{"id":476579,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:01","modified_gmt":"2023-09-05T11:13:01","slug":"cyclegan","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/cyclegan\/","title":{"rendered":"\u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928"},"content":{"rendered":"<p>CycleGAN \u090f\u0915 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u0939\u0948 \u091c\u093f\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u091b\u0935\u093f-\u0938\u0947-\u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091c\u0947\u0928\u0947\u0930\u0947\u091f\u093f\u0935 \u090f\u0921\u0935\u0930\u0938\u0948\u0930\u093f\u092f\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u094d\u0938 (GANs) \u0915\u0947 \u092a\u0930\u093f\u0935\u093e\u0930 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0939\u0948, \u091c\u094b 2014 \u092e\u0947\u0902 \u0907\u092f\u093e\u0928 \u0917\u0941\u0921\u092b\u0947\u0932\u094b \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u0939\u092f\u094b\u0917\u093f\u092f\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u0947\u0936 \u0915\u093f\u090f \u0917\u090f \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u090f\u0915 \u0935\u0930\u094d\u0917 \u0939\u0948\u0964 CycleGAN \u0915\u094b \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u0947 \u092c\u093f\u0928\u093e \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u090f\u0915 \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0926\u0942\u0938\u0930\u0947 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u0905\u0928\u0942\u0920\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0907\u0938\u0947 \u0915\u0932\u093e\u0924\u094d\u092e\u0915 \u0936\u0948\u0932\u0940 \u0939\u0938\u094d\u0924\u093e\u0902\u0924\u0930\u0923, \u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0914\u0930 \u091b\u0935\u093f \u0938\u0902\u0936\u094d\u0932\u0947\u0937\u0923 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<h2>CycleGAN \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938 \u0914\u0930 \u0907\u0938\u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916<\/h2>\n<p>CycleGAN \u0915\u094b 2017 \u092e\u0947\u0902 \u0915\u0948\u0932\u093f\u092b\u094b\u0930\u094d\u0928\u093f\u092f\u093e \u0935\u093f\u0936\u094d\u0935\u0935\u093f\u0926\u094d\u092f\u093e\u0932\u092f, \u092c\u0930\u094d\u0915\u0932\u0947 \u0915\u0947 \u091c\u0942\u0928-\u092f\u093e\u0928 \u091d\u0942, \u0924\u093e\u090f\u0938\u0941\u0902\u0917 \u092a\u093e\u0930\u094d\u0915, \u092b\u093f\u0932\u093f\u092a \u0907\u0938\u094b\u0932\u093e \u0914\u0930 \u090f\u0932\u0947\u0915\u094d\u0938\u0940 \u090f. \u090f\u092b\u094d\u0930\u094b\u0938 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964 &quot;\u0905\u0928\u092a\u0947\u092f\u0930\u094d\u0921 \u0907\u092e\u0947\u091c-\u091f\u0942-\u0907\u092e\u0947\u091c \u091f\u094d\u0930\u093e\u0902\u0938\u0932\u0947\u0936\u0928 \u092f\u0942\u091c\u093f\u0902\u0917 \u0938\u093e\u0907\u0915\u0932-\u0915\u0902\u0938\u093f\u0938\u094d\u091f\u0947\u0902\u091f \u090f\u0921\u0935\u0930\u0938\u0948\u0930\u093f\u092f\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u094d\u0938&quot; \u0936\u0940\u0930\u094d\u0937\u0915 \u0935\u093e\u0932\u0947 \u092a\u0947\u092a\u0930 \u0928\u0947 \u0905\u0928\u092a\u0947\u092f\u0930\u094d\u0921 \u0907\u092e\u0947\u091c \u091f\u094d\u0930\u093e\u0902\u0938\u0932\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0905\u092d\u093f\u0928\u0935 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u093f\u092f\u093e, \u091c\u094b \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u0921\u0947\u091f\u093e-\u0906\u0927\u093e\u0930\u093f\u0924 \u0924\u0930\u0940\u0915\u094b\u0902 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0925\u093e\u0964 \u0932\u0947\u0916\u0915\u094b\u0902 \u0928\u0947 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f &quot;\u091a\u0915\u094d\u0930 \u0938\u0902\u0917\u0924\u093f&quot; \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u092a\u0947\u0936 \u0915\u0940 \u0915\u093f \u0905\u0928\u0941\u0935\u093e\u0926\u093f\u0924 \u091b\u0935\u093f\u092f\u093e\u0902 \u092e\u0942\u0932 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0935\u093e\u092a\u0938 \u0905\u0928\u0941\u0935\u093e\u0926\u093f\u0924 \u0939\u094b\u0928\u0947 \u092a\u0930 \u0905\u092a\u0928\u0940 \u092a\u0939\u091a\u093e\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0947\u0902\u0964<\/p>\n<h2>CycleGAN \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940\u0964 CycleGAN \u0935\u093f\u0937\u092f \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930\u0964<\/h2>\n<p>CycleGAN \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924\u094b\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u0926\u094b \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u090f\u0915 \u0926\u0942\u0938\u0930\u0947 \u0915\u0947 \u0916\u093f\u0932\u093e\u092b \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u092a\u0930\u094d\u0927\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902: \u091c\u0928\u0930\u0947\u091f\u0930 \u0914\u0930 \u0935\u093f\u0935\u0947\u091a\u0915\u0964 \u091c\u0928\u0930\u0947\u091f\u0930 \u0915\u093e \u0932\u0915\u094d\u0937\u094d\u092f \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u090f\u0915 \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0926\u0942\u0938\u0930\u0947 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u0935\u093f\u0935\u0947\u091a\u0915 \u0915\u093e \u0915\u093e\u0930\u094d\u092f \u0932\u0915\u094d\u0937\u094d\u092f \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u091b\u0935\u093f\u092f\u094b\u0902 \u0914\u0930 \u091c\u0928\u0930\u0947\u091f\u0930 \u0926\u094d\u0935\u093e\u0930\u093e \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u0930\u0928\u093e \u0939\u0948\u0964<\/p>\n<p>CycleGAN \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u092e\u0947\u0902 \u0926\u094b \u092e\u0941\u0916\u094d\u092f \u0918\u091f\u0915 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u091c\u0947\u0928\u0930\u0947\u091f\u0930 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong>: \u0926\u094b \u091c\u0928\u0930\u0947\u091f\u0930 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0939\u0948\u0902, \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u090f\u0915 \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0926\u0942\u0938\u0930\u0947 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930 \u0939\u0948 \u0914\u0930 \u0907\u0938\u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924\u0964 \u091c\u0928\u0930\u0947\u091f\u0930 \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u092c\u0940\u091a \u092e\u0948\u092a\u093f\u0902\u0917 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0928\u094d\u0935\u0947\u0928\u094d\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (\u0938\u0940\u090f\u0928\u090f\u0928) \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0935\u093f\u092d\u0947\u0926\u0915 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong>: \u091c\u0928\u0930\u0947\u091f\u0930 \u0915\u0947 \u0938\u092e\u093e\u0928, CycleGAN \u0926\u094b \u0935\u093f\u092d\u0947\u0926\u0915\u094b\u0902 \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915\u0964 \u092f\u0947 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092f\u0939 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u090f\u0928\u090f\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0915\u094b\u0908 \u0907\u0928\u092a\u0941\u091f \u091b\u0935\u093f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0939\u0948 (\u0932\u0915\u094d\u0937\u094d\u092f \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924) \u092f\u093e \u0928\u0915\u0932\u0940 (\u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u091c\u0928\u0930\u0947\u091f\u0930 \u0926\u094d\u0935\u093e\u0930\u093e \u0909\u0924\u094d\u092a\u0928\u094d\u0928)\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>CycleGAN \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n<p>CycleGAN \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ul>\n<li>\n<p><strong>\u0905\u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u0921\u0947\u091f\u093e<\/strong>: \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u093f\u0938\u092e\u0947\u0902 \u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, CycleGAN \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0915\u093f\u0938\u0940 \u092d\u0940 \u0938\u0940\u0927\u0947 \u092a\u0924\u094d\u0930\u093e\u091a\u093e\u0930 \u0915\u0947 \u092c\u093f\u0928\u093e \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u092c\u0940\u091a \u092e\u0948\u092a\u093f\u0902\u0917 \u0938\u0940\u0916 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0938\u093e\u0907\u0915\u093f\u0932 \u0938\u0902\u0917\u0924\u093f \u0939\u093e\u0928\u093f<\/strong>: \u091a\u0915\u094d\u0930 \u0938\u094d\u0925\u093f\u0930\u0924\u093e \u0939\u093e\u0928\u093f \u0915\u0940 \u0936\u0941\u0930\u0942\u0906\u0924 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f \u091c\u092c \u0915\u093f\u0938\u0940 \u091b\u0935\u093f \u0915\u094b \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u092b\u093f\u0930 \u0909\u0938\u0915\u0947 \u092e\u0942\u0932 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0935\u093e\u092a\u0938 \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0924\u094b \u0905\u0928\u0941\u0935\u093e\u0926 \u0938\u0941\u0938\u0902\u0917\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0938\u0947 \u091b\u0935\u093f \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948.