{"id":477333,"date":"2023-08-09T09:11:08","date_gmt":"2023-08-09T09:11:08","guid":{"rendered":""},"modified":"2023-09-05T11:14:31","modified_gmt":"2023-09-05T11:14:31","slug":"generative-adversarial-networks-gans","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/generative-adversarial-networks-gans\/","title":{"rendered":"\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs)"},"content":{"rendered":"<p>\u062a\u0645\u062b\u0644 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs) \u0641\u0626\u0629 \u0631\u0627\u0626\u062f\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0627\u0644\u062a\u064a \u0623\u062d\u062f\u062b\u062a \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a 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\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/li>\n<li>\u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u0648\u0644\u062f \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u064f\u0645\u064a\u0650\u0651\u0632 \u0644\u0625\u0646\u062a\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0625\u0642\u0646\u0627\u0639\u064b\u0627.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0642\u0627\u0631\u0628<\/strong>:<br \/>\n\u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u062d\u062a\u0649 \u064a\u0635\u0628\u062d \u0627\u0644\u0645\u0648\u0644\u062f \u0645\u0627\u0647\u0631\u064b\u0627 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u062e\u062f\u0627\u0639 \u0627\u0644\u0645\u064f\u0645\u064a\u0650\u0651\u0632 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u0639\u0646\u062f \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629\u060c \u064a\u0642\u0627\u0644 \u0625\u0646 \u0634\u0628\u0643\u0627\u062a GAN \u0642\u062f \u062a\u0642\u0627\u0631\u0628\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0637\u0644\u0628<\/strong>:<br \/>\n\u0628\u0645\u062c\u0631\u062f \u062a\u062f\u0631\u064a\u0628\u0647\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0644\u062f \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062b\u064a\u0644\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0645\u062b\u0644 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0623\u0648 \u0645\u0648\u0633\u064a\u0642\u0649 \u0623\u0648 \u062d\u062a\u0649 \u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u064a\u0634\u0628\u0647 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0644\u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs).<\/h2>\n<p>\u062a\u0645\u062a\u0644\u0643 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647\u0627 \u0641\u0631\u064a\u062f\u0629 \u0648\u0642\u0648\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0644\u064a\u0645 \u063a\u064a\u0631 \u0645\u0634\u0631\u0641 \u0639\u0644\u064a\u0647<\/strong>:<br \/>\n\u062a\u0646\u062a\u0645\u064a \u0634\u0628\u0643\u0627\u062a GAN \u0625\u0644\u0649 \u0641\u0626\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0644\u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0646\u0641\u0629 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0625\u0646 \u0627\u0644\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0639\u062f\u0627\u0626\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0645\u0643\u0646\u0647 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629<\/strong>:<br \/>\n\u0623\u062d\u062f \u0623\u0628\u0631\u0632 \u062c\u0648\u0627\u0646\u0628 \u0634\u0628\u0643\u0627\u062a GAN \u0647\u0648 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0625\u0628\u062f\u0627\u0639\u064a. \u064a\u0645\u0643\u0646\u0647\u0645 \u0625\u0646\u062a\u0627\u062c \u0639\u064a\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>:<br \/>\n\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u062d\u062c\u0645 \u0648\u062a\u0646\u0648\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a GAN \u062a\u062d\u0633\u064a\u0646 \u062a\u0639\u0645\u064a\u0645 \u0648\u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>:<br \/>\n\u064a\u0645\u0643\u0646 \u0636\u0628\u0637 \u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0643\u0646\u0642\u0637\u0629 \u0628\u062f\u0627\u064a\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629<\/strong>:<br \/>\n\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647. \u0648\u0647\u0630\u0627 \u0644\u0647 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u0645\u0627\u064a\u062a\u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<p>\u0627\u0643\u062a\u0628 \u0623\u0646\u0648\u0627\u0639 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs) \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629. \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629.<\/p>\n<p>\u062a\u0637\u0648\u0631\u062a \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0625\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u062e\u0635\u0627\u0626\u0635\u0647 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0641\u0631\u064a\u062f\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a GAN \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (DCGANs)<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0641\u064a \u0627\u0644\u0645\u0648\u0644\u062f \u0648\u0627\u0644\u0645\u0645\u064a\u0632.<\/li>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0648\u0645\u0642\u0627\u0637\u0639 \u0641\u064a\u062f\u064a\u0648 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629.