{"id":479505,"date":"2023-08-09T10:41:18","date_gmt":"2023-08-09T10:41:18","guid":{"rendered":""},"modified":"2023-09-05T11:18:58","modified_gmt":"2023-09-05T11:18:58","slug":"vector-quantized-generative-adversarial-network-vqgan","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/vector-quantized-generative-adversarial-network-vqgan\/","title":{"rendered":"\u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN)"},"content":{"rendered":"<p>\u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN) \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u0639\u0646\u0627\u0635\u0631\u06cc \u0627\u0632 \u062f\u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u062d\u0628\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f: \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN) \u0648 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631\u06cc (VQ). VQGAN \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0648 \u0645\u0646\u0633\u062c\u0645 \u062a\u0648\u062c\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u062e\u0648\u062f \u062c\u0644\u0628 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u062a\u0635\u0648\u06cc\u0631\u060c \u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN) \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0622\u0646.<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 GAN \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 \u0627\u06cc\u0627\u0646 \u06af\u0648\u062f\u0641\u0644\u0648 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u0634 \u062f\u0631 \u0633\u0627\u0644 2014 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 GAN \u0647\u0627 \u0646\u062a\u0627\u06cc\u062c \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u062d\u0627\u0644\u062a \u0648 \u0639\u062f\u0645 \u06a9\u0646\u062a\u0631\u0644 \u0628\u0631 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0646\u062c \u0628\u0628\u0631\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0633\u0627\u0644 2020\u060c \u0645\u062d\u0642\u0642\u0627\u0646 DeepMind \u0645\u062f\u0644 Vector Quantized Variational AutoEncoder (VQ-VAE) \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u0646\u062f. VQ-VAE \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE) \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 \u0648 \u0641\u0634\u0631\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u06af\u0627\u0645 \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u062a\u0648\u0633\u0639\u0647 VQGAN \u0628\u0648\u062f.<\/p>\n<p>\u0628\u0639\u062f\u0647\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u06cc\u0646 \u0628\u0647 \u0633\u0631\u067e\u0631\u0633\u062a\u06cc \u0639\u0644\u06cc \u0631\u0636\u0648\u06cc VQGAN \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0642\u062f\u0631\u062a GAN \u0647\u0627 \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 VQ-VAE \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a\u060c \u062b\u0628\u0627\u062a \u0648 \u06a9\u0646\u062a\u0631\u0644 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0631\u062f. VQGAN \u0628\u0647 \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN). \u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN).<\/h2>\n<h3>\u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN).<\/h3>\n<p>VQGAN \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0645\u0648\u0644\u062f \u0648 \u06cc\u06a9 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f GAN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc. \u0645\u0648\u0644\u062f \u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0647\u062f\u0641 \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0646\u0648\u0622\u0648\u0631\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 VQGAN \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0622\u0646 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a. \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u06a9\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u06af\u0633\u0633\u062a\u0647 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0639\u0646\u0627\u0635\u0631 \u0645\u062e\u062a\u0644\u0641 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0633\u067e\u0633 \u0627\u06cc\u0646 \u06a9\u062f\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u06a9\u062a\u0627\u0628 \u06a9\u062f \u062d\u0627\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u06cc\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u06cc \u062f\u0631 \u06a9\u062a\u0627\u0628 \u06a9\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u062f \u0627\u0635\u0644\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631\u06cc \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u060c \u0645\u0648\u0644\u062f\u060c \u0648 \u062a\u0645\u0627\u06cc\u0632\u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u0636\u0631\u0631 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0648 \u062a\u0644\u0641\u0627\u062a \u0645\u062a\u062e\u0627\u0635\u0645 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u06a9\u0647 \u0634\u0628\u06cc\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 