{"id":173882,"date":"2025-02-09T16:20:29","date_gmt":"2025-02-09T16:20:29","guid":{"rendered":"https:\/\/flypix.ai\/?p=173882"},"modified":"2025-02-10T14:27:12","modified_gmt":"2025-02-10T14:27:12","slug":"image-recognition-models-cnns","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/image-recognition-models-cnns\/","title":{"rendered":"\u0938\u0940\u090f\u0928\u090f\u0928 \u092c\u0928\u093e\u092e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930: \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e"},"content":{"rendered":"<p>\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928, \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0915\u093e \u090f\u0915 \u0938\u094d\u0924\u0902\u092d \u0939\u0948, \u091c\u094b \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u092e\u093e\u0928\u0935 \u091c\u0948\u0938\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0939\u0947\u0932\u094d\u0925\u0915\u0947\u092f\u0930 \u0921\u093e\u092f\u0917\u094d\u0928\u094b\u0938\u094d\u091f\u093f\u0915\u094d\u0938 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0911\u091f\u094b\u0928\u0949\u092e\u0938 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u0924\u0915, \u092f\u0939 \u0924\u0915\u0928\u0940\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 (CNNs) \u0914\u0930 \u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930\u094d\u0938 (ViTs) \u091c\u0948\u0938\u0947 \u0909\u0928\u094d\u0928\u0924 \u092e\u0949\u0921\u0932 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u091c\u092c\u0915\u093f CNN \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u092e\u0947\u0902 \u0905\u092a\u0928\u0940 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0939\u093e\u0935\u0940 \u0939\u0948\u0902, \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u094b \u0915\u0948\u092a\u094d\u091a\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948\u0902\u0964 \u092f\u0939 \u0932\u0947\u0916 \u0907\u0928 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0924\u093e \u0939\u0948, \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0928\u0935\u093e\u091a\u093e\u0930\u094b\u0902 \u092a\u0930 \u092a\u094d\u0930\u0915\u093e\u0936 \u0921\u093e\u0932\u0924\u093e \u0939\u0948, \u0914\u0930 \u0909\u0928\u0915\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u0940 \u091c\u093e\u0902\u091a \u0915\u0930\u0924\u093e \u0939\u0948 - \u0938\u093e\u0925 \u0939\u0940 AI \u0935\u093f\u091c\u093c\u0928 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u094b \u0906\u0915\u093e\u0930 \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u092d\u0940\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19-1024x683.jpeg\" alt=\"\" class=\"wp-image-173902\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19-1024x683.jpeg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19-300x200.jpeg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19-768x512.jpeg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19-18x12.jpeg 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19.jpeg 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\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 (\u0938\u0940\u090f\u0928\u090f\u0928): \u0906\u0927\u0941\u0928\u093f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0940 \u0930\u0940\u0922\u093c<\/h2>\n\n\n\n<p>\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) \u0906\u0927\u0941\u0928\u093f\u0915 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0906\u0927\u093e\u0930\u0936\u093f\u0932\u093e \u0939\u0948\u0902, \u091c\u094b \u092e\u093e\u0928\u0935 \u0926\u0943\u0936\u094d\u092f \u092a\u094d\u0930\u093e\u0902\u0924\u0938\u094d\u0925\u093e \u0915\u0947 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0938\u0902\u0917\u0920\u0928 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u0948\u0902\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924 \u091c\u094b \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930 \u0915\u0940 \u0917\u0908 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, CNN \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u0947 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u0938\u0940\u0916\u0924\u0947 \u0939\u0948\u0902 - \u0938\u0930\u0932 \u0915\u093f\u0928\u093e\u0930\u094b\u0902 \u0914\u0930 \u092c\u0928\u093e\u0935\u091f \u0938\u0947 \u0932\u0947\u0915\u0930 \u091c\u091f\u093f\u0932 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0924\u0915 - \u0938\u0940\u0927\u0947 \u0915\u091a\u094d\u091a\u0947 \u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0921\u0947\u091f\u093e \u0938\u0947\u0964 \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u094b \u0938\u094d\u0935-\u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0907\u0938 \u0915\u094d\u0937\u092e\u0924\u093e \u0928\u0947 CNN \u0915\u094b \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928, \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0914\u0930 \u091a\u0947\u0939\u0930\u0947 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u092a\u0930\u093f\u0939\u093e\u0930\u094d\u092f \u092c\u0928\u093e \u0926\u093f\u092f\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>CNN \u0915\u0947 \u092e\u0942\u0932 \u092e\u0947\u0902 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u092a\u0930\u0924\u0947\u0902 \u0939\u0948\u0902, \u091c\u094b \u0907\u0928\u092a\u0941\u091f \u091b\u0935\u093f\u092f\u094b\u0902 \u092a\u0930 \u0938\u0940\u0916\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u092b\u093c\u093f\u0932\u094d\u091f\u0930 (\u0915\u0930\u094d\u0928\u0947\u0932) \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964 \u092f\u0947 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u091b\u094b\u091f\u0940 \u0916\u093f\u0921\u093c\u0915\u093f\u092f\u094b\u0902 (\u091c\u0948\u0938\u0947, 3\u00d73 \u092f\u093e 5\u00d75 \u092a\u093f\u0915\u094d\u0938\u0947\u0932) \u092e\u0947\u0902 \u091b\u0935\u093f \u092a\u0930 \u0938\u094d\u0932\u093e\u0907\u0921 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0915\u093f\u0928\u093e\u0930\u094b\u0902, \u0915\u094b\u0928\u094b\u0902 \u092f\u093e \u0930\u0902\u0917 \u0922\u093e\u0932 \u091c\u0948\u0938\u0940 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0911\u092a\u0930\u0947\u0936\u0928 \u090f\u0915 \u092b\u0940\u091a\u0930 \u092e\u0948\u092a \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u091c\u094b \u0909\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0939\u093e\u0907\u0932\u093e\u0907\u091f \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u092a\u0948\u091f\u0930\u094d\u0928 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0915\u0908 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u092a\u0930\u0924\u094b\u0902 \u0915\u094b \u0938\u094d\u091f\u0948\u0915 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u094b \u0924\u0947\u091c\u0940 \u0938\u0947 \u0905\u092e\u0942\u0930\u094d\u0924 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948 - \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u092a\u0930\u0924\u0947\u0902 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0906\u0915\u0943\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0915\u0921\u093c\u0924\u0940 \u0939\u0948\u0902, \u091c\u092c\u0915\u093f \u0917\u0939\u0930\u0940 \u092a\u0930\u0924\u0947\u0902 \u091a\u0947\u0939\u0930\u0947 \u092f\u093e \u0935\u093e\u0939\u0928\u094b\u0902 \u091c\u0948\u0938\u0940 \u091c\u091f\u093f\u0932 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u092a\u0942\u0932\u093f\u0902\u0917 \u0932\u0947\u092f\u0930\u094d\u0938 (\u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u092e\u0948\u0915\u094d\u0938-\u092a\u0942\u0932\u093f\u0902\u0917) \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0935\u093f\u0902\u0921\u094b \u0938\u0947 \u0915\u0947\u0935\u0932 \u0938\u092c\u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u092b\u093c\u0940\u091a\u0930 \u092e\u0948\u092a\u094d\u0938 \u0915\u094b \u0921\u093e\u0909\u0928\u0938\u0948\u0902\u092a\u0932 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092e\u0948\u0915\u094d\u0938-\u092a\u0942\u0932\u093f\u0902\u0917 2\u00d72 \u0917\u094d\u0930\u093f\u0921 \u0938\u0947 \u0909\u091a\u094d\u091a\u0924\u092e \u092e\u093e\u0928 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0906\u092f\u093e\u092e \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u0932\u0947\u0936\u0928\u0932 \u0907\u0928\u0935\u0947\u0930\u093f\u090f\u0902\u0938 \u092d\u0940 \u092a\u0947\u0936 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 CNNs \u091b\u0935\u093f \u0915\u0947 \u092d\u0940\u0924\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u093c\u092c\u0942\u0924 \u092c\u0928 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>ReLU (\u0930\u0947\u0915\u094d\u091f\u0940\u092b\u093e\u0907\u0921 \u0932\u0940\u0928\u093f\u092f\u0930 \u092f\u0942\u0928\u093f\u091f) \u091c\u0948\u0938\u0947 \u0917\u0948\u0930-\u0930\u0948\u0916\u093f\u0915 \u0938\u0915\u094d\u0930\u093f\u092f\u0923 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0914\u0930 \u092a\u0942\u0932\u093f\u0902\u0917 \u092a\u0930\u0924\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u094b \u0928\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u0924\u094d\u092f\u093e\u0917\u0915\u0930 \u091c\u091f\u093f\u0932 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0905\u0902\u0924 \u092e\u0947\u0902, \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0905\u0902\u0924 \u092e\u0947\u0902 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u0939\u0941\u0908 \u092a\u0930\u0924\u0947\u0902 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0932\u0947\u092c\u0932 (\u091c\u0948\u0938\u0947, &quot;\u092c\u093f\u0932\u094d\u0932\u0940&quot; \u092f\u093e &quot;\u0915\u0941\u0924\u094d\u0924\u093e&quot;) \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0928 \u0938\u0940\u0916\u0940 \u0917\u0908 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u090f\u0915\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0938\u0940\u090f\u0928\u090f\u0928 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0932\u0947\u0928\u0947\u091f-5<\/strong> (1998): \u0939\u0938\u094d\u0924\u0932\u093f\u0916\u093f\u0924 \u0905\u0902\u0915 \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u092f\u093e\u0928 \u0932\u0947\u0915\u0941\u0928 \u0926\u094d\u0935\u093e\u0930\u093e \u0921\u093f\u091c\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u0905\u0917\u094d\u0930\u0923\u0940 \u0938\u0940\u090f\u0928\u090f\u0928 \u0928\u0947 \u0906\u0927\u0941\u0928\u093f\u0915 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0947 \u0932\u093f\u090f \u0906\u0927\u093e\u0930 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0932\u0947\u0915\u094d\u0938\u0928\u0947\u091f<\/strong> (2012): GPU \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 CNN \u0915\u094b \u0938\u094d\u0915\u0947\u0932 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u0907\u092e\u0947\u091c\u0928\u0947\u091f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u092e\u0947\u0902 \u0938\u092b\u0932\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0940 \u0914\u0930 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u094b \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u092c\u0928\u093e\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0930\u0947\u0938\u0928\u0947\u091f<\/strong> (2015): \u0932\u0941\u092a\u094d\u0924 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u0936\u093f\u0937\u094d\u091f \u0915\u0928\u0947\u0915\u094d\u0936\u0928 (\u0938\u094d\u0915\u093f\u092a \u0915\u0928\u0947\u0915\u094d\u0936\u0928) \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0940 \u0917\u0908, \u091c\u093f\u0938\u0938\u0947 100 \u0938\u0947 \u0905\u0927\u093f\u0915 \u092a\u0930\u0924\u094b\u0902 \u0935\u093e\u0932\u0947 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u0902\u092d\u0935 \u0939\u094b \u0938\u0915\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0938\u0940\u090f\u0928\u090f\u0928 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948\u0902, \u091c\u094b \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u0940\u0921\u093f\u092f\u094b \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u092e\u094b\u092c\u093e\u0907\u0932 \u0935\u093f\u091c\u093c\u0928 \u091c\u0948\u0938\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0917\u094d\u0930\u0939\u0923\u0936\u0940\u0932 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092a\u0930 \u0909\u0928\u0915\u0940 