<\/p>\n<\/li>\n<li>\n<p><strong>\u0936\u0948\u0932\u0940 \u0938\u0902\u0930\u0915\u094d\u0937\u0923<\/strong>: CycleGAN \u0915\u0932\u093e\u0924\u094d\u092e\u0915 \u0936\u0948\u0932\u0940 \u0939\u0938\u094d\u0924\u093e\u0902\u0924\u0930\u0923 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u0928\u0915\u0940 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong>: \u092f\u0939 \u090f\u0915 \u091b\u0935\u093f \u0915\u094b \u090f\u0915 \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0926\u0942\u0938\u0930\u0947 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0922\u0942\u0902\u0922\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092e\u094c\u0938\u092e \u092f\u093e \u092e\u094c\u0938\u092e \u092c\u0926\u0932\u0928\u093e\u0964<\/p>\n<\/li>\n<\/ul>\n<h2>\u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<p>CycleGAN \u0915\u094b \u0909\u0938\u0915\u0947 \u0926\u094d\u0935\u093e\u0930\u093e \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939\u093e\u0902 \u0915\u0941\u091b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0926\u093f\u090f \u0917\u090f \u0939\u0948\u0902:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0936\u0948\u0932\u0940 \u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u0923<\/td>\n<td>\u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0940 \u0915\u0932\u093e\u0924\u094d\u092e\u0915 \u0936\u0948\u0932\u0940 \u092c\u0926\u0932\u0928\u093e\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0926\u093f\u0928-\u0938\u0947-\u0930\u093e\u0924<\/td>\n<td>\u0926\u093f\u0928 \u0915\u0947 \u0938\u092e\u092f \u0915\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0930\u093e\u0924 \u0915\u0947 \u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u093e\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0918\u094b\u0921\u093c\u0947 \u0938\u0947 \u091c\u093c\u0947\u092c\u0930\u093e \u0924\u0915<\/td>\n<td>\u0918\u094b\u0921\u093c\u094b\u0902 \u0915\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u091c\u0947\u092c\u094d\u0930\u093e \u0915\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u0930\u0928\u093e\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0936\u0940\u0924\u0915\u093e\u0932 \u0938\u0947 \u0917\u094d\u0930\u0940\u0937\u094d\u092e\u0915\u093e\u0932 \u0924\u0915<\/td>\n<td>\u0938\u0930\u094d\u0926\u093f\u092f\u094b\u0902 \u0915\u0947 \u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u094b \u0917\u0930\u094d\u092e\u093f\u092f\u094b\u0902 \u0915\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u092a\u0928\u093e\u0928\u093e\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>CycleGAN \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0909\u092a\u092f\u094b\u0917 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0901 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<h3>\u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947:<\/h3>\n<ol>\n<li>\n<p><strong>\u0915\u0932\u093e\u0924\u094d\u092e\u0915 \u0936\u0948\u0932\u0940 \u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u0923<\/strong>: CycleGAN \u0915\u0932\u093e\u0915\u093e\u0930\u094b\u0902 \u0914\u0930 \u0921\u093f\u091c\u093e\u0907\u0928\u0930\u094b\u0902 \u0915\u094b \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u0915\u0932\u093e\u0924\u094d\u092e\u0915 \u0930\u091a\u0928\u093e\u090f\u0901 \u092c\u0928\u093e\u0924\u0947 \u0939\u0941\u090f, \u092a\u094d\u0930\u0938\u093f\u0926\u094d\u0927 \u091a\u093f\u0924\u094d\u0930\u094b\u0902 \u092f\u093e \u0915\u0932\u093e\u0915\u0943\u0924\u093f \u0915\u0940 \u0936\u0948\u0932\u0940 \u0915\u094b \u0905\u092a\u0928\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u0947\u091f\u093e \u0938\u0902\u0935\u0930\u094d\u0927\u0928<\/strong>: \u0915\u0941\u091b \u092e\u093e\u092e\u0932\u094b\u0902 \u092e\u0947\u0902, CycleGAN \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0935\u093f\u0935\u093f\u0927\u0924\u093e\u090f\u0902 \u092a\u0948\u0926\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u094c\u091c\u0942\u0926\u093e \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u0930\u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092e\u0949\u0921\u0932 