VQGAN \u0627\u0632 \u06a9\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u06af\u0633\u0633\u062a\u0647\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06af\u0631\u0641\u062a\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u062a\u0631\u06cc \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN)<\/h3>\n<ol>\n<li>\n<p><strong>\u06a9\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u06af\u0633\u0633\u062a\u0647<\/strong>: VQGAN \u0627\u0632 \u06a9\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u06af\u0633\u0633\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u062a\u0646\u0648\u0639 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0627\u062e\u062a\u0627\u0631 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc<\/strong>: \u06a9\u062a\u0627\u0628 \u06a9\u062f \u0645\u062f\u0644 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062b\u0628\u0627\u062a<\/strong>: VQGAN \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc \u062b\u0628\u0627\u062a\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 GAN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u0627\u0646 \u062a\u0631 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627<\/strong>: VQGAN \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0628\u0627 \u0648\u0636\u0648\u062d \u0628\u0627\u0644\u0627 \u0648 \u0627\u0632 \u0646\u0638\u0631 \u0628\u0635\u0631\u06cc \u062c\u0630\u0627\u0628 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0648 \u0627\u0646\u0633\u062c\u0627\u0645 \u0686\u0634\u0645\u06af\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN)<\/h2>\n<p>VQGAN \u0627\u0632 \u0632\u0645\u0627\u0646 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u062e\u0648\u062f \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0648 \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 VQGAN \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>VQ-VAE-2<\/td>\n<td>\u06af\u0633\u062a\u0631\u0634 VQ-VAE \u0628\u0627 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647.<\/td>\n<\/tr>\n<tr>\n<td>VQGAN+CLIP<\/td>\n<td>\u062a\u0631\u06a9\u06cc\u0628 VQGAN \u0628\u0627 \u0645\u062f\u0644 CLIP \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0628\u0647\u062a\u0631 \u062a\u0635\u0648\u06cc\u0631.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631<\/td>\n<td>\u0627\u062f\u063a\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631 \u0628\u0631\u0627\u06cc \u0633\u0646\u062a\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN)\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647.<\/h2>\n<h3>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN)<\/h3>\n<ol>\n<li>\n<p><strong>\u0633\u0646\u062a\u0632 \u062a\u0635\u0648\u06cc\u0631<\/strong>: VQGAN \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0642\u0639 \u06af\u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 \u0645\u062a\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647\u060c \u0647\u0646\u0631 \u0648 \u0637\u0631\u0627\u062d\u06cc \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9<\/strong>: \u0628\u0627 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06a9\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646\u060c VQGAN \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u0648 \u0638\u0627\u0647\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: VQGAN \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647\u060c \u0628\u0647\u0628\u0648\u062f \u062a\u0639\u0645\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h3>\n<ol>\n<li>\n<p><strong>\u0628\u06cc \u062b\u0628\u0627\u062a\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/strong>: \u0645\u0627\u0646\u0646\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c VQGAN \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0628\u06cc\u200c\u062b\u0628\u0627\u062a\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0646\u062c \u0628\u0628\u0631\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u062d\u0627\u0644\u062a \u06cc\u0627 \u0647\u0645\u200c\u06af\u0631\u0627\u06cc\u06cc \u0636\u0639\u06cc\u0641 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u0639\u0631\u0641\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u067e\u0631\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u062a\u0627\u0628 \u06a9\u062f<\/strong>: \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u062a\u0627\u0628 \u06a9\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f. \u0645\u062d\u0642\u0642\u0627\u0646 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u062a\u0627\u0628 \u06a9\u062f \u0628\u062f\u0648\u0646 \u06a9\u0627\u0647\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u06a9\u0646\u062a\u0631\u0644<\/strong>: \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 VQGAN \u062f\u0631\u062c\u0627\u062a\u06cc \u0627\u0632 \u06a9\u0646\u062a\u0631\u0644 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0642\u06cc\u0642 \u0647\u0645\u0686\u0646\u0627\u0646 \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a. \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0641\u0639\u0627\u0644 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u0646\u062a\u0631\u0644 \u067e\u0630\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0645\u0634\u062e\u0635\u0627\u062a \u0627\u0635\u0644\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0647\u0631\u0633\u062a.