u0634\u0647A &nbsp;(\u0645\u0627\u062a \u0634\u062f\u0647) \u0648 B (\u0648\u0627\u0636\u062d) \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 A \u0648 B \u0628\u0627 <a href=\"https:\/\/phillipi.github.io\/pix2pix\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0642\u0627\u0644\u0647 \u067e\u06cc\u06a9\u0633\u0644 \u0628\u0647 &nbsp;\u067e\u06cc\u06a9\u0633\u0644<\/a> \u0627\u0635\u0644\u06cc \u0645\u0634\u0627\u0628\u0647\u062a \u062f\u0627\u0631\u062f. \u0645\u0646 \u06cc\u06a9 <a href=\"https:\/\/github.com\/RaphaelMeudec\/deblur-gan\/blob\/master\/organize_gopro_dataset.py\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062f\u0633\u062a \u0633\u0627\u0632<\/a> \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062f\u0631 \u0645\u062e\u0632\u0646 \u06af\u06cc\u062a \u0647\u0627\u0628 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 \u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u060c README \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f!<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84\"><\/span><strong>\u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0631\u0648\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0647\u0645\u0627\u0646 \u0627\u0633\u062a. \u0627\u0648\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645!<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D9%84%D8%AF\"><\/span><strong>\u0645\u0648\u0644\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0647\u062f\u0641 \u0645\u0648\u0644\u062f\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0636\u062d \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0628\u0631 \u067e\u0627\u06cc\u0647 <strong>\u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc <\/strong><a href=\"https:\/\/arxiv.org\/pdf\/1512.03385.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>ResNet<\/strong><\/a> \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u062a\u06a9\u0627\u0645\u0644 \u0627\u0639\u0645\u0627\u0644 \u0634\u062f\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0627\u0635\u0644\u06cc \u0631\u0627 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0631\u06cc\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 <a href=\"https:\/\/arxiv.org\/pdf\/1505.04597.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>UNet<\/strong><\/a> \u06a9\u0647 \u0645\u0646 \u0627\u062c\u0631\u0627 \u0646\u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u0645\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0647\u0631 \u062f\u0648 \u0628\u0644\u0648\u06a9 \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0647 \u062e\u0648\u0628\u06cc \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-\u0634\u0628\u06a9\u0647-\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0628\u0631\u0627\u06cc-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"209\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-\u0634\u0628\u06a9\u0647-\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0628\u0631\u0627\u06cc-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-1024x209.png\" alt=\"\u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc\" class=\"wp-image-6358\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-\u0634\u0628\u06a9\u0647-\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0628\u0631\u0627\u06cc-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-1024x209.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-\u0634\u0628\u06a9\u0647-\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0628\u0631\u0627\u06cc-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-300x61.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-\u0634\u0628\u06a9\u0647-\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0628\u0631\u0627\u06cc-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-768x157.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-\u0634\u0628\u06a9\u0647-\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0628\u0631\u0627\u06cc-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc.png 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc &#8211; <a href=\"https:\/\/arxiv.org\/pdf\/1711.07064.pdf\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u0645\u0646\u0628\u0639 (\u062f\u0631 \u06cc\u06a9 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f)\">\u0645\u0646\u0628\u0639<\/a><\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0633\u062a\u0647 <strong>\u06f9 \u0628\u0644\u0648\u06a9 <\/strong><strong>ResNet<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc ( Upsampling ) \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Keras \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645!<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/ee723dbb0ad429bc73f7641b61043765.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0644\u0627\u06cc\u0647 ResNet \u0627\u0633\u0627\u0633\u0627 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0627\u0633\u062a\u060c \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0622\u0646 \u0627\u0636\u0627\u0641\u0647 &nbsp;\u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/39b85509f9d8f41caffaf83525adced8.