<\/li>\n<li>\u0642\u062f\u0645\u0647 \u0631\u0627\u062f\u0641\u0648\u0631\u062f \u0648\u0622\u062e\u0631\u0648\u0646. \u0641\u064a \u0639\u0627\u0645 2015.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u0634\u0631\u0637\u064a\u0629 (cGANs)<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0634\u0631\u0648\u0637\u0629.<\/li>\n<li>\u0645\u0641\u064a\u062f \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0645\u0646 \u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/li>\n<li>\u0627\u0642\u062a\u0631\u062d\u0647 \u0645\u064a\u0631\u0632\u0627 \u0648\u0623\u0648\u0633\u064a\u0646\u062f\u064a\u0631\u0648 \u0641\u064a \u0639\u0627\u0645 2014.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u0643\u0627\u062a \u0648\u0627\u0633\u0631\u0634\u062a\u0627\u064a\u0646 GAN (WGANs)<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0633\u0627\u0641\u0629 \u0641\u0627\u0633\u0631\u0634\u062a\u0627\u064a\u0646 \u0644\u062a\u062f\u0631\u064a\u0628 \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627.<\/li>\n<li>\u064a\u0639\u0627\u0644\u062c \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0646\u0647\u064a\u0627\u0631 \u0627\u0644\u0648\u0636\u0639 \u0648\u0627\u062e\u062a\u0641\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a.<\/li>\n<li>\u0642\u062f\u0645\u0647 \u0623\u0631\u062c\u0648\u0648\u0641\u0633\u0643\u064a \u0648\u0622\u062e\u0631\u0648\u0646. \u0641\u064a \u0639\u0627\u0645 2017.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>CycleGANs<\/strong>:<\/p>\n<ul>\n<li>\u064a\u062a\u064a\u062d \u062a\u0631\u062c\u0645\u0629 \u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u063a\u064a\u0631 \u0645\u0642\u062a\u0631\u0646\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0642\u062a\u0631\u0646\u0629.<\/li>\n<li>\u0645\u0641\u064a\u062f \u0644\u0646\u0642\u0644 \u0627\u0644\u0646\u0645\u0637 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u0646 \u0648\u062a\u0643\u064a\u064a\u0641 \u0627\u0644\u0645\u062c\u0627\u0644.<\/li>\n<li>\u0645\u0642\u062a\u0631\u062d \u0645\u0646 \u062a\u0634\u0648 \u0648\u0622\u062e\u0631\u0648\u0646. \u0641\u064a \u0639\u0627\u0645 2017.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u062a\u0642\u062f\u0645\u064a\u0629<\/strong>:<\/p>\n<ul>\n<li>\u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a GAN \u0628\u0637\u0631\u064a\u0642\u0629 \u062a\u0642\u062f\u0645\u064a\u0629\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0625\u0644\u0649 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629.<\/li>\n<li>\u064a\u0633\u0645\u062d \u0628\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a.<\/li>\n<li>\u0642\u062f\u0645\u0647 \u0643\u0631\u0627\u0633 \u0648\u0622\u062e\u0631\u0648\u0646. \u0641\u064a \u0639\u0627\u0645 2018.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>StyleGANs<\/strong>:<\/p>\n<ul>\n<li>\u064a\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0648\u0627\u0644\u0645\u062d\u0644\u064a \u0641\u064a \u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0635\u0648\u0631\u0629.<\/li>\n<li>\u062a\u0646\u062a\u062c \u0635\u0648\u0631\u064b\u0627 \u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635.<\/li>\n<li>\u0645\u0642\u062a\u0631\u062d \u0645\u0646 \u0643\u0631\u0627\u0633 \u0648\u0622\u062e\u0631\u0648\u0646. \u0641\u064a \u0639\u0627\u0645 2019.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs) \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<p>\u0625\u0646 \u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u064a\u062a\u064a\u062d \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0644\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u064a\u0623\u062a\u064a \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0628\u0647\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a GAN\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u062d\u0644\u0648\u0644\u0647\u0627:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0632\u064a\u0627\u062f\u0629<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0648\u0627\u0642\u0639\u064a\u0629 \u0648\u0632\u064a\u0627\u062f\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629.<\/li>\n<li>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u0627\u0646\u0647\u064a\u0627\u0631 \u0627\u0644\u0648\u0636\u0639 \u2013 \u0639\u0646\u062f\u0645\u0627 \u064a\u0646\u062a\u062c \u0627\u0644\u0645\u0648\u0644\u062f \u062a\u0646\u0648\u0639\u064b\u0627 \u0645\u062d\u062f\u0648\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/li>\n<li>\u0627\u0644\u062d\u0644: \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u062f\u0641\u0639\u0629 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u064a\u0646\u0647\u0627\u0631 \u0648\u0636\u0639 \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062f\u0642\u0629 \u0641\u0627\u0626\u0642\u0629 \u0648\u0646\u0642\u0644 \u0627\u0644\u0623\u0633\u0644\u0648\u0628<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a GAN \u062a\u0631\u0642\u064a\u0629 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062f\u0642\u0629 \u0648\u0646\u0642\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u064a\u0646 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<li>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u0639\u062f\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u062e\u062a\u0641\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a.