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0932\u0902\u092c\u0940 \u0926\u0942\u0930\u0940 \u0915\u0940 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e\u0913\u0902 \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0909\u0928\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u094b \u0938\u0940\u092e\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948 - \u090f\u0915 \u0905\u0902\u0924\u0930 \u091c\u093f\u0938\u0947 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u091c\u0948\u0938\u0947 \u0928\u090f \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u0902\u092c\u094b\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u0938\u0940\u090f\u0928\u090f\u0928 \u0905\u092a\u0928\u0940 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0926\u0915\u094d\u0937\u0924\u093e, \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0914\u0930 \u090f\u0915\u094d\u0938-\u0930\u0947 \u092e\u0947\u0902 \u092c\u0940\u092e\u093e\u0930\u093f\u092f\u094b\u0902 \u0915\u0947 \u0928\u093f\u0926\u093e\u0928 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0938\u094d\u092e\u093e\u0930\u094d\u091f\u092b\u093c\u094b\u0928 \u092e\u0947\u0902 \u091a\u0947\u0939\u0930\u0947 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0928\u0947 \u0924\u0915, \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0938\u093f\u0926\u094d\u0927 \u0938\u092b\u0932\u0924\u093e \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"769\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-1024x769.jpg\" alt=\"\" class=\"wp-image-173898\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-1024x769.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-300x225.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-768x576.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 (ViTs): \u091b\u0935\u093f \u0938\u092e\u091d \u0915\u094b \u092a\u0941\u0928\u0930\u094d\u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u093e<\/h2>\n\n\n\n<p>\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930\u094d\u0938 (ViTs) \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u090f\u0915 \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u092c\u0926\u0932\u093e\u0935 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \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\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0915\u0947 CNN \u0915\u0947 \u0932\u0902\u092c\u0947 \u0938\u092e\u092f \u0938\u0947 \u091a\u0932\u0947 \u0906 \u0930\u0939\u0947 \u092a\u094d\u0930\u092d\u0941\u0924\u094d\u0935 \u0915\u094b \u091a\u0941\u0928\u094c\u0924\u0940 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902 - \u091c\u093f\u0938\u0947 \u092e\u0942\u0932 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 (NLP) \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e - \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u0921\u0947\u091f\u093e \u0915\u0947 \u0932\u093f\u090f\u0964 2020 \u092e\u0947\u0902 \u0921\u094b\u0938\u094b\u0935\u093f\u0924\u094d\u0938\u094d\u0915\u0940 \u090f\u091f \u0905\u0932 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u0947\u0936 \u0915\u093f\u090f \u0917\u090f, ViTs \u0928\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u093f\u0924 \u0915\u093f\u092f\u093e \u0915\u093f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0939\u094b\u0928\u0947 \u092a\u0930 \u0936\u0941\u0926\u094d\u0927 \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u091b\u0935\u093f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 CNN \u0938\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u092a\u0930\u094d\u0927\u093e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u092f\u093e \u0909\u0938\u0938\u0947 \u0906\u0917\u0947 \u0928\u093f\u0915\u0932 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938 \u0938\u092b\u0932\u0924\u093e \u0928\u0947 \u092e\u0936\u0940\u0928\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0926\u0943\u0936\u094d\u092f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u093f\u092f\u093e, \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0943\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092a\u0930 \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u092a\u0930 \u091c\u094b\u0930 \u0926\u093f\u092f\u093e\u0964<\/p>\n\n\n\n<p>ViTs \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u091f\u094b\u0915\u0928 \u0915\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u0915\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u0935\u093e\u0915\u094d\u092f \u092e\u0947\u0902 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u092e\u093e\u0928 \u0939\u0948\u0964 \u0938\u092c\u0938\u0947 \u092a\u0939\u0932\u0947, \u090f\u0915 \u0907\u0928\u092a\u0941\u091f \u091b\u0935\u093f \u0915\u094b \u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0906\u0915\u093e\u0930 \u0915\u0947 \u092a\u0948\u091a (\u091c\u0948\u0938\u0947, 16\u00d716 \u092a\u093f\u0915\u094d\u0938\u0947\u0932) \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0935\u0947\u0915\u094d\u091f\u0930 \u092e\u0947\u0902 \u0938\u092e\u0924\u0932 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0930\u0948\u0916\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u090f\u092e\u094d\u092c\u0947\u0921 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0928 \u092a\u0948\u091a \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0915\u094b \u092b\u093f\u0930 \u0938\u094d\u0925\u093f\u0924\u093f\u0917\u0924 \u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u092a\u0948\u091a \u0915\u0947 \u092c\u0940\u091a \u091c\u094d\u092f\u093e\u092e\u093f\u0924\u0940\u092f \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0907\u0902\u091c\u0947\u0915\u094d\u091f \u0915\u0930\u0924\u093e \u0939\u0948 - \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u0926\u092e \u091c\u094b CNN \u092e\u0947\u0902 \u0905\u0928\u0941\u092a\u0938\u094d\u0925\u093f\u0924 \u0939\u0948\u0964 \u092a\u0930\u093f\u0923\u093e\u092e\u0940 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u094b \u090f\u0915 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u090f\u0928\u0915\u094b\u0921\u0930 \u092e\u0947\u0902 \u092b\u0940\u0921 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0938\u092d\u0940 \u092a\u0948\u091a \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0903\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u0940 \u0917\u0924\u093f\u0936\u0940\u0932 \u0930\u0942\u092a \u0938\u0947 \u0917\u0923\u0928\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 CNN \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u094b \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0930\u0942\u092a \u0938\u0947 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 ViTs \u0915\u094b \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092a\u0948\u091a \u0915\u0940 \u0939\u0930 \u0926\u0942\u0938\u0930\u0947 \u092a\u0948\u091a \u0938\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0949\u0921\u0932 \u0905\u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u0936\u094b\u0930 \u0915\u094b \u0926\u092c\u093e\u0924\u0947 \u0939\u0941\u090f \u092a\u094d\u0930\u092e\u0941\u0916 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 (\u091c\u0948\u0938\u0947, \u092a\u0915\u094d\u0937\u0940 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e\u0930\u094d\u092f \u092e\u0947\u0902 \u090f\u0915 \u092a\u0915\u094d\u0937\u0940 \u0915\u0940 \u091a\u094b\u0902\u091a) \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u090f\u0928\u0915\u094b\u0921\u0930 \u092e\u0947\u0902 \u092e\u0932\u094d\u091f\u0940-\u0939\u0947\u0921 \u0938\u0947\u0932\u094d\u092b-\u0905\u091f\u0947\u0902\u0936\u0928 \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 \u0915\u0940 \u0915\u0908 \u092a\u0930\u0924\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0905\u091f\u0947\u0902\u0936\u0928 \u0939\u0947\u0921 \u0905\u0932\u0917-\u0905\u0932\u0917 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u0940\u0916\u0924\u093e \u0939\u0948, \u0935\u093f\u0935\u093f\u0927 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0915\u0948\u092a\u094d\u091a\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u0932\u0947\u092f\u0930 \u0928\u0949\u0930\u094d\u092e\u0932\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0914\u0930 \u0905\u0935\u0936\u093f\u0937\u094d\u091f \u0915\u0928\u0947\u0915\u094d\u0936\u0928 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u094b \u0938\u094d\u0925\u093f\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0932\u0902\u092c\u0940 \u0926\u0942\u0930\u0940 \u0915\u0940 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e\u0913\u0902 \u0915\u094b \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 ViTs \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u0917\u094d\u0930 \u0938\u092e\u091d \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0915\u0941\u0936\u0932 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u0915\u093f \u0926\u0943\u0936\u094d\u092f \u0935\u093f\u092d\u093e\u091c\u0928 \u092f\u093e \u092c\u093e\u0930\u0940\u0915 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 (\u091c\u0948\u0938\u0947, \u0915\u0941\u0924\u094d\u0924\u094b\u0902 \u0915\u0940 \u0928\u0938\u094d\u0932\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u0930\u0928\u093e)\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u0941\u0902\u091c\u0940 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 (ViT)<\/strong>: \u0906\u0927\u093e\u0930\u092d\u0942\u0924 \u092e\u0949\u0921\u0932, \u0936\u0941\u0926\u094d\u0927 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0907\u092e\u0947\u091c\u0928\u0947\u091f \u092a\u0930 88.36% \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0921\u0940\u0908\u0906\u0908\u091f\u0940 (\u0921\u0947\u091f\u093e-\u0915\u0941\u0936\u0932 \u0907\u092e\u0947\u091c \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930)<\/strong>\u091c\u094d\u091e\u093e\u0928 \u0906\u0938\u0935\u0928 \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0940 \u0917\u0908, \u091c\u093f\u0938\u0938\u0947 ViTs \u0915\u094b \u0936\u093f\u0915\u094d\u0937\u0915 \u092e\u0949\u0921\u0932 (\u091c\u0948\u0938\u0947, CNN) \u0915\u0940 \u0928\u0915\u0932 \u0915\u0930\u0915\u0947 \u091b\u094b\u091f\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0935\u093f\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930<\/strong>: \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0915 \u0936\u093f\u092b\u094d\u091f\u093f\u0902\u0917 \u0935\u093f\u0902\u0921\u094b \u0915\u094b \u0905\u092a\u0928\u093e\u092f\u093e \u0917\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0938\u0915\u094d\u0937\u092e \u0939\u0941\u0908\u0964<\/li>\n<\/ul>\n\n\n\n<p>ViTs \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0938\u092b\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902: \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f (\u091c\u0948\u0938\u0947, JFT-300M) \u0914\u0930 \u092e\u0949\u0921\u0932 \u0932\u0917\u093e\u0924\u093e\u0930 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0924\u0930\u094d\u0915 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 CNN \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u0948\u0938\u0947 \u0915\u093f \u0905\u0935\u0930\u0941\u0926\u094d\u0927 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u092f\u093e \u0905\u092e\u0942\u0930\u094d\u0924 \u0915\u0932\u093e \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u093e\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0909\u0928\u0915\u0940 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092e\u093e\u0901\u0917\u0947\u0902 \u090f\u0915 \u092c\u093e\u0927\u093e \u092c\u0928\u0940 \u0939\u0941\u0908 \u0939\u0948\u0902\u0964 ViT \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0915\u094d\u0938\u0930 \u092c\u0921\u093c\u0947 GPU \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0914\u0930 \u0915\u0908 \u0938\u092a\u094d\u0924\u093e\u0939 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u092e\u092f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091b\u094b\u091f\u0947 \u0938\u0902\u0917\u0920\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u0939\u0941\u0901\u091a \u0938\u0940\u092e\u093f\u0924 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, ViTs \u092e\u0947\u0902 CNN \u0915\u0940 \u0938\u0939\u091c \u0905\u0928\u0941\u0935\u093e\u0926 \u0905\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0940\u092f\u0924\u093e \u0915\u093e \u0905\u092d\u093e\u0935 