{"id":1862,"date":"2018-12-25T07:27:05","date_gmt":"2018-12-25T07:27:05","guid":{"rendered":"http:\/\/mamintoosi.ir\/wp\/?p=1862"},"modified":"2018-12-25T07:27:05","modified_gmt":"2018-12-25T07:27:05","slug":"neural-style-transfer","status":"publish","type":"post","link":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/2018\/12\/25\/neural-style-transfer\/","title":{"rendered":"\u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642"},"content":{"rendered":"<p style=\"text-align: right\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (DeepLearning) \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062c\u0627\u0644\u0628 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0628\u06a9 (\u0627\u0633\u062a\u0627\u06cc\u0644) \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0627 \u0646\u0627\u0645 Neural Style Transfer \u06cc\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f. <a href=\"https:\/\/scholar.google.ru\/citations?user=ADMVEmsAAAAJ&amp;hl=en&amp;oi=sra\">\u0645\u0642\u0627\u0644\u0627\u062a Leon Gatys<\/a>&nbsp;\u0648 \u0645\u0646\u062c\u0645\u0644\u0647 \u0645\u0642\u0627\u0644\u0647 \u0632\u06cc\u0631 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u062f\u0627\u0646\u0633\u062a:<\/p>\n<p dir=\"ltr\" style=\"text-align: left\">Gatys, Leon A., Alexander S. Ecker and Matthias Bethge. \u201c<a href=\"https:\/\/www.cv-foundation.org\/openaccess\/content_cvpr_2016\/html\/Gatys_Image_Style_Transfer_CVPR_2016_paper.html\">Image Style Transfer Using Convolutional Neural Networks<\/a>.\u201d&nbsp;<em>2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)<\/em>&nbsp;(2016): 2414-2423.<\/p>\n<p>\u0648\u06cc\u062f\u06cc\u0648\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 <a href=\"https:\/\/takhtesefid.org\/watch?v=487702976785\">\u062a\u062e\u062a\u0647 \u0633\u0641\u06cc\u062f<\/a> \u0645\u0644\u0627\u062d\u0638\u0647 \u0641\u0631\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<p>\u0634\u06a9\u0644 \u0632\u06cc\u0631 (\u0628\u0631\u06af\u0631\u0641\u062a\u0647 \u0627\u0632<a href=\"https:\/\/dmitryulyanov.github.io\/feed-forward-neural-doodle\/\"> \u06af\u06cc\u062a\u200c\u0647\u0627\u0628 \u062f\u06cc\u0645\u06cc\u062a\u0631\u06cc \u0627\u0648\u0644\u06cc\u0627\u0646\u0648\u0641<\/a> )\u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u0628\u0647\u062a\u0631 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<figure class=\"figure aligncenter\"><a href=\"http:\/\/mamintoosi.ir\/wp\/wp-content\/uploads\/2018\/12\/art1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1863 size-full\" src=\"http:\/\/mamintoosi.ir\/wp\/wp-content\/uploads\/2018\/12\/art1.jpg\" alt=\"\" width=\"1201\" height=\"256\"><\/a><figcaption class=\"figure-caption text-center\">Style Transfer<\/figcaption><\/figure>\n<p>\u0633\u0628\u06a9 \u0646\u0642\u0627\u0634\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0633\u0637 (\u0628\u0627 \u0646\u0627\u0645&nbsp;starry_night) \u0628\u0631 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0633\u06af \u0627\u0639\u0645\u0627\u0644 \u0634\u062f\u0647 \u0648 \u0634\u06a9\u0644 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0647\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0641\u0631\u0645\u0627\u06cc\u06cc\u062f (<a href=\"https:\/\/pytorch.org\/tutorials\/advanced\/neural_style_tutorial.html\">\u0633\u0627\u06cc\u062a \u062f\u0648\u0645<\/a>)<\/p>\n\n\n<ul class=\"wp-block-gallery aligncenter columns-2 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><li class=\"blocks-gallery-item\"><figure><img decoding=\"async\" src=\"http:\/\/mamintoosi.ir\/wp\/wp-content\/uploads\/2018\/12\/art2-1024x191.jpg\" alt=\"\" data-id=\"1866\" data-link=\"http:\/\/mamintoosi.ir\/wp\/?attachment_id=1866\" class=\"wp-image-1866\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img