<\/h2>\n<h3>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 GAN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0648 VAE<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>VQGAN<\/th>\n<th>GAN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc<\/th>\n<th>VAEs<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646<\/td>\n<td>\u06a9\u062f\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647<\/td>\n<td>\u0627\u0631\u0632\u0634 \u0647\u0627\u06cc \u0645\u0633\u062a\u0645\u0631<\/td>\n<td>\u0627\u0631\u0632\u0634 \u0647\u0627\u06cc \u0645\u0633\u062a\u0645\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0635\u0648\u06cc\u0631<\/td>\n<td>\u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627<\/td>\n<td>\u06a9\u06cc\u0641\u06cc\u062a \u0645\u062a\u0646\u0648\u0639<\/td>\n<td>\u06a9\u06cc\u0641\u06cc\u062a \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0627\u0644\u062a \u062c\u0645\u0639 \u06a9\u0631\u062f\u0646<\/td>\n<td>\u06a9\u0627\u0647\u0634<\/td>\n<td>\u0645\u0633\u062a\u0639\u062f \u0641\u0631\u0648\u067e\u0627\u0634\u06cc<\/td>\n<td>\u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0646\u06cc\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0628\u0644\u06cc\u062a \u06a9\u0646\u062a\u0631\u0644<\/td>\n<td>\u06a9\u0646\u062a\u0631\u0644 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647<\/td>\n<td>\u06a9\u0646\u062a\u0631\u0644 \u0645\u062d\u062f\u0648\u062f<\/td>\n<td>\u06a9\u0646\u062a\u0631\u0644 \u062e\u0648\u0628<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062f\u0644<\/th>\n<th>\u0645\u0634\u062e\u0635\u0627\u062a<\/th>\n<th>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>VQ-VAE<\/td>\n<td>\u0627\u0632 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u0631 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<td>\u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627.<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0644\u06cc\u067e<\/td>\n<td>\u0645\u062f\u0644 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0648 \u0632\u0628\u0627\u0646.<\/td>\n<td>\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\u060c \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631<\/td>\n<td>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0633\u0646\u062a\u0632 \u062a\u0635\u0648\u06cc\u0631<\/td>\n<td>\u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN).<\/h2>\n<p>VQGAN \u0642\u0628\u0644\u0627\u064b \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0645\u062e\u062a\u0644\u0641 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0622\u06cc\u0646\u062f\u0647 \u0622\u0646 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 VQGAN \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u06a9\u0646\u062a\u0631\u0644 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647<\/strong>: \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0646\u062c\u0631 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0648 \u0634\u0647\u0648\u062f\u06cc \u0628\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0634\u0648\u062f \u0648 \u0641\u0631\u0635\u062a \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0627\u0646 \u0647\u0646\u0631\u06cc \u0628\u0627\u0632 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0644 \u0686\u0646\u062f \u0648\u062c\u0647\u06cc<\/strong>: \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 VQGAN \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0633\u0628\u06a9\u200c\u0647\u0627 \u06cc\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0648 \u062e\u0644\u0627\u0642\u0627\u0646\u0647\u200c\u062a\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>: \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VQGAN \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0645\u06a9\u0627\u0646\u200c\u067e\u0630\u06cc\u0631\u062a\u0631 \u0634\u0648\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN) \u0645\u0631\u062a\u0628\u0637 \u06a9\u0631\u062f.<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VQGAN \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0648 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631\u06af\u06cc\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0631\u0627\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 VQGAN \u0645\u0631\u062a\u0628\u0637 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 VQGAN \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc<\/strong>: \u0622\u0645\u0648\u0632\u0634 VQGAN \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0641\u0634\u0631\u062f\u0647 \u0628\u0627\u0634\u062f. \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062d\u062c\u0645 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u0646\u062f \u0648 \u0631\u0648\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc API<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc VQGAN \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f \u062a\u0627 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0627 \u0645\u062f\u0644 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN) \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637\u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/deepmind.com\/blog\/article\/introducing-vq-vae-2\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628\u0644\u0627\u06af DeepMind \u2013 \u0645\u0639\u0631\u0641\u06cc VQ-VAE-2<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2006.10905\" target=\"_new\" rel=\"noopener nofollow\">arXiv \u2013 VQ-VAE-2: \u0628\u0647\u0628\u0648\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u063a\u06cc\u0631 \u067e\u0646\u0647\u0627\u0646 \u06af\u0633\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc GAN \u0648 VAE<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/deepmind\/deepmind-research\/tree\/master\/vq_vae_2\" target=\"_new\" rel=\"noopener nofollow\">GitHub \u2013 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc VQ-VAE-2<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/openai.com\/research\/publications\/clip\" target=\"_new\" rel=\"noopener nofollow\">OpenAI \u2013 CLIP: \u0627\u062a\u0635\u0627\u0644 \u0645\u062a\u0646 \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2103.00020\" target=\"_new\" rel=\"noopener nofollow\">arXiv \u2013 CLIP: \u0627\u062a\u0635\u0627\u0644 \u0645\u062a\u0646 \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (VQGAN) \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>","protected":false},"featured_media":470817,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479505","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Vector Quantized Generative Adversarial Network (VQGAN)<\/mark>","faq_items":[{"question":"What is Vector Quantized Generative Adversarial Network (VQGAN)?","answer":"<p>Vector Quantized Generative Adversarial Network (VQGAN) is an advanced deep learning model that combines Generative Adversarial Networks (GANs) and Vector Quantization (VQ) techniques. It excels in generating high-quality images and offers improved control over the creative content generation process.<\/p>"},{"question":"How does VQGAN work?","answer":"<p>VQGAN consists of a generator and a discriminator, similar to traditional GANs. The key innovation lies in its encoder architecture, which maps input images to discrete latent codes. These codes are then quantized using a predefined set of embeddings in a codebook. The model is trained to minimize reconstruction and adversarial losses, resulting in realistic and visually appealing image synthesis.<\/p>"},{"question":"What are the key features of VQGAN?","answer":"<ul><li>Discrete Latent Codes: VQGAN uses discrete codes, enabling diverse and controlled image outputs.<\/li><li>Stability: VQGAN addresses stability issues common in traditional GANs, leading to smoother training.<\/li><li>High-Quality Image Generation: The model can generate high-resolution, detailed images.<\/li><\/ul>"},{"question":"What types of VQGAN exist?","answer":"<p>Some notable types of VQGAN include VQ-VAE-2, VQGAN+CLIP, and Diffusion Models. VQ-VAE-2 extends VQ-VAE with improved vector quantization, VQGAN+CLIP combines VQGAN with CLIP for better image control, and Diffusion Models integrate probabilistic models for high-quality image synthesis.<\/p>"},{"question":"How can VQGAN be used?","answer":"<p>VQGAN finds applications in various fields, including:<\/p><ul><li>Image Synthesis: Generating realistic and diverse images for creative content and art.<\/li><li>Style Transfer: Altering the appearance of images while preserving their structure.<\/li><li>Data Augmentation: Enhancing training data for better generalization in machine learning models.<\/li><\/ul>"},{"question":"What are the challenges and solutions related to using VQGAN?","answer":"<p>Challenges include training instability, codebook size, and achieving precise control over generated images. Researchers address these issues through hyperparameter adjustments, regularization techniques, and architectural improvements.<\/p>"},{"question":"What are the future perspectives of VQGAN?","answer":"<p>The future holds improved controllability, multi-modal generation, and real-time image synthesis using VQGAN. Advancements in research and hardware optimization will further enhance its capabilities.<\/p>"},{"question":"How are proxy servers associated with VQGAN?","answer":"<p>Proxy servers support VQGAN by assisting in data collection and preprocessing, enabling parallel processing for faster training, and serving as API endpoints for remote model deployment.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479505","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479505\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/470817"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}