<\/li>\n<li>\u0627\u0644\u062d\u0644: \u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a Wasserstein GAN (WGANs) \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u0642\u062f\u0645\u064a \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a GAN \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0646\u0635\u064a\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631 \u0645\u0642\u0627\u0628\u0644\u0629.<\/li>\n<li>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0646\u0635\u064a\u0629.<\/li>\n<li>\u0627\u0644\u062d\u0644: \u062a\u0639\u0645\u0644 \u0628\u0646\u064a\u0627\u062a cGAN \u0627\u0644\u0645\u062d\u0633\u0646\u0629 \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0623\u0635\u0644\u064a.<\/li>\n<li>\u0627\u0644\u062d\u0644: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a Wasserstein GAN \u0623\u0648 \u0625\u0636\u0627\u0641\u0629 \u062e\u0633\u0627\u0626\u0631 \u0645\u0633\u0627\u0639\u062f\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062c\u064a\u0644 \u0627\u0644\u0641\u0646 \u0648\u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649<\/strong>:<\/p>\n<ul>\n<li>\u0644\u0642\u062f \u0623\u0638\u0647\u0631\u062a \u0634\u0628\u0643\u0627\u062a GAN \u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0639\u062f\u0629 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0641\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0637\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0625\u0628\u062f\u0627\u0639 \u0648\u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647.<\/li>\n<li>\u0627\u0644\u062d\u0644: \u0636\u0628\u0637 \u0634\u0628\u0643\u0627\u062a GAN \u0648\u062f\u0645\u062c \u0627\u0644\u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645.<\/p>\n<p>\u062f\u0639\u0648\u0646\u0627 \u0646\u0642\u0627\u0631\u0646 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs) \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0645\u0627\u062b\u0644\u0629 \u0648\u0646\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u062e\u0635\u0627\u0626\u0635\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u0635\u0641\u0627\u062a<\/th>\n<th>\u0627\u0644\u0641\u0631\u0642 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a GAN<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 (VAEs)<\/td>\n<td>- \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0648\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629.<\/td>\n<td>- \u062a\u0633\u062a\u062e\u062f\u0645 VAEs \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0627\u0644\u0635\u0631\u064a\u062d \u0648\u062e\u0633\u0627\u0631\u0629 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0625\u0639\u0645\u0627\u0631.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u2013 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0646 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>- \u062a\u062a\u0639\u0644\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u062a\u0634\u0641\u064a\u0631 \u0648\u0627\u0636\u062d.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0644\u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627.<\/td>\n<td>\u2013 \u062a\u062a\u0641\u0648\u0642 \u0634\u0628\u0643\u0627\u062a GAN \u0641\u064a \u0625\u0646\u062a\u0627\u062c \u0645\u062d\u062a\u0648\u0649 \u0648\u0627\u0642\u0639\u064a \u0648\u0645\u062a\u0646\u0648\u0639.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0644\u0645<\/td>\n<td>- \u064a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 \u0648\u0643\u064a\u0644 \u064a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0626\u0629.<\/td>\n<td>\u2013 \u062a\u0631\u0643\u0632 \u0634\u0628\u0643\u0627\u062a GAN \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0639\u0638\u064a\u0645 \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u0627\u0644\u062a\u0631\u0627\u0643\u0645\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a.<\/td>\n<td>- \u062a\u0647\u062f\u0641 \u0634\u0628\u0643\u0627\u062a GAN \u0625\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u062a\u0648\u0627\u0632\u0646 \u0646\u0627\u0634 \u0628\u064a\u0646 \u0627\u0644\u0645\u0648\u0644\u062f \u0648\u0627\u0644\u0645\u0645\u064a\u0632.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642\u0647 \u0641\u064a \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0648\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/td>\n<td>- \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a<\/td>\n<td>- \u0627\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0648\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/td>\n<td>- \u062a\u0631\u0643\u0632 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0639\u0644\u0649 \u062a\u0634\u0641\u064a\u0631 \u0648\u0641\u0643 \u062a\u0634\u0641\u064a\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0631\u0642\u0627\u0628\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/td>\n<td>- \u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0645\u0641\u064a\u062f \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0636\u0648\u0636\u0627\u0621.