{"id":479546,"date":"2023-08-09T10:41:56","date_gmt":"2023-08-09T10:41:56","guid":{"rendered":""},"modified":"2023-09-05T11:19:05","modified_gmt":"2023-09-05T11:19:05","slug":"vit-vision-transformer","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/vit-vision-transformer\/","title":{"rendered":"\u0935\u0940\u0906\u0908\u091f\u0940 (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930)"},"content":{"rendered":"<p>ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u0902\u0915\u094d\u0937\u093f\u092a\u094d\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/p>\n<p>\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930 (ViT) \u090f\u0915 \u0905\u092d\u093f\u0928\u0935 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0939\u0948 \u091c\u094b \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0947 \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (CNN) \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, ViT \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u0930\u0942\u092a \u0938\u0947 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930) \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>\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930 \u0915\u094b \u0938\u092c\u0938\u0947 \u092a\u0939\u0932\u0947 Google Brain \u0915\u0947 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0928\u0947 2020 \u092e\u0947\u0902 \u092a\u094d\u0930\u0915\u093e\u0936\u093f\u0924 \u201c\u090f\u0915 \u091b\u0935\u093f 16x16 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u092c\u0930\u093e\u092c\u0930 \u0939\u0948: \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930\u201d \u0928\u093e\u092e\u0915 \u090f\u0915 \u092a\u0947\u092a\u0930 \u092e\u0947\u0902 \u092a\u0947\u0936 \u0915\u093f\u092f\u093e \u0925\u093e\u0964 \u092f\u0939 \u0936\u094b\u0927 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u094b \u0905\u092a\u0928\u093e\u0928\u0947 \u0915\u0947 \u0935\u093f\u091a\u093e\u0930 \u0938\u0947 \u0909\u092a\u091c\u093e \u0939\u0948, \u091c\u093f\u0938\u0947 \u092e\u0942\u0932 \u0930\u0942\u092a \u0938\u0947 \u0935\u093e\u0938\u0935\u093e\u0928\u0940 \u090f\u091f \u0905\u0932 \u0928\u0947 2017 \u092e\u0947\u0902 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092c\u0928\u093e\u092f\u093e \u0925\u093e, \u0924\u093e\u0915\u093f \u091b\u0935\u093f \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u093e \u091c\u093e \u0938\u0915\u0947\u0964 \u0907\u0938\u0915\u093e \u092a\u0930\u093f\u0923\u093e\u092e \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092c\u0926\u0932\u093e\u0935 \u0925\u093e, \u091c\u093f\u0938\u0938\u0947 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u0941\u0906\u0964<\/p>\n<h2>ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940: \u0935\u093f\u0937\u092f \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930<\/h2>\n<p>ViT \u090f\u0915 \u091b\u0935\u093f \u0915\u094b \u092a\u0948\u091a \u0915\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u0924\u093e \u0939\u0948, \u0920\u0940\u0915 \u0909\u0938\u0940 \u0924\u0930\u0939 \u091c\u0948\u0938\u0947 NLP \u092e\u0947\u0902 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0915\u094b \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091b\u0935\u093f \u0915\u094b \u091b\u094b\u091f\u0947 \u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0906\u0915\u093e\u0930 \u0915\u0947 \u092a\u0948\u091a \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0947\u0902 \u0930\u0948\u0916\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u090f\u092e\u094d\u092c\u0947\u0921 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092b\u093f\u0930 \u092e\u0949\u0921\u0932 \u0907\u0928 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094b \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0914\u0930 \u092b\u0940\u0921-\u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091b\u0935\u093f \u0915\u0947 \u092d\u0940\u0924\u0930 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0914\u0930 \u091c\u091f\u093f\u0932 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0938\u0940\u0916\u0924\u093e \u0939\u0948\u0964<\/p>\n<h3>\u091c\u093c\u0930\u0942\u0930\u0940 \u092d\u093e\u0917:<\/h3>\n<ul>\n<li><strong>\u092a\u0948\u091a:<\/strong> \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u091b\u094b\u091f\u0947-\u091b\u094b\u091f\u0947 \u091f\u0941\u0915\u0921\u093c\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 (\u091c\u0948\u0938\u0947, 