decoding=\"async\" src=\"http:\/\/mamintoosi.ir\/wp\/wp-content\/uploads\/2018\/12\/neuralstyle-1024x193.png\" alt=\"\" data-id=\"1868\" data-link=\"http:\/\/mamintoosi.ir\/wp\/?attachment_id=1868\" class=\"wp-image-1868\" \/><\/figure><\/li><\/ul>\n\n\n\n<p>\u062f\u0648 \u0633\u0627\u06cc\u062a \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u0627\u0646\u062c\u0627\u0645 \u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f:<\/p>\n\n\n\n<p dir=\"ltr\"><a href=\"https:\/\/medium.com\/artists-and-machine-intelligence\/neural-artistic-style-transfer-a-comprehensive-look-f54d8649c199\">Neural artistic style transfer a comprehensive look<\/a><\/p>\n\n\n\n<p style=\"text-align:left\"><a href=\"https:\/\/medium.com\/mlreview\/making-ai-art-with-style-transfer-using-keras-8bb5fa44b216\">Making AI Art with style transfer using Keras<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<p style=\"text-align:left\" dir=\"ltr\"> <a href=\"https:\/\/github.com\/titu1994\/Neural-Style-Transfer\">Neural Style Transfer &amp; Neural Doodles<\/a><br>Implementation of Neural Style Transfer from the paper <a href=\"http:\/\/arxiv.org\/abs\/1508.06576\">A Neural Algorithm of Artistic Style<\/a> in Keras 2.0+<\/p>\n\n\n\n<p style=\"text-align:left\" dir=\"ltr\"><a href=\"https:\/\/github.com\/elleryqueenhomels\/arbitrary_style_transfer\">Fast Neural Style Transfer with Arbitrary Style using AdaIN Layer <\/a> &#8211; Based on Huang et al. &#8220;Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization&#8221;<\/p>\n\n\n\n<p>\u0632\u0645\u0627\u0646 \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627\u06cc \u0635\u0641\u062d\u0647\u060c \u0631\u0648\u06cc CPU \u062d\u062f\u0648\u062f \u06f6\u06f0\u06f0 \u062b\u0627\u0646\u06cc\u0647 \u0648 \u0632\u0645\u0627\u0646 \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0631\u0648\u06cc GPU\u060c \u062d\u062f\u0648\u062f \u06f2\u06f0 \u062b\u0627\u0646\u06cc\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<br>\u0645\u0634\u062e\u0635\u0627\u062a \u062f\u0633\u062a\u06af\u0627\u0647: <br>CPU:  Intel\u00ae Core&#x2122; i7-7700HQ\u00a0 , 4 Cores<br>GPU:  NVIDIA\u00ae GeForce\u00ae GTX 1050 Ti &#8211; 4 GB GDDR5<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<ul class=\"wp-block-gallery columns-0 is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\"><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (DeepLearning) \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062c\u0627\u0644\u0628 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0628\u06a9 (\u0627\u0633\u062a\u0627\u06cc\u0644) \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 &hellip; <a href=\"https:\/\/staff.hsu.ac.ir\/mamintoosi\/2018\/12\/25\/neural-style-transfer\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">\u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/span><\/a><\/p>\n","protected":false},"author":46,"featured_media":1877,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[17],"tags":[20],"class_list":["post-1862","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-17","tag-deeplearning"],"_links":{"self":[{"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/posts\/1862","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/users\/46"}],"replies":[{"embeddable":true,"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/comments?post=1862"}],"version-history":[{"count":0,"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/posts\/1862\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/media?parent=1862"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/categories?post=1862"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staff.hsu.ac.ir\/mamintoosi\/wp-json\/wp\/v2\/tags?post=1862"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}