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646 \u0637\u0648\u0631 \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f\u060c \u06f9 \u0628\u0644\u0648\u06a9 ResNet \u0628\u0647 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0628\u0632\u0631\u06af \u0646\u0645\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0645\u0627 \u06cc\u06a9 <strong>\u0627\u062a\u0635\u0627\u0644 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc<\/strong> \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u06f2 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0646\u0631\u0645\u0627\u0644 \u0634\u062f\u0647 \u062d\u0641\u0638 \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u062f \u0627\u0633\u062a! \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AA%D9%85%D8%A7%DB%8C%D8%B2_%DA%A9%D9%86%D9%86%D8%AF%D9%87\"><\/span><strong>\u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u0645 \u0622\u06cc\u0627 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0627\u062e\u062a\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0627\u0633\u062a \u0648 <strong>\u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u062d\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f<\/strong>.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/d1a37d2543c3b223cf16643b5bd06cc2.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u06a9\u0627\u0645\u0644 \u0627\u0633\u062a. <strong>\u062e\u0635\u0648\u0635\u06cc\u062a \u0627\u06cc\u0646 <\/strong><strong>GAN<\/strong> \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0646\u0647 \u0646\u0648\u06cc\u0632. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u0627 \u06cc\u06a9 <strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0645\u0633\u062a\u0642\u06cc\u0645 \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0631\u0648\u062c\u06cc \u0645\u0648\u0644\u062f<\/strong> \u062f\u0627\u0631\u06cc\u0645.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/15d1dde98739a2a22fd6bb2c4de5d17b.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u062a\u0644\u0641\u0627\u062a \u0686\u0642\u062f\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u062e\u0627\u0635\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AA%D9%84%D9%81%D8%A7%D8%AA\"><\/span><strong>\u062a\u0644\u0641\u0627\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0627 \u062a\u0644\u0641\u0627\u062a \u0631\u0627 \u062f\u0631 \u062f\u0648 \u0633\u0637\u062d \u0627\u0646\u062a\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0648 \u067e\u0627\u06cc\u0627\u0646 \u0645\u062f\u0644 \u06a9\u0627\u0645\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u06cc \u06cc\u06a9 <strong>\u062a\u0644\u0641\u0627\u062a \u0627\u062f\u0631\u0627\u06a9\u06cc<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0644\u0641\u0627\u062a \u0627\u0648\u0644\u06cc\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 GAN \u0628\u0647 \u0633\u0645\u062a \u06cc\u06a9 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0645\u062a\u0645\u0627\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 <strong>\u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0647\u0627\u06cc<\/strong><strong>&nbsp;<\/strong><strong>VGG <\/strong>\u0631\u0627 \u0628\u0627 \u0647\u0645 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/18c560ff875cfbe32cc0ff38d3374f1b.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u062a\u0644\u0641\u0627\u062a \u062f\u0648\u0645\u060c <strong>\u062a\u0644\u0641\u0627\u062a <\/strong><strong>Wasserstein<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u0631\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u06a9\u0627\u0645\u0644 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0644\u0641\u0627\u062a <strong>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0627\u062e\u062a\u0644\u0627\u0641 \u0628\u06cc\u0646 \u062f\u0648 \u062a\u0635\u0648\u06cc\u0631<\/strong> \u0631\u0627 \u0627\u062a\u062e\u0627\u0630 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/4fa6a6fe8fb341a1c410c5e2dad087de.js\"><\/script>\n\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%B9%D9%85%D9%88%D9%84\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u0639\u0645\u0648\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0647\u0645\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0627\u0633\u062a. \u0645\u0627 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0633\u0641\u0627\u0631\u0634\u06cc \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 \u0647\u0627\u06cc Adam \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0627 \u06af\u0632\u06cc\u0646\u0647 Keras trainable \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634\u060c \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/1c0ed2dbdef394d2ab854d63161487d9.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u060c \u0645\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062f\u0648\u0631\u0647 \u0647\u0627 ( Epoch ) \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062f\u0633\u062a\u0647 \u0647\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/68b997ba5dfb3abf66f74fd67baa4e3d.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0648\u0627\u0644\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0648 \u0645\u0648\u0644\u062f \u0631\u0627 \u0628\u0631\u0627\u0633\u0627\u0633 \u0647\u0631 \u062f\u0648 \u062a\u0644\u0641\u0627\u062a\u060c \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0645\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u06af\u06cc \u0631\u0627 \u0628\u0627 \u0645\u0648\u0644\u062f \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u062a\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0633\u0627\u062e\u062a\u06af\u06cc \u0627\u0632 \u062c\u062f\u0627 \u06a9\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062f\u0644 \u0633\u0627\u0644\u0645 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/c9c07f61981dda4d4ff742e020b6c4ba.