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0905\u0927\u093f\u0915 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u091c\u092c \u0924\u0915 \u0915\u093f \u0909\u0928\u094d\u0939\u0947\u0902 \u092e\u091c\u092c\u0942\u0924\u0940 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u092a\u0937\u094d\u091f \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0964<\/p>\n\n\n\n<p>\u0907\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, ViTs \u0928\u0947 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 AI \u0938\u093f\u0938\u094d\u091f\u092e \u092e\u0947\u0902 \u0928\u0935\u093e\u091a\u093e\u0930\u094b\u0902 \u0915\u094b \u0909\u0924\u094d\u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0915\u093f\u092f\u093e \u0939\u0948\u0964 CLIP (\u0915\u0902\u091f\u094d\u0930\u093e\u0938\u094d\u091f\u093f\u0935 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c-\u0907\u092e\u0947\u091c \u092a\u094d\u0930\u0940\u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917) \u091c\u0948\u0938\u0947 \u092e\u0949\u0921\u0932 \u0926\u0943\u0936\u094d\u092f \u0914\u0930 \u092a\u093e\u0920\u094d\u092f \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0930\u0947\u0916\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f ViTs \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0936\u0942\u0928\u094d\u092f-\u0936\u0949\u091f \u091b\u0935\u093f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0938\u0915\u094d\u0937\u092e \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u091a\u0942\u0902\u0915\u093f \u0936\u094b\u0927 \u0926\u0915\u094d\u0937\u0924\u093e \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948 - \u092a\u094d\u0930\u0942\u0928\u093f\u0902\u0917, \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0914\u0930 \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 - ViTs \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u092c\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0924\u0948\u092f\u093e\u0930 \u0939\u0948\u0902, \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e \u0938\u0947 \u0932\u0947\u0915\u0930 \u0909\u092a\u0917\u094d\u0930\u0939 \u0907\u092e\u0947\u091c\u0930\u0940 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0924\u0915\u0964<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932: \u0926\u094b\u0928\u094b\u0902 \u0926\u0941\u0928\u093f\u092f\u093e\u0913\u0902 \u0915\u093e \u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0938\u092e\u094d\u092e\u093f\u0932\u0928<\/h2>\n\n\n\n<p>\u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932 \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) \u0914\u0930 \u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 (ViTs) \u0915\u0947 \u0930\u0923\u0928\u0940\u0924\u093f\u0915 \u0938\u0902\u0932\u092f\u0928 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0947 \u0926\u094b\u0928\u094b\u0902 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 \u092a\u0942\u0930\u0915 \u0936\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0926\u094b\u0939\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u091c\u092c\u0915\u093f CNN \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0911\u092a\u0930\u0947\u0936\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0943\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948\u0902, 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\u092c\u0922\u093c\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0939\u093e\u0932 \u0939\u0940 \u092e\u0947\u0902 \u0939\u0941\u0908 \u092a\u094d\u0930\u0917\u0924\u093f \u0907\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0917\u0924\u093f\u0936\u0940\u0932 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u0902\u092c\u094b\u0927\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u0939\u093e\u0902 \u092e\u0949\u0921\u0932 \u0907\u0928\u092a\u0941\u091f \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 CNN \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0906\u0935\u0902\u091f\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092b\u0938\u0932\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u093e \u0921\u094d\u0930\u094b\u0928 \u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u092a\u0930\u094d\u0923 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 CNN \u092a\u0930\u0924\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0938\u093f\u0902\u091a\u093e\u0908 \u0915\u0947 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092a\u0930 \u0938\u094d\u0935\u093f\u091a \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u0909\u0926\u094d\u092f\u094b\u0917 \u091c\u0917\u0924 \u092e\u0947\u0902, \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932 \u0915\u093e \u091a\u0932\u0928 \u092c\u0922\u093c \u0930\u0939\u093e \u0939\u0948\u0964 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0907\u0928\u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0943\u0924 \u091f\u094d\u092f\u0942\u092e\u0930 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 (CNN \u0936\u0915\u094d\u0924\u093f) \u0915\u094b \u0938\u092e\u0917\u094d\u0930 \u0930\u094b\u0917\u0940 \u0938\u094d\u0915\u0948\u0928 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 (\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930 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\u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0921\u0947\u091f\u093e \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e<\/strong>: \u0935\u093f\u091c\u093c\u0928 \u092e\u0949\u0921\u0932, \u0916\u093e\u0938 \u0924\u094c\u0930 \u092a\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930, \u0915\u0947 \u0932\u093f\u090f \u092c\u0939\u0941\u0924 \u092c\u0921\u093c\u0947 \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948 (\u091c\u0948\u0938\u0947, \u0907\u092e\u0947\u091c\u0928\u0947\u091f \u0915\u0940 14 \u092e\u093f\u0932\u093f\u092f\u0928 \u0907\u092e\u0947\u091c)\u0964 \u0907\u0938 \u0924\u0930\u0939 \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0907\u0915\u091f\u094d\u0920\u093e \u0915\u0930\u0928\u093e \u092e\u0939\u0902\u0917\u093e, \u0938\u092e\u092f \u0932\u0947\u0928\u0947 \u0935\u093e\u0932\u093e \u0914\u0930 \u0905\u0915\u094d\u0938\u0930 \u0926\u0941\u0930\u094d\u0932\u092d \u092c\u0940\u092e\u093e\u0930\u0940 \u0915\u0947 \u0928\u093f\u0926\u093e\u0928 \u091c\u0948\u0938\u0947 \u0916\u093e\u0938 \u0921\u094b\u092e\u0947\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092e\u091c\u092c\u0942\u0924\u0940 \u0914\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939<\/strong>: \u092e\u0949\u0921\u0932 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u092a\u094d\u0930\u0924\u094d\u092f\u093e\u0936\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u0947 - \u0938\u0942\u0915\u094d\u0937\u094d\u092e \u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0917\u0921\u093c\u092c\u0921\u093c\u0940 - \u0909\u0928\u094d\u0928\u0924 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u094b \u092d\u0940 \u0917\u0941\u092e\u0930\u093e\u0939 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u094b \u0916\u0924\u0930\u093e \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939 (\u091c\u0948\u0938\u0947, \u0915\u0941\u091b \u091c\u0928\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u0915\u093e \u0915\u092e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935) \u091a\u0947\u0939\u0930\u0947 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0939\u093e\u0928\u093f\u0915\u093e\u0930\u0915 \u0930\u0942\u0922\u093c\u093f\u092f\u094b\u0902 \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u0926\u0947 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u093f\u0935\u0947\u091a\u0928\u0940\u092f\u0924\u093e<\/strong>\u0915\u0908 \u0935\u093f\u091c\u093c\u0928 \u092e\u0949\u0921\u0932 &quot;\u092c\u094d\u0932\u0948\u0915 \u092c\u0949\u0915\u094d\u0938&quot; \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u093e \u0911\u0921\u093f\u091f \u0915\u0930\u0928\u093e \u092e\u0941\u0936\u094d\u0915\u093f\u0932 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 - \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0926\u0947\u0916\u092d\u093e\u0932 \u092f\u093e \u0906\u092a\u0930\u093e\u0927\u093f\u0915 \u0928\u094d\u092f\u093e\u092f \u092e\u0947\u0902 \u092f\u0939 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092e\u0941\u0926\u094d\u0926\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u091c\u0935\u093e\u092c\u0926\u0947\u0939\u0940 \u0938\u0930\u094d\u0935\u094b\u092a\u0930\u093f \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0928 \u092c\u093e\u0927\u093e\u0913\u0902 \u0915\u094b \u0926\u0942\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0905\u092d\u093f\u0928\u0935 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 MobileViT \u0914\u0930 TinyViT \u091c\u0948\u0938\u0947 \u0915\u0941\u0936\u0932 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u0924\u094d\u092f\u093e\u0917 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0917\u0923\u0928\u093e \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u094d\u092e\u093e\u0930\u094d\u091f\u092b\u093c\u094b\u0928 \u0914\u0930 \u0921\u094d\u0930\u094b\u0928 \u091c\u0948\u0938\u0947 \u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938 \u092a\u0930 \u0924\u0948\u0928\u093e\u0924\u0940 \u0938\u0902\u092d\u0935 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964 \u0928\u094d\u092f\u0942\u0930\u0932 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0938\u0930\u094d\u091a (NAS) \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u092e\u0949\u0921\u0932 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 (\u091c\u0948\u0938\u0947, \u0916\u0917\u094b\u0932 \u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0930\u094b\u0936\u0928\u0940 \u0935\u093e\u0932\u0940 \u0907\u092e\u0947\u091c\u093f\u0902\u0917) \u0915\u0947 \u0905\u0928\u0941\u0930\u0942\u092a \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0902\u0964 \u0907\u0938 \u092c\u0940\u091a, \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0914\u0930 \u092a\u094d\u0930\u0942\u0928\u093f\u0902\u0917 \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u092d\u093e\u0930 \u0915\u094b \u0915\u092e \u0915\u0930\u0915\u0947 \u092f\u093e \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u0915\u094b \u0915\u092e \u0915\u0930\u0915\u0947, \u090a\u0930\u094d\u091c\u093e \u0915\u0940 \u0916\u092a\u0924 \u0915\u094b \u0915\u092e \u0915\u0930\u0915\u0947 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0906\u0915\u093e\u0930 \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u0938\u094d\u0935-\u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 (SSL) \u090f\u0915 \u0914\u0930 \u0938\u0940\u092e\u093e \u0939\u0948, \u091c\u094b \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092e\u093e\u0938\u094d\u0915\u094d\u0921 \u0911\u091f\u094b\u090f\u0928\u0915\u094b\u0921\u0930 (MAE) \u091c\u0948\u0938\u0940 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class=\"wp-block-heading\">\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937<\/h2>\n\n\n\n<p>\u0938\u0940\u090f\u0928\u090f\u0928 \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0926\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u0926\u0930\u094d\u0936\u0928\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902: \u092a\u0939\u0932\u093e \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948, \u091c\u092c\u0915\u093f \u0926\u0942\u0938\u0930\u093e \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u092e\u0947\u0902 \u092e\u0939\u093e\u0930\u0924 \u0939\u093e\u0938\u093f\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932 \u0914\u0930 \u091a\u0932 \u0930\u0939\u0947 \u0928\u0935\u093e\u091a\u093e\u0930 \u0907\u0928 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u0927\u0941\u0902\u0927\u0932\u093e \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902, \u0935\u093f\u0935\u093f\u0927 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928\u093e \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948, \u0915\u0941\u0902\u091c\u0940 \u0926\u0915\u094d\u0937\u0924\u093e, \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092a\u0939\u0941\u0902\u091a \u0915\u094b \u0938\u0902\u0924\u0941\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938 \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u090f\u0928\u090f\u0928 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u093e \u0939\u094b \u092f\u093e \u0914\u0926\u094d\u092f\u094b\u0917\u093f\u0915 