<\/td>\n<td>- \u0634\u0628\u0643\u0627\u062a GAN \u0642\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0648\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs).<\/p>\n<p>\u064a\u062d\u0645\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0648\u0639\u0648\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u0629 \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0627\u062a\u0647\u0627. \u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629<\/strong>:<\/p>\n<ul>\n<li>\u0633\u0648\u0641 \u062a\u0631\u0643\u0632 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0646\u0647\u064a\u0627\u0631 \u0627\u0644\u0648\u0636\u0639 \u0648\u0639\u062f\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0634\u0628\u0643\u0627\u062a GAN \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0642\u0648\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062c\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/strong>:<\/p>\n<ul>\n<li>\u0633\u064a\u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0639\u0628\u0631 \u0637\u0631\u0627\u0626\u0642 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0625\u062b\u0631\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062c\u064a\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong>:<\/p>\n<ul>\n<li>\u0633\u062a\u0645\u0643\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0634\u0628\u0643\u0627\u062a GAN \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0645\u062c\u0627\u0644<\/strong>:<\/p>\n<ul>\n<li>\u0633\u062a\u062c\u062f \u0634\u0628\u0643\u0627\u062a GAN \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0645\u062a\u0632\u0627\u064a\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0645\u062b\u0644 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0637\u0642\u0633.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629<\/strong>:<\/p>\n<ul>\n<li>\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0634\u0628\u0643\u0627\u062a GAN \u0623\u0635\u0628\u062d\u062a \u0623\u0643\u062b\u0631 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0625\u0646\u062a\u0627\u062c \u0645\u062d\u062a\u0648\u0649 \u0645\u0632\u064a\u0641 \u0645\u0642\u0646\u0639\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0648\u0627\u0644\u0644\u0648\u0627\u0626\u062d \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0648\u0627\u0644\u062a\u0632\u064a\u064a\u0641 \u0627\u0644\u0639\u0645\u064a\u0642 \u0633\u062a\u0643\u0648\u0646 \u062d\u0627\u0633\u0645\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u0630\u062c \u0647\u062c\u064a\u0646\u0629<\/strong>:<\/p>\n<ul>\n<li>\u0633\u064a\u062a\u0645 \u062f\u0645\u062c \u0634\u0628\u0643\u0627\u062a GAN \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0623\u0648 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u0646\u064a\u0627\u062a \u0647\u062c\u064a\u0646\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs).<\/p>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0637\u0628\u064a\u0642 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0633\u0647\u064a\u0644 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u062e\u0641\u0627\u0621 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u062b\u0646\u0627\u0621 \u0645\u0647\u0627\u0645 \u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0648\u064a\u0628.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629<\/strong>:<\/p>\n<ul>\n<li>\u062a\u0633\u0645\u062d \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u062c\u063a\u0631\u0627\u0641\u064a\u064b\u0627\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u0633\u064a\u0646 \u062a\u0639\u0645\u064a\u0645 \u0648\u062a\u0646\u0648\u0639 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 GAN.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u0646\u0639 \u062d\u0638\u0631 IP<\/strong>:<\/p>\n<ul>\n<li>\u0639\u0646\u062f \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u0645\u0646\u0639 \u062d\u0638\u0631 IP \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062f\u0648\u064a\u0631 \u0639\u0646\u0627\u0648\u064a\u0646 IP\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0644\u0627\u0633\u0629 \u0648\u062f\u0648\u0646 \u0627\u0646\u0642\u0637\u0627\u0639.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>:<\/p>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u062a\u062f\u0631\u064a\u0628 GAN\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>:<\/p>\n<ul>\n<li>\u0641\u064a \u062a\u062f\u0631\u064a\u0628 GAN \u0627\u0644\u0645\u0648\u0632\u0639\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0648\u062a\u062d\u0633\u064a\u0646 \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs)\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1406.2661\" target=\"_new\" rel=\"noopener nofollow\">GANs \u2013 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0644\u0625\u064a\u0627\u0646 \u062c\u0648\u062f\u0641\u064a\u0644\u0648<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1511.06434\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (DCGANs) - \u0631\u0627\u062f\u0641\u0648\u0631\u062f \u0648\u0622\u062e\u0631\u0648\u0646.