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u062d\u0644\u0642\u0647 \u06a9\u0627\u0645\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 <a href=\"https:\/\/www.github.com\/raphaelmeudec\/deblur-gan\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u062e\u0632\u0646 Github<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f!<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%DB%8C%D8%A7%D8%B2\"><\/span><strong>\u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0646 \u0627\u0632 \u06cc\u06a9 (p2.xlarge) <a href=\"https:\/\/aws.amazon.com\/fr\/ec2\/instance-types\/p2\/\" target=\"_blank\" rel=\"noopener noreferrer\">AWS Instance<\/a> \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642AMI &nbsp;(\u0646\u0633\u062e\u0647 \u06f3\u066b\u06f0) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645. \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u062d\u062f\u0648\u062f \u06f5 \u0633\u0627\u0639\u062a (\u0628\u0631\u0627\u06cc \u06f5\u06f0 \u062f\u0648\u0631\u0647) \u062f\u0631 <a href=\"https:\/\/drive.google.com\/file\/d\/1H0PIXvJH4c40pk7ou6nAwoxuR4Qh_Sa2\/view?usp=sharing\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0628\u06a9 GOPRO<\/a> \u0628\u0648\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC_%D9%85%D8%A7%D8%AA_%D8%B2%D8%AF%D8%A7%DB%8C%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\"><\/span><strong>\u0646\u062a\u0627\u06cc\u062c \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062b\u0627\u0644-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"768\" height=\"256\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062b\u0627\u0644-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.png\" alt=\"\u0645\u062b\u0627\u0644 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc\" class=\"wp-image-6361\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062b\u0627\u0644-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u062b\u0627\u0644-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-300x100.png 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a : \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u060c \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u062a \u0634\u062f\u0647 \u060c \u062e\u0631\u0648\u062c\u06cc GAN<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u0644\u0627 \u0646\u062a\u06cc\u062c\u0647 Keras &nbsp;\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc GAN \u0627\u0633\u062a. \u062d\u062a\u06cc \u062f\u0631 \u0645\u0627\u062a\u06cc \u0634\u062f\u06cc\u062f \u060c \u0634\u0628\u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0648 \u062a\u0634\u06a9\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0645\u062a\u0642\u0627\u0639\u062f\u06a9\u0646\u0646\u062f\u0647 \u062a\u0631 \u0627\u0633\u062a. \u0686\u0631\u0627\u063a \u0647\u0627\u06cc \u0627\u062a\u0648\u0645\u0628\u06cc\u0644 \u0634\u0641\u0627\u0641 \u062a\u0631 \u0648 \u0634\u0627\u062e\u0647 \u0647\u0627\u06cc \u062f\u0631\u062e\u062a \u0648\u0627\u0636\u062d \u062a\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0633\u062a-GOPRO-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u062e\u0627\u0635\u0645\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"512\" height=\"256\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0633\u062a-GOPRO-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u062e\u0627\u0635\u0645\u06cc.png\" alt=\"\u062a\u0633\u062a GOPRO \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u062e\u0627\u0635\u0645\u06cc\" class=\"wp-image-6362\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0633\u062a-GOPRO-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u062e\u0627\u0635\u0645\u06cc.png 512w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062a\u0633\u062a-GOPRO-\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u062a\u062e\u0627\u0635\u0645\u06cc-300x150.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption>\u0633\u0645\u062a \u0686\u067e : \u062a\u0635\u0648\u06cc\u0631 \u062a\u0633\u062a GOPRO \u060c \u0633\u0645\u062a \u0631\u0627\u0633\u062a : \u062e\u0631\u0648\u062c\u06cc GAN<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a <strong>\u0627\u0644\u06af\u0648\u06cc \u0627\u0644\u0642\u0627 \u0634\u062f\u0647 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0644\u0641\u0627\u062a\u060c \u0646\u0627\u0634\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VGG \u0628\u0627\u0634\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"512\" height=\"256\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.png\" alt=\"\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc\" class=\"wp-image-6363\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc.png 512w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-300x150.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption>\u0633\u0645\u062a \u0686\u067e : \u062a\u0635\u0648\u06cc\u0631 \u062a\u0633\u062a GOPRO \u060c \u0633\u0645\u062a \u0631\u0627\u0633\u062a : \u062e\u0631\u0648\u062c\u06cc GAN<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0634\u0645\u0627 \u0628\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0639\u0644\u0627\u0642\u0647 \u062f\u0627\u0631\u06cc\u062f \u060c \u0645\u0627 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f <a href=\"https:\/\/blog.sicara.com\/keras-tutorial-content-based-image-retrieval-convolutional-denoising-autoencoder-dc91450cc511\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062d\u062a\u0648\u0627 \u0628\u0627 <\/strong><strong>Keras<\/strong><\/a> \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645. \u062f\u0631 \u0632\u06cc\u0631 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"512\" height=\"256\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0648-Keras.png\" alt=\"\u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u0648 Keras\" class=\"wp-image-6365\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0648-Keras.png 512w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u0645\u0627\u062a-\u0632\u062f\u0627\u06cc\u06cc-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627-\u0645\u0648\u0644\u062f-\u062a\u062e\u0627\u0635\u0645\u06cc-\u0648-Keras-300x150.