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u094b \u0938\u094d\u0915\u0947\u0932 \u0915\u0930\u0928\u093e \u0939\u094b, \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0939\u092e\u093e\u0930\u0947 \u0938\u0939\u092f\u094b\u0917 \u0915\u094b \u0917\u0939\u0930\u093e \u0915\u0930\u0928\u0947 \u0915\u093e \u0935\u093e\u0926\u093e \u0915\u0930\u0924\u093e \u0939\u0948 - \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u094b \u0926\u0947\u0916\u0928\u0947 \u0914\u0930 \u0909\u0938\u0938\u0947 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u0915\u094b \u092c\u0926\u0932\u0928\u093e\u0964<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u0936\u094d\u0928<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739114364861\"><strong class=\"schema-faq-question\"><strong>1. \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0924\u093e\u0915\u0924\u0947\u0902 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0938\u0940\u090f\u0928\u090f\u0928 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u092a\u0930\u0924\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092a\u0948\u091f\u0930\u094d\u0928 (\u091c\u0948\u0938\u0947, \u0915\u093f\u0928\u093e\u0930\u0947, \u092c\u0928\u093e\u0935\u091f) \u0915\u094b \u092a\u0915\u0921\u093c\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u092c\u0928 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u091c\u0939\u093e\u0902 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114375410\"><strong class=\"schema-faq-question\"><strong>2. \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0915\u0940 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f\u0924\u093e \u0915\u094d\u092f\u094b\u0902 \u092c\u0922\u093c \u0930\u0939\u0940 \u0939\u0948?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0932\u0902\u092c\u0940 \u0926\u0942\u0930\u0940 \u0915\u0940 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e\u0913\u0902 \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0909\u0928\u094d\u0939\u0947\u0902 \u0926\u0943\u0936\u094d\u092f \u0938\u092e\u091d \u092f\u093e \u092c\u0939\u0941-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114394322\"><strong class=\"schema-faq-question\"><strong>3. \u0915\u094d\u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u091b\u094b\u091f\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 CNN \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0906\u092e \u0924\u094c\u0930 \u092a\u0930, \u0928\u0939\u0940\u0902\u0964 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0915\u094b \u0938\u093e\u0930\u094d\u0925\u0915 \u0927\u094d\u092f\u093e\u0928 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u092c\u0915\u093f CNN \u0905\u092a\u0928\u0947 \u092a\u094d\u0930\u0947\u0930\u0915 \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939\u094b\u0902 (\u091c\u0948\u0938\u0947, \u0905\u0928\u0941\u0935\u093e\u0926 \u0905\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0936\u0940\u0932\u0924\u093e) \u0915\u0947 \u0915\u093e\u0930\u0923 \u0938\u0940\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u092c\u0947\u0939\u0924\u0930 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114406146\"><strong class=\"schema-faq-question\"><strong>4. \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0938\u0940\u090f\u0928\u090f\u0928-\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932 \u0926\u094b\u0928\u094b\u0902 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u094b \u0915\u0948\u0938\u0947 \u091c\u094b\u0921\u093c\u0924\u0947 \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f CNNs \u0914\u0930 \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u090f\u0915 CNN \u092c\u0948\u0915\u092c\u094b\u0928 \u092a\u093f\u0915\u094d\u0938\u0947\u0932-\u0938\u094d\u0924\u0930\u0940\u092f \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092a\u0930\u0924\u0947\u0902 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114428874\"><strong class=\"schema-faq-question\"><strong>5. \u0915\u094d\u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 CNN \u0938\u0947 \u092d\u093e\u0930\u0940 \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0939\u093e\u0901\u0964 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092e\u0947\u0902 \u0907\u0928\u092a\u0941\u091f \u0906\u0915\u093e\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0926\u094d\u0935\u093f\u0918\u093e\u0924 \u091c\u091f\u093f\u0932\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u094b \u0909\u0928\u094d\u0939\u0947\u0902 \u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0902\u0938\u093e\u0927\u0928-\u0917\u0939\u0928 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964 CNNs, \u0905\u092a\u0928\u0947 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930-\u0936\u0947\u092f\u0930\u093f\u0902\u0917 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928 \u0915\u0947 \u0938\u093e\u0925, \u0905\u0915\u094d\u0938\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114444534\"><strong class=\"schema-faq-question\"><strong>6. \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u094c\u0928 \u0938\u0940 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948?<\/strong><\/strong> <p class=\"schema-faq-answer\">CNN \u0915\u094b \u0906\u092e \u0924\u094c\u0930 \u092a\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 (\u091c\u0948\u0938\u0947, \u0935\u0940\u0921\u093f\u092f\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917) \u0915\u0947 \u0932\u093f\u090f \u0909\u0928\u0915\u0940 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0947 \u0915\u093e\u0930\u0923 \u092a\u0938\u0902\u0926 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092f\u093e \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932 \u091f\u094b\u0915\u0928 \u0930\u093f\u0921\u0915\u094d\u0936\u0928 \u092f\u093e \u0921\u093f\u0938\u094d\u091f\u093f\u0932\u0947\u0936\u0928 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u092a\u0930\u094d\u0927\u0940 \u0917\u0924\u093f \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Image recognition, a pillar of artificial intelligence, enables machines to interpret visual data with human-like precision. From healthcare diagnostics to autonomous driving, this technology relies on advanced models like Convolutional Neural Networks (CNNs) and Vision Transformers (ViTs). While CNNs dominate with their efficiency in local feature extraction, transformers excel at capturing global context. This article [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173899,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173882","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>CNNs vs. Transformers: Image Recognition Models Explained<\/title>\n<meta name=\"description\" content=\"Explore CNNs, Transformers, and hybrid models in image recognition. Learn their applications, challenges, and future trends in AI vision.