16\u00d716)\u0964<\/li>\n<li><strong>\u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917:<\/strong> \u092a\u0948\u091a \u0915\u094b \u0930\u0948\u0916\u093f\u0915 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0935\u0948\u0915\u094d\u091f\u0930 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0938\u094d\u0925\u093f\u0924\u093f\u0917\u0924 \u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917:<\/strong> \u0938\u094d\u0925\u093f\u0924\u093f \u0938\u0902\u092c\u0902\u0927\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0938\u0926\u093f\u0936\u094b\u0902 \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n<li><strong>\u0906\u0924\u094d\u092e-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930:<\/strong> \u092e\u0949\u0921\u0932 \u091b\u0935\u093f \u0915\u0947 \u0938\u092d\u0940 \u092d\u093e\u0917\u094b\u0902 \u092a\u0930 \u090f\u0915 \u0938\u093e\u0925 \u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u092b\u0940\u0921-\u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u0947\u091f\u0935\u0930\u094d\u0915:<\/strong> \u0907\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0909\u092a\u0938\u094d\u0925\u093f\u0924 \u0935\u0947\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<h2>\u0935\u0940\u0906\u0908\u091f\u0940 (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e<\/h2>\n<p>ViT \u0915\u0940 \u0938\u0902\u0930\u091a\u0928\u093e \u092e\u0947\u0902 \u090f\u0915 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u092a\u0948\u091a\u093f\u0902\u0917 \u0914\u0930 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u092a\u0930\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948 \u091c\u093f\u0938\u0915\u0947 \u092c\u093e\u0926 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092c\u094d\u0932\u0949\u0915 \u0915\u0940 \u090f\u0915 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092c\u094d\u0932\u0949\u0915 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0932\u094d\u091f\u0940-\u0939\u0947\u0921 \u0938\u0947\u0932\u094d\u092b-\u0905\u091f\u0947\u0902\u0936\u0928 \u092a\u0930\u0924 \u0914\u0930 \u092b\u0940\u0921-\u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<ol>\n<li><strong>\u0907\u0928\u092a\u0941\u091f \u092a\u0930\u0924:<\/strong> \u091b\u0935\u093f \u0915\u094b \u092a\u0948\u091a\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948 \u0914\u0930 \u0935\u0947\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u090f\u092e\u094d\u092c\u0947\u0921 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092c\u094d\u0932\u0949\u0915:<\/strong> \u0915\u0908 \u092a\u0930\u0924\u0947\u0902 \u091c\u093f\u0928\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:\n<ul>\n<li>\u092e\u0932\u094d\u091f\u0940-\u0939\u0947\u0921 \u0938\u0947\u0932\u094d\u092b-\u0905\u091f\u0947\u0902\u0936\u0928<\/li>\n<li>\u092e\u093e\u0928\u0915\u0940\u0915\u0930\u0923<\/li>\n<li>\u092b\u0940\u0921-\u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/li>\n<li>\u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0906\u0909\u091f\u092a\u0941\u091f \u092a\u0930\u0924:<\/strong> \u0905\u0902\u0924\u093f\u092e \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0936\u0940\u0930\u094d\u0937.<\/li>\n<\/ol>\n<h2>\u0935\u0940\u0906\u0908\u091f\u0940 (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \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<ul>\n<li><strong>\u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923:<\/strong> \u0938\u0940\u090f\u0928\u090f\u0928 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u0935\u0940\u0906\u0908\u091f\u0940 \u0938\u0942\u091a\u0928\u093e\u0913\u0902 \u0915\u094b \u090f\u0915 \u0938\u093e\u0925 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940:<\/strong> \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u091b\u0935\u093f \u0906\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923:<\/strong> \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0921\u0947\u091f\u093e \u0926\u0915\u094d\u0937\u0924\u093e:<\/strong> \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u093e\u092a\u0915 \u0921\u0947\u091f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n<h2>ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<table>\n<thead>\n<tr>\n<th>\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>\u092c\u0947\u0938 \u0935\u0940\u0906\u0908\u091f\u0940<\/td>\n<td>\u092e\u093e\u0928\u0915 \u0938\u0947\u091f\u093f\u0902\u0917\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u092e\u0942\u0932 \u092e\u0949\u0921\u0932.