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><figcaption>\u0633\u0645\u062a \u0686\u067e : \u062a\u0635\u0648\u06cc\u0631 \u062a\u0633\u062a GOPRO \u060c \u0633\u0645\u062a \u0631\u0627\u0633\u062a : \u062e\u0631\u0648\u062c\u06cc GAN <\/figcaption><\/figure><\/div>\n\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A7%D8%A8%D8%B9%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B4%D8%A8%DA%A9%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D9%88%D9%84%D8%AF_%D8%AA%D8%AE%D8%A7%D8%B5%D9%85%DB%8C\"><\/span><strong>\u0645\u0646\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/channel9.msdn.com\/Events\/Neural-Information-Processing-Systems-Conference\/Neural-Information-Processing-Systems-Conference-NIPS-2016\/Generative-Adversarial-Networks\" target=\"_blank\" rel=\"noopener\">NIPS 2016: Generative Adversarial Networks<\/a>&nbsp;by Ian Goodfellow<br><a href=\"https:\/\/sites.google.com\/view\/iccv-2017-gans\/schedule\" target=\"_blank\" rel=\"noopener\">ICCV 2017: Tutorials on GAN<\/a><\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/github.com\/eriklindernoren\/Keras-GAN\" target=\"_blank\" rel=\"noopener\">GAN Implementations with Keras<\/a>&nbsp;by&nbsp;<a href=\"http:\/\/www.eriklindernoren.se\/\" target=\"_blank\" rel=\"noopener\">Eric Linder-Noren<\/a><br><a href=\"https:\/\/deeplearning4j.org\/generative-adversarial-network\" target=\"_blank\" rel=\"noopener\">A List of Generative Adversarial Networks Resources<\/a>&nbsp;by deeplearning4j<br><a href=\"https:\/\/github.com\/nightrome\/really-awesome-gan\" target=\"_blank\" rel=\"noopener\">Really-awesome-gan<\/a>&nbsp;by&nbsp;<a href=\"http:\/\/www.it-caesar.com\/\" target=\"_blank\" rel=\"noopener\">Holger Caesar<\/a><\/p>\n<p style=\"text-align: justify;\">\n<\/p><p style=\"text-align: justify;\">\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc \u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0644\u0630\u062a \u0628\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0646\u0638\u0631 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f!<\/p>\n<p><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/p>\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/tesla-vision-ai-lane-detection\/\">\u062a\u0633\u0644\u0627 \u0648\u06cc\u0698\u0646 \u0686\u06cc\u0633\u062a \u0648 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062a\u0633\u0644\u0627 \u0686\u06af\u0648\u0646\u0647 \u062e\u0637\u0648\u0637 \u062c\u0627\u062f\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/offline-ai-for-mobile\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06af\u0648\u0634\u06cc<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/which-ai-is-working-now\/\">\u06a9\u062f\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0644\u0627\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u06a9\u0646\u0647\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-to-find-hidden-spy-cameras-in-hotels\/\">\u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u062c\u0627\u0633\u0648\u0633\u06cc \u062f\u0631 \u0647\u062a\u0644 \u0647\u0627! \u0686\u06af\u0648\u0646\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634\u0627\u0646 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-autonomous-vehicles-see-surroundings\/\">\u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0646\u0634\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0645\u062d\u06cc\u0637 \u0627\u0637\u0631\u0627\u0641 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f\u061f<\/a><\/li>\n<\/ul>\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/medium.com\/sicara\/keras-generative-adversarial-networks-image-deblurring-45e3ab6977b5\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Medium<\/a>\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;6353&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0628\u0627 Keras \u062f\u0631 \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0646\u062d\u0648\u0647 \u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Keras \u060c \u0628\u0631\u0627\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f4\u060c Ian Goodfellow \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc ( GAN ) \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0639\u0645\u0627\u0644 GAN \u0631\u0648\u06cc \u0645\u0627\u062a \u0632\u062f\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 Keras &hellip;<\/p>\n","protected":false},"author":17,"featured_media":6368,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[84,147,97,101,86],"class_list":["post-6353","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-84","tag-147","tag-97","tag-101","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/6353","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=6353"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/6353\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/6368"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=6353"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=6353"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=6353"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}