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/hi\/image-recognition-models-cnns\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CNNs vs. Transformers: Image Recognition Models Explained\" \/>\n<meta property=\"og:description\" content=\"Explore CNNs, Transformers, and hybrid models in image recognition. Learn their applications, challenges, and future trends in AI vision.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/hi\/image-recognition-models-cnns\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-09T16:20:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-10T14:27:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/cnns-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"630\" \/>\n\t<meta property=\"og:image:height\" content=\"354\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0926\u094d\u0935\u093e\u0930\u093e \u0932\u093f\u0916\u093f\u0924\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u0922\u093c\u0928\u0947 \u0915\u093e \u0938\u092e\u092f\" \/>\n\t<meta name=\"twitter:data2\" content=\"14 \u092e\u093f\u0928\u091f\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"CNNs vs. Transformers: Image Recognition Models Explained\",\"datePublished\":\"2025-02-09T16:20:29+00:00\",\"dateModified\":\"2025-02-10T14:27:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/\"},\"wordCount\":2986,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/cnns-1.png\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"hi-IN\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/\",\"name\":\"CNNs vs. Transformers: Image Recognition Models Explained\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/ko\\\/image-recognition-models-cnns\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/cnns-1.png\",\"datePublished\":\"2025-02-09T16:20:29+00:00\",\"dateModified\":\"2025-02-10T14:27:12+00:00\",\"description\":\"Explore CNNs, Transformers, and hybrid models in image recognition. 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critical.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114375410","position":2,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114375410","name":"2. \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0915\u0940 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f\u0924\u093e \u0915\u094d\u092f\u094b\u0902 \u092c\u0922\u093c \u0930\u0939\u0940 \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Transformers leverage self-attention mechanisms to model long-range dependencies, allowing them to understand global context in images. This makes them powerful for tasks like scene understanding or multi-object relationships.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114394322","position":3,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114394322","name":"3. \u0915\u094d\u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u091b\u094b\u091f\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 CNN \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Typically, no. Transformers require large datasets to learn meaningful attention patterns, while CNNs generalize better with limited data due to their inductive biases (e.g., translation invariance).","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114406146","position":4,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114406146","name":"4. \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0938\u0940\u090f\u0928\u090f\u0928-\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932 \u0926\u094b\u0928\u094b\u0902 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u094b \u0915\u0948\u0938\u0947 \u091c\u094b\u0921\u093c\u0924\u0947 \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Hybrid models use CNNs for local feature extraction and Transformers for global context modeling. For example, a CNN backbone processes pixel-level details, while transformer layers refine relationships between regions.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114428874","position":5,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114428874","name":"5. \u0915\u094d\u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 CNN \u0938\u0947 \u092d\u093e\u0930\u0940 \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes. Transformers have quadratic complexity with input size, making them resource-intensive for high-resolution images. CNNs, with their parameter-sharing convolutions, are often more efficient for real-time applications.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114444534","position":6,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114444534","name":"6. \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u094c\u0928 \u0938\u0940 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"CNNs are generally preferred for real-time tasks (e.g., video processing) due to their computational efficiency. However, optimized Transformers or hybrid models can achieve competitive speeds with techniques like token reduction or distillation.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/173882","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/comments?post=173882"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/173882\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media\/173899"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media?parent=173882"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/categories?post=173882"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/tags?post=173882"}],"curies":[{"name":"\u0921\u092c\u094d\u0932\u094d\u092f\u0942\u092a\u0940","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}