<\/td>\n<\/tr>\n<tr>\n<td>\u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0935\u0940\u0906\u0908\u091f\u0940<\/td>\n<td>\u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924 \u0932\u091a\u0940\u0932\u0947\u092a\u0928 \u0915\u0947 \u0932\u093f\u090f CNN \u092a\u0930\u0924\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092f\u0941\u0915\u094d\u0924\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0906\u0938\u0941\u0924 ViT<\/td>\n<td>\u092e\u0949\u0921\u0932 \u0915\u093e \u090f\u0915 \u091b\u094b\u091f\u093e \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<h3>\u0909\u092a\u092f\u094b\u0917:<\/h3>\n<ul>\n<li>\u091b\u0935\u093f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923<\/li>\n<li>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928<\/li>\n<li>\u0905\u0930\u094d\u0925\u0917\u0924 \u0935\u093f\u092d\u093e\u091c\u0928<\/li>\n<\/ul>\n<h3>\u0938\u092e\u0938\u094d\u092f\u093e:<\/h3>\n<ul>\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/li>\n<li>\u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0902\u0917\u093e<\/li>\n<\/ul>\n<h3>\u0938\u092e\u093e\u0927\u093e\u0928:<\/h3>\n<ul>\n<li>\u0921\u0947\u091f\u093e \u0938\u0902\u0935\u0930\u094d\u0927\u0928<\/li>\n<li>\u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e<\/li>\n<\/ul>\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 \u0924\u0941\u0932\u0928\u093e<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/th>\n<th>\u0935\u093f\u091f\u093e\u092e\u093f\u0928<\/th>\n<th>\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0938\u0940.\u090f\u0928.\u090f\u0928.<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e<\/td>\n<td>\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0906\u0927\u093e\u0930\u093f\u0924<\/td>\n<td>\u0918\u0941\u092e\u093e\u0935 \u0906\u0927\u093e\u0930\u093f\u0924<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923<\/td>\n<td>\u0939\u093e\u0901<\/td>\n<td>\u0928\u0939\u0940\u0902<\/td>\n<\/tr>\n<tr>\n<td>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/td>\n<td>\u0909\u091a\u094d\u091a<\/td>\n<td>\u092d\u093f\u0928\u094d\u0928<\/td>\n<\/tr>\n<tr>\n<td>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/td>\n<td>\u0905\u0927\u093f\u0915 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948<\/td>\n<td>\u0906\u092e \u0924\u094c\u0930 \u092a\u0930 \u0915\u092e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0935\u0940\u0906\u0908\u091f\u0940 \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\u0902<\/h2>\n<p>ViT \u092e\u0932\u094d\u091f\u0940-\u092e\u094b\u0921\u0932 \u0932\u0930\u094d\u0928\u093f\u0902\u0917, 3D \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0914\u0930 \u0930\u093f\u092f\u0932-\u091f\u093e\u0907\u092e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0936\u094b\u0927 \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u0930\u094d\u0917 \u092a\u094d\u0930\u0936\u0938\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0928\u093f\u0930\u0902\u0924\u0930 \u0928\u0935\u093e\u091a\u093e\u0930 \u0938\u0947 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e, \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u092e\u0928\u094b\u0930\u0902\u091c\u0928 \u0938\u0939\u093f\u0924 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0914\u0930 \u092d\u0940 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u092e\u0949\u0921\u0932 \u0914\u0930 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0938\u093e\u092e\u0928\u0947 \u0906 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\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 ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u0947 \u0938\u093e\u0925 \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>OneProxy \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u090f \u0917\u090f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930, ViT \u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0915 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947 \u0935\u093f\u0935\u093f\u0927 \u0914\u0930 \u092d\u094c\u0917\u094b\u0932\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u0924\u0930\u093f\u0924 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0924\u0915 \u092a\u0939\u0941\u0901\u091a \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0921\u0947\u091f\u093e \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0935\u093f\u0924\u0930\u093f\u0924 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u0941\u091a\u093e\u0930\u0942 \u0915\u0928\u0947\u0915\u094d\u091f\u093f\u0935\u093f\u091f\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u090f\u0915\u0940\u0915\u0930\u0923 ViT \u0915\u0947 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2010.11929\" target=\"_new\" rel=\"noopener nofollow\">ViT \u092a\u0930 \u0917\u0942\u0917\u0932 \u092c\u094d\u0930\u0947\u0928 \u0915\u093e \u092e\u0942\u0932 \u092a\u0947\u092a\u0930<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_new\" rel=\"noopener nofollow\">\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/in\/\" target=\"_new\" rel=\"noopener\">OneProxy \u0935\u0947\u092c\u0938\u093e\u0907\u091f<\/a> ViT \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f\u0964<\/li>\n<\/ul>\n<hr>\n<p><em>\u0928\u094b\u091f: \u092f\u0939 \u0932\u0947\u0916 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0914\u0930 \u0938\u0942\u091a\u0928\u093e\u0924\u094d\u092e\u0915 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0925\u093e \u0914\u0930 ViT (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0928\u0935\u0940\u0928\u0924\u092e \u0936\u094b\u0927 \u0914\u0930 \u0935\u093f\u0915\u093e\u0938 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u092c\u093f\u0902\u092c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0947 \u0914\u0930 \u0905\u092a\u0921\u0947\u091f \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/em><\/p>","protected":false},"featured_media":470846,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479546","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>ViT (Vision Transformer): An In-Depth Exploration<\/mark>","faq_items":[{"question":"What is the Vision Transformer (ViT)?","answer":"<p>The Vision Transformer (ViT) is a neural network architecture that utilizes the Transformer model, originally designed for natural language processing, to process images. It breaks down images into patches and processes them through self-attention mechanisms, offering parallel processing and state-of-the-art performance in computer vision tasks.<\/p>"},{"question":"How does the Vision Transformer (ViT) differ from traditional Convolutional Neural Networks (CNNs)?","answer":"<p>ViT differs from traditional CNNs by using a Transformer-based architecture instead of convolution-based layers. It processes information simultaneously across the entire image, providing higher scalability. On the downside, it often requires more training data compared to CNNs.<\/p>"},{"question":"What are the different types of ViT?","answer":"<p>There are several types of ViT, including the Base ViT (the original model), Hybrid ViT (combined with CNN layers), and Distilled ViT (a smaller and more efficient version).<\/p>"},{"question":"What are some applications and uses of ViT?","answer":"<p>ViT is used in various computer vision tasks such as image classification, object detection, and semantic segmentation.<\/p>"},{"question":"What are the main challenges in using ViT, and how can they be addressed?","answer":"<p>The main challenges in using ViT include the requirement of large datasets and its computational expense. These challenges can be addressed through data augmentation, utilizing pre-trained models, and leveraging advanced hardware.<\/p>"},{"question":"How do proxy servers, such as those provided by OneProxy, relate to ViT?","answer":"<p>Proxy servers like OneProxy can facilitate the training of ViT models by enabling access to diverse and geographically distributed datasets. They can also enhance data privacy and ensure smooth connectivity for distributed training.<\/p>"},{"question":"What are the future perspectives and technologies related to ViT?","answer":"<p>The future of ViT is promising, with potential developments in areas like multi-modal learning, 3D imaging, and real-time processing. It may lead to broader applications across various industries, including healthcare, security, and entertainment.<\/p>"},{"question":"Where can I find more information and resources related to ViT?","answer":"<p>You can find more information about ViT in the original paper by Google Brain, various academic resources, and through the OneProxy website for proxy server solutions related to ViT. Links to these resources are provided at the end of the main article.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/479546","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\/479546\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/470846"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=479546"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}