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong>: \u0907\u0938\u0947 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u090f\u0915 \u0921\u094b\u092e\u0947\u0928 \u0938\u0947 \u0921\u0947\u091f\u093e (\u091c\u0948\u0938\u0947, \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u091b\u0935\u093f\u092f\u093e\u0902) \u0926\u0941\u0930\u094d\u0932\u092d \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0921\u094b\u092e\u0947\u0928 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0938\u093f\u0902\u0925\u0947\u091f\u093f\u0915 \u091b\u0935\u093f\u092f\u093e\u0902) \u0938\u0947 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u091a\u0941\u0930 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h3>\u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928:<\/h3>\n<ol>\n<li>\n<p><strong>\u092e\u094b\u0921 \u092a\u0924\u0928<\/strong>: CycleGAN \u0938\u0939\u093f\u0924 GAN \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u091a\u0941\u0928\u094c\u0924\u0940 \u092e\u094b\u0921 \u092a\u0924\u0928 \u0939\u0948, \u091c\u0939\u093e\u0902 \u091c\u0928\u0930\u0947\u091f\u0930 \u0938\u0940\u092e\u093f\u0924 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0906\u0909\u091f\u092a\u0941\u091f \u0915\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0935\u093e\u0938\u0947\u0930\u0938\u094d\u091f\u0940\u0928 \u091c\u0940\u090f\u090f\u0928 \u0914\u0930 \u0935\u0930\u094d\u0923\u0915\u094d\u0930\u092e\u0940\u092f \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0915\u092e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0905\u0938\u094d\u0925\u093f\u0930\u0924\u093e<\/strong>: GAN \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u093e \u0915\u0920\u093f\u0928 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 CycleGAN \u0915\u094b\u0908 \u0905\u092a\u0935\u093e\u0926 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u0939\u093e\u0907\u092a\u0930\u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0914\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 \u0909\u091a\u093f\u0924 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u094b \u0938\u094d\u0925\u093f\u0930 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u094d\u092f \u0924\u0941\u0932\u0928\u093e\u090f\u0901<\/h2>\n<h3>\u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928 \u092c\u0928\u093e\u092e Pix2Pix<\/h3>\n<p>CycleGAN \u0914\u0930 Pix2Pix \u0926\u094b\u0928\u094b\u0902 \u091b\u0935\u093f-\u0938\u0947-\u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u092e\u0949\u0921\u0932 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u0935\u0947 \u0905\u092a\u0928\u0940 \u0907\u0928\u092a\u0941\u091f \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928 \u0939\u0948\u0902\u0964 \u091c\u092c\u0915\u093f CycleGAN \u0905\u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u0938\u0947 \u0938\u0940\u0916 \u0938\u0915\u0924\u093e \u0939\u0948, Pix2Pix \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 CycleGAN \u0915\u094b \u0909\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u092f\u0941\u0917\u094d\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u092f\u093e \u0905\u0938\u0902\u092d\u0935 \u0939\u0948\u0964<\/p>\n<h3>\u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928 \u092c\u0928\u093e\u092e \u0938\u094d\u091f\u093e\u0930\u0917\u0948\u0928<\/h3>\n<p>StarGAN \u090f\u0915 \u0905\u0928\u094d\u092f \u091b\u0935\u093f-\u0938\u0947-\u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u092e\u0949\u0921\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u090f\u0915\u0932 \u091c\u0928\u0930\u0947\u091f\u0930 \u0914\u0930 \u0935\u093f\u0935\u0947\u091a\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u090f\u0915\u093e\u0927\u093f\u0915 \u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0935\u093e\u0926\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, CycleGAN \u0926\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u092c\u0940\u091a \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964 StarGAN \u0915\u0908 \u0921\u094b\u092e\u0947\u0928 \u0935\u093e\u0932\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f CycleGAN \u0926\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u0921\u094b\u092e\u0947\u0928 \u0935\u093e\u0932\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>CycleGAN \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0901<\/h2>\n<p>CycleGAN \u0914\u0930 \u0907\u0938\u0915\u0947 \u0935\u0947\u0930\u093f\u090f\u0902\u091f \u092a\u0930 \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u0936\u094b\u0927 \u0914\u0930 \u0935\u093f\u0915\u093e\u0938 \u091c\u093e\u0930\u0940 \u0939\u0948\u0964 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0907\u0938 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948:<\/p>\n<ol>\n<li>\n<p><strong>\u092c\u0947\u0939\u0924\u0930 \u0938\u094d\u0925\u093f\u0930\u0924\u093e<\/strong>: CycleGAN \u0938\u0939\u093f\u0924 GAN \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0940 \u0938\u094d\u0925\u093f\u0930\u0924\u093e \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u092a\u094d\u0930\u092f\u093e\u0938\u094b\u0902 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u0941\u0938\u0902\u0917\u0924 \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u092a\u0930\u093f\u0923\u093e\u092e \u092e\u093f\u0932 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u094b\u092e\u0947\u0928 \u0935\u093f\u0938\u094d\u0924\u093e\u0930<\/strong>: \u090f\u0915\u093e\u0927\u093f\u0915 \u0921\u094b\u092e\u0947\u0928 \u092f\u093e \u0905\u0927\u093f\u0915 \u091c\u091f\u093f\u0932 \u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f CycleGAN \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930\u0928\u093e\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0915\u094d\u0930\u0949\u0938-\u092e\u094b\u0921\u0932 \u0905\u0928\u0941\u0935\u093e\u0926<\/strong>: \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0924\u094c\u0930-\u0924\u0930\u0940\u0915\u094b\u0902, \u091c\u0948\u0938\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f-\u091f\u0942-\u0907\u092e\u0947\u091c \u0905\u0928\u0941\u0935\u093e\u0926 \u092e\u0947\u0902 \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f CycleGAN \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u0940 \u0916\u094b\u091c \u0915\u0930\u0928\u093e\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e CycleGAN \u0938\u0947 \u0915\u0948\u0938\u0947 \u0938\u0902\u092c\u0926\u094d\u0927 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n<p>\u091c\u092c\u0915\u093f CycleGAN \u0938\u094d\u0935\u092f\u0902 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0940\u0927\u0947 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f \u0928\u0939\u0940\u0902 \u0915\u0930\u0924\u093e \u0939\u0948, OneProxy \u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u092a\u094d\u0930\u0926\u093e\u0924\u093e \u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u0938\u0947 \u0932\u093e\u092d \u0909\u0920\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0905\u0915\u094d\u0938\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092d\u094c\u0917\u094b\u0932\u093f\u0915 \u0938\u094d\u0925\u093e\u0928\u094b\u0902 \u0938\u0947 \u091b\u0935\u093f\u092f\u094b\u0902 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u0928\u093f\u092a\u091f\u0924\u0947 \u0939\u0948\u0902\u0964 CycleGAN \u0915\u0947 \u0938\u093e\u0925 \u091b\u0935\u093f \u0905\u0928\u0941\u0935\u093e\u0926 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u0938\u094d\u0925\u093e\u0928 \u092f\u093e \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e\u0913\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u090f\u0915 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092a\u094d\u0930\u0926\u093e\u0924\u093e \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0947 \u0938\u094d\u0925\u093e\u0928 \u092f\u093e \u0905\u0928\u0941\u0930\u094b\u0927\u093f\u0924 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u092a\u0928\u0940 \u0935\u0947\u092c\u0938\u093e\u0907\u091f \u092a\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u093f\u0924 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0917\u0924\u093f\u0936\u0940\u0932 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f CycleGAN \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0905\u0928\u0941\u092d\u0935 \u0915\u094b \u092c\u0922\u093c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u0935\u093f\u0935\u093f\u0927 \u0926\u0930\u094d\u0936\u0915\u094b\u0902 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u0942\u0930\u093e \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<p>CycleGAN \u0914\u0930 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0935\u093f\u0937\u092f\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1703.10593\" target=\"_new\" rel=\"noopener nofollow\">\u092e\u0942\u0932 \u0938\u093e\u0907\u0915\u093f\u0932\u0917\u0948\u0928 \u092a\u0947\u092a\u0930<\/a> \u091c\u0942\u0928-\u092f\u093e\u0928 \u091d\u0942, \u0924\u093e\u090f\u0938\u0941\u0902\u0917 \u092a\u093e\u0930\u094d\u0915, \u092b\u093f\u0932\u093f\u092a \u0907\u0938\u094b\u0932\u093e, \u0914\u0930 \u090f\u0932\u0947\u0915\u094d\u0938\u0940 \u090f. \u090f\u092b\u094d\u0930\u094b\u0938 \u0926\u094d\u0935\u093e\u0930\u093e\u0964<\/li>\n<li><a href=\"https:\/\/github.com\/junyanz\/pytorch-CycleGAN-and-pix2pix\" target=\"_new\" rel=\"noopener nofollow\">\u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 CycleGAN GitHub \u0930\u093f\u092a\u0949\u091c\u093f\u091f\u0930\u0940<\/a> \u091c\u093f\u0938\u092e\u0947\u0902 \u0915\u094b\u0921 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0914\u0930 \u0909\u0926\u093e\u0939\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/tutorials\/generative\/cyclegan\" target=\"_new\" rel=\"noopener nofollow\">TensorFlow \u092a\u0930 CycleGAN<\/a> CycleGAN \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u092a\u0930 TensorFlow \u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u0915\u0947 \u0938\u093e\u0925\u0964<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1611.07004\" target=\"_new\" rel=\"noopener nofollow\">Pix2Pix \u092a\u0947\u092a\u0930<\/a> CycleGAN \u0914\u0930 Pix2Pix \u0915\u0947 \u092c\u0940\u091a \u0924\u0941\u0932\u0928\u093e \u0915\u0947 \u0932\u093f\u090f\u0964<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1711.09020\" target=\"_new\" rel=\"noopener nofollow\">\u0938\u094d\u091f\u093e\u0930\u0917\u0948\u0928 \u092a\u0947\u092a\u0930<\/a> CycleGAN \u0914\u0930 StarGAN \u0915\u0947 \u092c\u0940\u091a \u0924\u0941\u0932\u0928\u093e \u0915\u0947 \u0932\u093f\u090f\u0964<\/li>\n<\/ul>","protected":false},"featured_media":468078,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476579","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>CycleGAN: Bridging the Gap in Image Translation<\/mark>","faq_items":[{"question":"What is CycleGAN?","answer":"<p>CycleGAN is a deep learning model used for image-to-image translation. It belongs to the family of Generative Adversarial Networks (GANs) and can transform images from one domain to another without requiring paired training data.<\/p>"},{"question":"Who introduced CycleGAN and when?","answer":"<p>CycleGAN was proposed in 2017 by Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A. Efros from the University of California, Berkeley.<\/p>"},{"question":"How does CycleGAN work?","answer":"<p>CycleGAN uses two main components: generator networks and discriminator networks. The generators convert images between domains, while the discriminators distinguish between real and generated images. It enforces cycle consistency to maintain image identity during translation.<\/p>"},{"question":"What are the key features of CycleGAN?","answer":"<p>The key features of CycleGAN include its ability to work with unpaired data, the use of cycle consistency loss for maintaining image identity, and its applicability in style transfer, domain adaptation, and image synthesis.<\/p>"},{"question":"What types of CycleGAN exist?","answer":"<p>CycleGAN can be used for various image translations, such as style transfer, day-to-night conversion, horse-to-zebra transformation, and more.<\/p>"},{"question":"How can CycleGAN be used?","answer":"<p>CycleGAN finds applications in artistic style transfer, data augmentation, and domain adaptation, among others.<\/p>"},{"question":"What problems can occur with CycleGAN?","answer":"<p>CycleGAN training may face challenges like mode collapse and training instability. Proper tuning of hyperparameters and architectural improvements can address these issues.<\/p>"},{"question":"How does CycleGAN compare to Pix2Pix and StarGAN?","answer":"<p>While CycleGAN works with unpaired data, Pix2Pix requires paired data for training. StarGAN, on the other hand, is designed for multiple domain translations using a single generator and discriminator.<\/p>"},{"question":"What are the future perspectives of CycleGAN?","answer":"<p>Future advancements might focus on improving training stability, expanding to handle multiple domains, and exploring cross-modal translation possibilities.<\/p>"},{"question":"How can proxy servers be associated with CycleGAN?","answer":"<p>Proxy server providers, like OneProxy, can leverage image translation technologies to optimize and adapt images based on user location or content preferences, enhancing the user experience.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476579","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476579\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468078"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=476579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}