<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1411.1784\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u0634\u0631\u0637\u064a\u0629 (cGANs) - \u0645\u064a\u0631\u0632\u0627 \u0648\u0623\u0648\u0633\u064a\u0646\u062f\u064a\u0631\u0648<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1701.07875\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u0643\u0627\u062a Wasserstein GANs (WGANs) \u2013 \u0623\u0631\u062c\u0648\u0648\u0641\u0633\u0643\u064a \u0648\u0622\u062e\u0631\u0648\u0646.<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1703.10593\" target=\"_new\" rel=\"noopener nofollow\">CycleGANs - \u062a\u0634\u0648 \u0648\u0622\u062e\u0631\u0648\u0646.<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1710.10196\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u0643\u0627\u062a GAN \u0627\u0644\u062a\u0642\u062f\u0645\u064a\u0629 - \u0643\u0631\u0627\u0633 \u0648\u0622\u062e\u0631\u0648\u0646.<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1812.04948\" target=\"_new\" rel=\"noopener nofollow\">StyleGANs - \u0643\u0631\u0627\u0633 \u0648\u0622\u062e\u0631\u0648\u0646.<\/a><\/li>\n<\/ol>\n<p>\u0644\u0642\u062f \u0641\u062a\u062d\u062a \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u062f\u0641\u0639 \u062d\u062f\u0648\u062f \u0627\u0644\u0625\u0628\u062f\u0627\u0639 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u062a\u0633\u062a\u0639\u062f \u0634\u0628\u0643\u0627\u062a GAN \u0644\u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0648\u0625\u062d\u062f\u0627\u062b \u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0645\u062b\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0642\u0627\u062f\u0645\u0629.<\/p>","protected":false},"featured_media":468467,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477333","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Generative Adversarial Networks (GANs): Revolutionizing AI Creativity<\/mark>","faq_items":[{"question":"What are Generative Adversarial Networks (GANs)?","answer":"<p>Generative Adversarial Networks (GANs) are a type of artificial intelligence model introduced in 2014. They consist of two neural networks, the generator, and the discriminator, which engage in a competitive process. The generator creates synthetic data, while the discriminator tries to differentiate between real and fake data. This adversarial interplay leads to the generation of highly realistic and diverse content, making GANs a powerful tool for various applications.<\/p>"},{"question":"How do GANs work?","answer":"<p>GANs work through a cyclic process of training, where the generator and discriminator interact in each iteration. The generator takes random noise as input and transforms it into data that should resemble real examples. The discriminator, on the other hand, tries to distinguish between real and synthetic data. As training progresses, the generator becomes better at producing data that can fool the discriminator, resulting in highly realistic outputs.<\/p>"},{"question":"What are the main types of GANs?","answer":"<p>There are several types of GANs, each with its unique characteristics and applications. Some popular types include Deep Convolutional GANs (DCGANs), Conditional GANs (cGANs), Wasserstein GANs (WGANs), CycleGANs, Progressive GANs, and StyleGANs. These variants offer solutions for specific tasks, such as image generation, style transfer, and text-to-image synthesis.<\/p>"},{"question":"How can GANs be used in real-world applications?","answer":"<p>GANs find applications in diverse fields, including image generation, data augmentation, super-resolution, style transfer, and even text-to-image translation. They are also used for privacy protection by generating synthetic data that resembles the real data distribution while preserving anonymity.<\/p>"},{"question":"What are the challenges associated with GANs?","answer":"<p>Common challenges with GANs include mode collapse, where the generator produces limited diversity in output, and training instability, leading to difficulties in achieving convergence. Researchers are continuously working on techniques like Wasserstein GANs and progressive training to address these issues.<\/p>"},{"question":"How do proxy servers enhance the use of GANs?","answer":"<p>Proxy servers play a vital role in GANs' training and application. They facilitate data collection, improve data diversity, prevent IP blocking during web scraping, and aid in data augmentation by providing additional data. Proxy servers optimize GANs' performance and enhance their capabilities.<\/p>"},{"question":"What is the future outlook for GANs?","answer":"<p>The future of GANs looks promising with ongoing research focusing on improving stability and robustness, enabling multimodal generation, achieving real-time content creation, and addressing ethical concerns related to deepfakes and misinformation.<\/p>"},{"question":"Where can I find more information about GANs?","answer":"<p>For more in-depth information about Generative Adversarial Networks (GANs), you can explore the provided links to original research papers and related resources. These sources offer a deeper understanding of GANs and their applications.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477333","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477333\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468467"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}