{"id":173920,"date":"2025-02-09T17:07:57","date_gmt":"2025-02-09T17:07:57","guid":{"rendered":"https:\/\/flypix.ai\/?p=173920"},"modified":"2025-02-10T14:28:53","modified_gmt":"2025-02-10T14:28:53","slug":"image-recognition-algorithms","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/image-recognition-algorithms\/","title":{"rendered":"\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e: CNN, R-CNN, YOLO, \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0917\u093e\u0907\u0921"},"content":{"rendered":"<p>CNN, R-CNN \u0914\u0930 YOLO \u091c\u0948\u0938\u0947 \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0928\u0947 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0936\u0940\u0928\u0947\u0902 \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u0915\u094b \u092e\u093e\u0928\u0935 \u091c\u0948\u0938\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u094b \u0917\u0908 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u093f\u0915\u093e \u092c\u0924\u093e\u0924\u0940 \u0939\u0948 \u0915\u093f \u092f\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0909\u0928\u0915\u0940 \u0924\u093e\u0915\u0924, \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0914\u0930 \u0906\u092a\u0915\u0947 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0948\u0938\u0947 \u091a\u0941\u0928\u0947\u0902\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\/pexels-n-voitkevich-6120220-1024x683.jpg\" alt=\"\" class=\"wp-image-173925\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0935\u093f\u0927\u093f\u092f\u093e\u0901 \u092c\u0928\u093e\u092e \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923: \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u093e \u0935\u093f\u0915\u093e\u0938<\/h2>\n\n\n\n<p>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0906\u0917\u092e\u0928 \u0938\u0947 \u092a\u0939\u0932\u0947, \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0939\u0938\u094d\u0924\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0925\u0947 - \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u0928\u093f\u092f\u092e \u0914\u0930 \u092b\u093c\u093f\u0932\u094d\u091f\u0930\u0964 \u092f\u0947 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0935\u093f\u0927\u093f\u092f\u093e\u0901 \u0936\u094d\u0930\u092e-\u0917\u0939\u0928 \u0925\u0940\u0902, \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u094b\u092e\u0947\u0928 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0925\u0940 \u0915\u093f &quot;\u092b\u0940\u091a\u0930&quot; (\u091c\u0948\u0938\u0947, \u0915\u093f\u0928\u093e\u0930\u0947, \u092c\u0928\u093e\u0935\u091f \u092f\u093e \u0915\u094b\u0928\u0947) \u0915\u094d\u092f\u093e \u0939\u0948\u0964 \u0905\u092a\u0928\u0947 \u0938\u092e\u092f \u0915\u0947 \u0932\u093f\u090f \u0915\u094d\u0930\u093e\u0902\u0924\u093f\u0915\u093e\u0930\u0940 \u0939\u094b\u0928\u0947 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u092f\u0947 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e\u0913\u0902, \u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u0915\u093e\u0936 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0913\u0930\u093f\u090f\u0902\u091f\u0947\u0936\u0928 \u092f\u093e \u0905\u0935\u0930\u094b\u0927\u094b\u0902 \u0938\u0947 \u091c\u0942\u091d\u0924\u0940 \u0930\u0939\u0940\u0902\u0964 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \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) \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u0928\u0947 \u090f\u0915 \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u092c\u0926\u0932\u093e\u0935 \u0915\u094b \u091a\u093f\u0939\u094d\u0928\u093f\u0924 \u0915\u093f\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u092e\u0936\u0940\u0928\u0947\u0902 \u0938\u0940\u0927\u0947 \u0915\u091a\u094d\u091a\u0947 \u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0921\u0947\u091f\u093e \u0938\u0947 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u0941\u0908\u0902\u0964 \u0906\u0907\u090f \u0907\u0938 \u0935\u093f\u0915\u093e\u0938 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0947\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928: \u092e\u0948\u0928\u0941\u0905\u0932 \u092b\u093c\u0940\u091a\u0930 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917<\/h3>\n\n\n\n<p>\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0917\u0923\u093f\u0924\u0940\u092f \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u092a\u0942\u0930\u094d\u0935\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0925\u0947\u0964 \u0907\u0928 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SIFT (\u0938\u094d\u0915\u0947\u0932-\u0907\u0928\u0935\u0947\u0930\u093f\u090f\u0902\u091f \u092b\u093c\u0940\u091a\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e)<\/strong>: \u092a\u0948\u092e\u093e\u0928\u0947 \u0914\u0930 \u0918\u0942\u0930\u094d\u0923\u0928 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0905\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0940\u092f \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u092f\u093e \u0914\u0930 \u0909\u0928\u0915\u093e \u0935\u0930\u094d\u0923\u0928 \u0915\u093f\u092f\u093e, \u091c\u093f\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u0915\u094d\u0938\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092e\u093f\u0932\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u090f\u091a\u0913\u091c\u0940 (\u0913\u0930\u093f\u090f\u0902\u091f\u0947\u0921 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f\u094d\u0938 \u0915\u093e \u0939\u093f\u0938\u094d\u091f\u094b\u0917\u094d\u0930\u093e\u092e)<\/strong>: \u0935\u0938\u094d\u0924\u0941 \u0906\u0915\u0943\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u0928\u093e\u0930\u094b\u0902 \u0915\u0940 \u0926\u093f\u0936\u093e\u090f\u0902 \u0915\u0948\u092a\u094d\u091a\u0930 \u0915\u0940 \u0917\u0908\u0902, \u091c\u094b \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u092e\u0947\u0902 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0932\u092c\u0940\u092a\u0940 (\u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092c\u093e\u0907\u0928\u0930\u0940 \u092a\u0948\u091f\u0930\u094d\u0928)<\/strong>\u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0924\u0940\u0935\u094d\u0930\u0924\u093e \u092e\u093e\u0928\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0915\u0947 \u092c\u0928\u093e\u0935\u091f \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0938\u0930\u094d\u092b (\u0938\u094d\u092a\u0940\u0921-\u0905\u092a \u0930\u094b\u092c\u0938\u094d\u091f \u092b\u0940\u091a\u0930\u094d\u0938)<\/strong>: SIFT \u0915\u093e \u090f\u0915 \u0924\u0947\u091c\u093c, \u0915\u092e \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u0917\u0939\u0928 \u0935\u093f\u0915\u0932\u094d\u092a\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948 \u0914\u0930 \u092f\u0947 \u0915\u0947\u0935\u0932 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u0939\u0940 \u0905\u091a\u094d\u091b\u093e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, HOG \u0938\u094d\u0925\u093f\u0930 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092e\u0928\u0941\u0937\u094d\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u092e\u0947\u0902 \u0924\u094b \u092c\u0947\u0939\u0924\u0930 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0905\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u092f\u093e \u0917\u0924\u093f\u0936\u0940\u0932 \u092e\u0941\u0926\u094d\u0930\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092f\u0939 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0924\u0930\u0940\u0915\u094b\u0902 \u0915\u0940 \u0938\u0940\u092e\u093e\u090f\u0901<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092d\u0902\u0917\u0941\u0930\u0924\u093e<\/strong>: \u092a\u094d\u0930\u0915\u093e\u0936, \u0915\u094b\u0923 \u092f\u093e \u0905\u0935\u0930\u094b\u0927\u0928 \u092e\u0947\u0902 \u091b\u094b\u091f\u0947 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0938\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092c\u093e\u0927\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/strong>\u092e\u0948\u0928\u0941\u0905\u0932 \u092b\u0940\u091a\u0930 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0935\u093f\u0935\u093f\u0927 \u092f\u093e \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0928\u0939\u0940\u0902 \u0938\u0915\u0924\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0917\u0939\u0928 \u0936\u094d\u0930\u092e<\/strong>\u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u094b\u0902 \u0928\u0947 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0939\u0940\u0928\u094b\u0902 \u092c\u093f\u0924\u093e\u090f\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917: \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u092b\u0940\u091a\u0930 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e \u0909\u0926\u092f<\/h3>\n\n\n\n<p>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0928\u0947 \u092e\u0948\u0928\u0941\u0905\u0932 \u092b\u0940\u091a\u0930 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0915\u094b \u0938\u092e\u093e\u092a\u094d\u0924 \u0915\u0930\u0915\u0947 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0939\u0948\u0964 <strong>\u0938\u0940\u090f\u0928\u090f\u0928<\/strong>\u092e\u093e\u0928\u0935 \u0926\u0943\u0936\u094d\u092f \u092a\u094d\u0930\u093e\u0902\u0924\u0938\u094d\u0925\u093e \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u094b\u0915\u0930, \u0910\u0938\u0940 \u092a\u0930\u0924\u0947\u0902 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\u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901<\/strong>\u0917\u0939\u0930\u0940 \u092a\u0930\u0924\u0947\u0902 \u0906\u0915\u0943\u0924\u093f\u092f\u094b\u0902 \u0914\u0930 \u092d\u093e\u0917\u094b\u0902 (\u091c\u0948\u0938\u0947, \u092a\u0939\u093f\u092f\u0947, \u0906\u0901\u0916\u0947\u0902) \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0909\u091a\u094d\u091a \u0938\u094d\u0924\u0930\u0940\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901<\/strong>\u0905\u0902\u0924\u093f\u092e \u092a\u0930\u0924\u0947\u0902 \u092d\u093e\u0917\u094b\u0902 \u0915\u094b \u0938\u0902\u092a\u0942\u0930\u094d\u0923 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 (\u091c\u0948\u0938\u0947, \u0915\u093e\u0930, \u091a\u0947\u0939\u0930\u0947) \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0938 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u0928\u0947 CNN \u0915\u094b \u0935\u093f\u0935\u093f\u0927 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0914\u0930 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u092f\u093e\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0924\u0930\u0940\u0915\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u0915\u093e\u092e\u092f\u093e\u092c \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u0905\u0927\u093f\u0915 \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u0917\u094d\u0930\u0939\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0938\u093e\u0925 \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0932\u093e\u092d<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092e\u091c\u092c\u0942\u0924\u0940<\/strong>: \u0938\u094d\u0915\u0947\u0932, \u0930\u094b\u091f\u0947\u0936\u0928 \u0914\u0930 \u092a\u094d\u0930\u0915\u093e\u0936 \u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/strong>: \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u091c\u0948\u0938\u0947 \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0902\u0924-\u0938\u0947-\u0905\u0902\u0924 \u0924\u0915 \u0938\u0940\u0916\u0928\u093e<\/strong>: \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u094b \u090f\u0915 \u090f\u0915\u0932 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928 \u092e\u0947\u0902 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u091c\u092c\u0915\u093f \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0924\u0930\u0940\u0915\u094b\u0902 \u0928\u0947 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u0947 \u0932\u093f\u090f \u0906\u0927\u093e\u0930 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u092f\u093e, \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u092b\u093c\u0940\u091a\u0930 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u092a\u0930 \u0909\u0928\u0915\u0940 \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0928\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u092c\u0928\u093e \u0926\u093f\u092f\u093e\u0964 CNN \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0928\u0947 \u092b\u093c\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0915\u0947 \u0907\u0928 \u092c\u093e\u0927\u093e\u0913\u0902 \u0915\u094b \u0926\u0942\u0930 \u0915\u093f\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0921\u0947\u091f\u093e \u0938\u0947 \u0938\u0940\u0927\u0947 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u092d\u093e\u0930\u0940, \u091f\u094d\u0930\u0947\u0921-\u0911\u092b\u093c-\u092c\u0947\u0939\u0924\u0930 \u0938\u091f\u0940\u0915\u0924\u093e, \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0936\u0940\u0932\u0924\u093e \u0914\u0930 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940- \u0928\u0947 \u0906\u0927\u0941\u0928\u093f\u0915 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u092a\u094d\u0930\u092d\u0941\u0924\u094d\u0935 \u0915\u094b \u092e\u091c\u092c\u0942\u0924 \u0915\u093f\u092f\u093e\u0964 \u0906\u091c, \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u092d\u0940-\u0915\u092d\u0940 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u092e\u093f\u0932\u093e\u0924\u0947 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u092d\u0935\u093f\u0937\u094d\u092f \u0928\u093f\u0930\u094d\u0935\u093f\u0935\u093e\u0926 \u0930\u0942\u092a \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u0940, \u0938\u094d\u0935-\u0936\u093f\u0915\u094d\u0937\u0923 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0939\u0948\u0964<\/p>\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 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \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) \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0906\u0927\u0941\u0928\u093f\u0915 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0940 \u0928\u0940\u0902\u0935 \u0939\u0948\u0902\u0964 \u092e\u093e\u0928\u0935 \u0926\u0943\u0936\u094d\u092f \u092a\u094d\u0930\u093e\u0902\u0924\u0938\u094d\u0925\u093e \u0915\u0940 \u091c\u0948\u0935\u093f\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924, CNN \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u092a\u0915\u0921\u093c\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923, \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0947\u091c\u094b\u0921\u093c \u092c\u0928 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u094b \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u0915\u094b \u092b\u094d\u0932\u0948\u091f \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u0924\u0947 \u0939\u0948\u0902, CNN \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0940 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u092e\u093e\u0928\u0935 \u0927\u093e\u0930\u0923\u093e \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u092c\u093f\u0902\u092c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0940\u090f\u0928\u090f\u0928 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902: \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0914\u0930 \u092e\u0941\u0916\u094d\u092f \u0918\u091f\u0915<\/h3>\n\n\n\n<p>CNN \u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e \u0915\u094b \u0935\u093f\u0936\u0947\u0937 \u092a\u0930\u0924\u094b\u0902 \u0915\u0940 \u090f\u0915 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0915\u091a\u094d\u091a\u0947 \u092a\u093f\u0915\u094d\u0938\u0932 \u0938\u0947 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0915\u094d\u0930\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0914\u0930 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \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:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0938\u0902\u0935\u0932\u0928\u093e\u0924\u094d\u092e\u0915 \u092a\u0930\u0924\u0947\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CNN \u0915\u093e \u0939\u0943\u0926\u092f, \u092f\u0947 \u092a\u0930\u0924\u0947\u0902 \u0907\u0928\u092a\u0941\u091f \u091b\u0935\u093f \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 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u091b\u0935\u093f \u092a\u0930 \u0938\u094d\u0932\u093e\u0907\u0921 \u0915\u0930\u0924\u093e \u0939\u0948, \u090f\u0915 \u092b\u093c\u0940\u091a\u0930 \u092e\u0948\u092a \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0924\u0924\u094d\u0935-\u0935\u093e\u0930 \u0917\u0941\u0923\u0928 \u0914\u0930 \u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092b\u093f\u0932\u094d\u091f\u0930 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u092a\u0930\u0924\u094b\u0902 \u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928-\u0938\u094d\u0924\u0930\u0940\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 (\u091c\u0948\u0938\u0947, \u0915\u093f\u0928\u093e\u0930\u0947, \u092c\u0928\u093e\u0935\u091f) \u0914\u0930 \u0917\u0939\u0930\u0940 \u092a\u0930\u0924\u094b\u0902 \u092e\u0947\u0902 \u091c\u091f\u093f\u0932 \u092a\u0948\u091f\u0930\u094d\u0928 (\u091c\u0948\u0938\u0947, \u0906\u0915\u093e\u0930, \u0935\u0938\u094d\u0924\u0941 \u092d\u093e\u0917) \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u092e\u0941\u0916\u094d\u092f \u092e\u093e\u092a\u0926\u0902\u0921: <em>\u0915\u0930\u094d\u0928\u0947\u0932 \u0906\u0915\u093e\u0930<\/em> (\u091c\u0948\u0938\u0947, 3\u00d73), <em>\u091b\u0932\u093e\u0902\u0917<\/em> (\u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u091a\u0930\u0923 \u0906\u0915\u093e\u0930), \u0914\u0930 <em>\u092a\u0948\u0921\u093f\u0902\u0917<\/em> (\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0906\u092f\u093e\u092e\u094b\u0902 \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u0942\u0932\u093f\u0902\u0917 \u092a\u0930\u0924\u0947\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092b\u0940\u091a\u0930 \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930\u094b\u0902 \u0915\u0947 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0906\u092f\u093e\u092e (\u091a\u094c\u0921\u093c\u093e\u0908 \u0914\u0930 \u090a\u0902\u091a\u093e\u0908) \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u093e, \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0932\u093e\u0917\u0924 \u092e\u0947\u0902 \u0915\u091f\u094c\u0924\u0940 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \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\u0928\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0927\u093f\u0915\u0924\u092e \u092a\u0942\u0932\u093f\u0902\u0917<\/strong>: \u0915\u093f\u0938\u0940 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0938\u0947 \u0905\u0927\u093f\u0915\u0924\u092e \u092e\u093e\u0928 \u0915\u093e \u091a\u092f\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u0925\u093e \u0938\u092c\u0938\u0947 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092a\u0930 \u091c\u094b\u0930 \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0914\u0938\u0924 \u092a\u0942\u0932\u093f\u0902\u0917<\/strong>: \u0914\u0938\u0924 \u092e\u093e\u0928 \u0915\u0940 \u0917\u0923\u0928\u093e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0941\u091a\u093e\u0930\u0942 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0938\u0915\u094d\u0930\u093f\u092f\u0923 \u0915\u093e\u0930\u094d\u092f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u0917\u0948\u0930-\u0930\u0948\u0916\u093f\u0915\u0924\u093e \u0915\u093e \u092a\u0930\u093f\u091a\u092f \u0926\u0947\u0902, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u091c\u091f\u093f\u0932 \u092a\u0948\u091f\u0930\u094d\u0928 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u094b \u0938\u0915\u0947\u0964<\/li>\n\n\n\n<li><strong>ReLU (\u0930\u0947\u0915\u094d\u091f\u0940\u092b\u093e\u0907\u0921 \u0932\u0940\u0928\u093f\u092f\u0930 \u092f\u0942\u0928\u093f\u091f)<\/strong>\u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u0932\u0941\u092a\u094d\u0924 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u0947 \u0936\u092e\u0928 \u0915\u0947 \u0915\u093e\u0930\u0923 CNNs \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u092b\u093c\u0949\u0932\u094d\u091f \u0935\u093f\u0915\u0932\u094d\u092a\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u092a\u0930\u0924\u0947\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932\/\u092a\u0942\u0932\u093f\u0902\u0917 \u092a\u0930\u0924\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0928\u093f\u0915\u093e\u0932\u0947 \u0917\u090f \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f \u092b\u0940\u091a\u0930\u094d\u0938 \u0915\u094b 1D \u0935\u0947\u0915\u094d\u091f\u0930 \u092e\u0947\u0902 \u0938\u092e\u0924\u0932 \u0915\u0930\u0947\u0902\u0964<\/li>\n\n\n\n<li>\u0938\u0949\u092b\u094d\u091f\u092e\u0948\u0915\u094d\u0938 (\u092c\u0939\u0941-\u0935\u0930\u094d\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f) \u092f\u093e \u0938\u093f\u0917\u094d\u092e\u0949\u0907\u0921 (\u092c\u093e\u0907\u0928\u0930\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f) \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u0930\u0947\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">CNNs \u0915\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923: \u092c\u0948\u0915\u092a\u094d\u0930\u094b\u092a\u0947\u0917\u0947\u0936\u0928 \u0938\u0947 \u0911\u092a\u094d\u091f\u093f\u092e\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0924\u0915<\/h3>\n\n\n\n<p>CNN \u092c\u0948\u0915\u092a\u094d\u0930\u094b\u092a\u0947\u0917\u0947\u0936\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0905\u092a\u0928\u0947 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0914\u0930 \u0935\u091c\u093c\u0928 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0915\u0947 \u0938\u0940\u0916\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939 \u090f\u0915 \u0910\u0938\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948 \u091c\u094b \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0921\u093f\u0938\u0947\u0902\u091f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092e\u0941\u0916\u094d\u092f \u091a\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0905\u0917\u094d\u0930\u0935\u0930\u094d\u0924\u0940 \u092a\u093e\u0930\u0923<\/strong>\u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0928\u092a\u0941\u091f \u091b\u0935\u093f \u0915\u094b \u092a\u0930\u0924-\u0926\u0930-\u092a\u0930\u0924 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0939\u093e\u0928\u093f \u0917\u0923\u0928\u093e<\/strong>\u0939\u093e\u0928\u093f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 (\u091c\u0948\u0938\u0947, \u0915\u094d\u0930\u0949\u0938-\u090f\u0928\u094d\u091f\u094d\u0930\u0949\u092a\u0940) \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u094b\u0902 \u0914\u0930 \u091c\u092e\u0940\u0928\u0940 \u0938\u091a\u094d\u091a\u093e\u0908 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u094b \u092e\u093e\u092a\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092c\u0948\u0915\u0935\u0930\u094d\u0921 \u092a\u093e\u0938<\/strong>\u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0915\u0947 \u0938\u0902\u092c\u0902\u0927 \u092e\u0947\u0902 \u0939\u093e\u0928\u093f \u0915\u0947 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u0940 \u0917\u0923\u0928\u093e \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u091c\u0928 \u0905\u0926\u094d\u092f\u0924\u0928<\/strong>\u090f\u0921\u092e \u092f\u093e \u090f\u0938\u091c\u0940\u0921\u0940 (\u0938\u094d\u091f\u094b\u091a\u0948\u0938\u094d\u091f\u093f\u0915 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0921\u093f\u0938\u0947\u0902\u091f) \u091c\u0948\u0938\u0947 \u0911\u092a\u094d\u091f\u093f\u092e\u093e\u0907\u091c\u093c\u0930 \u0939\u093e\u0928\u093f \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092d\u093e\u0930 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0906\u0927\u0941\u0928\u093f\u0915 \u0938\u0940\u090f\u0928\u090f\u0928 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u092c\u0948\u091a \u0928\u0949\u0930\u094d\u092e\u0932\u093e\u0907\u091c\u0947\u0936\u0928 (\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u094b \u0938\u094d\u0925\u093f\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f) \u0914\u0930 \u0921\u094d\u0930\u0949\u092a\u0906\u0909\u091f (\u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f) \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u0940 \u0924\u093e\u0915\u0924<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0938\u0940\u0916\u0928\u093e<\/strong>: \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0915\u094b \u0938\u092e\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f, \u0938\u0930\u0932 \u0938\u0947 \u091c\u091f\u093f\u0932 \u0924\u0915 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0928\u093f\u0915\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u0941\u0935\u093e\u0926 \u0905\u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0936\u0940\u0932\u0924\u093e<\/strong>: \u091b\u0935\u093f \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u0940 \u092a\u0930\u0935\u093e\u0939 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0909\u0928\u094d\u0939\u0947\u0902 \u092a\u0939\u091a\u093e\u0928\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0938\u093e\u091d\u093e \u0915\u0930\u0928\u093e<\/strong>: \u092b\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u091b\u0935\u093f \u092e\u0947\u0902 \u092a\u0941\u0928\u0903 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0947\u092e\u094b\u0930\u0940 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/strong>: \u0917\u0939\u0930\u093e\u0908 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0915\u0947 \u0935\u093f\u0935\u093f\u0927 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, ResNet-50 \u092c\u0928\u093e\u092e ResNet-152)\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u0940 \u0938\u0940\u092e\u093e\u090f\u0901<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0932\u093e\u0917\u0924<\/strong>\u0917\u0939\u0928 CNNs (\u091c\u0948\u0938\u0947, VGG-16) \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f GPU \u0914\u0930 \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\u0964<\/li>\n\n\n\n<li><strong>\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0907\u0928\u092a\u0941\u091f \u0906\u0915\u093e\u0930<\/strong>\u0905\u0927\u093f\u0915\u093e\u0902\u0936 CNN \u0915\u094b \u090f\u0915 \u0938\u092e\u093e\u0928 \u0930\u093f\u091c\u093c\u094b\u0932\u094d\u092f\u0942\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u093e \u0906\u0915\u093e\u0930 \u092c\u0926\u0932\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u093f\u0935\u0930\u0923 \u0916\u094b\u0928\u093e \u0938\u0902\u092d\u0935 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u091c\u093e\u0917\u0930\u0942\u0915\u0924\u093e \u0915\u093e \u0905\u092d\u093e\u0935<\/strong>\u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u092f\u093e \u0926\u0942\u0930\u0938\u094d\u0925 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u0915\u0920\u093f\u0928\u093e\u0908\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917<\/strong>\u090f\u0915\u094d\u0938-\u0930\u0947 \u092f\u093e \u090f\u092e\u0906\u0930\u0906\u0908 \u092e\u0947\u0902 \u091f\u094d\u092f\u0942\u092e\u0930 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0938\u094d\u0924\u0928 \u0915\u0948\u0902\u0938\u0930 \u0915\u0947 \u0932\u093f\u090f \u0917\u0942\u0917\u0932 \u0915\u093e LYNA)\u0964<\/li>\n\n\n\n<li><strong>\u091a\u0947\u0939\u0930\u0947 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928<\/strong>: \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0914\u0930 \u0938\u094d\u092e\u093e\u0930\u094d\u091f\u092b\u094b\u0928 \u092a\u094d\u0930\u092e\u093e\u0923\u0940\u0915\u0930\u0923 \u0915\u094b \u0938\u0936\u0915\u094d\u0924 \u092c\u0928\u093e\u0928\u093e (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u090f\u092a\u094d\u092a\u0932 \u092b\u0947\u0938 \u0906\u0908\u0921\u0940)\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0935\u093e\u0939\u0928<\/strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902, \u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u0938\u0902\u0915\u0947\u0924\u094b\u0902 \u0914\u0930 \u092c\u093e\u0927\u093e\u0913\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0915\u0943\u0937\u093f<\/strong>\u0921\u094d\u0930\u094b\u0928 \u0938\u0947 \u0932\u0940 \u0917\u0908 \u0924\u0938\u094d\u0935\u0940\u0930\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092b\u0938\u0932 \u0915\u0947 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u093e \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0930\u0942\u092a<\/h3>\n\n\n\n<p>\u091c\u092c\u0915\u093f LeNet-5 (1998) \u0914\u0930 AlexNet (2012) \u091c\u0948\u0938\u0947 \u0915\u094d\u0932\u093e\u0938\u093f\u0915 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0928\u0947 \u0907\u0938 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0905\u0917\u094d\u0930\u0923\u0940 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0908, \u0928\u090f \u092e\u0949\u0921\u0932 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u0906\u0917\u0947 \u092c\u0922\u093c\u093e \u0930\u0939\u0947 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0930\u0947\u0938\u0928\u0947\u091f<\/strong>: \u0905\u0924\u093f-\u0917\u0939\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (100+ \u092a\u0930\u0924\u0947\u0902) \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u0936\u093f\u0937\u094d\u091f \u0915\u0928\u0947\u0915\u094d\u0936\u0928 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0907\u0928\u0938\u0947\u092a\u094d\u0936\u0928\u0928\u0947\u091f<\/strong>: \u0915\u0941\u0936\u0932 \u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0939\u0940 \u092a\u0930\u0924 \u0915\u0947 \u092d\u0940\u0924\u0930 \u092c\u0939\u0941-\u0938\u094d\u0924\u0930\u0940\u092f \u092b\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092e\u094b\u092c\u093e\u0907\u0932\u0928\u0947\u091f<\/strong>: \u0917\u0939\u0930\u093e\u0908-\u0935\u093e\u0930 \u092a\u0943\u0925\u0915 \u0915\u0930\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092e\u094b\u092c\u093e\u0907\u0932\/\u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924\u0964<\/li>\n<\/ul>\n\n\n\n<p>CNN \u0928\u0947 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u0939\u0948, \u091c\u094b \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0924\u0930\u0940\u0915\u094b\u0902 \u0938\u0947 \u092c\u0947\u091c\u094b\u0921\u093c \u0938\u094d\u0935\u091a\u093e\u0932\u0928, \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0936\u0940\u0932\u0924\u093e \u0915\u093e \u092e\u093f\u0936\u094d\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092e\u093e\u0901\u0917 \u091c\u0948\u0938\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u092c\u0928\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948\u0902, \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u092e\u0949\u0921\u0932 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \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\u094b \u092c\u0922\u093c\u093e\u0924\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948\u0964 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0938\u0947 \u0932\u0947\u0915\u0930 \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u0924\u0915, CNN AI \u091f\u0942\u0932\u0915\u093f\u091f \u092e\u0947\u0902 \u0905\u092a\u0930\u093f\u0939\u093e\u0930\u094d\u092f \u0909\u092a\u0915\u0930\u0923 \u092c\u0928\u0947 \u0939\u0941\u090f \u0939\u0948\u0902, \u091c\u094b \u0938\u093e\u092c\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u091c\u0948\u0935\u093f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f \u0915\u0940 \u0928\u0915\u0932 \u0915\u0930\u0928\u093e \u0928 \u0915\u0947\u0935\u0932 \u0938\u0902\u092d\u0935 \u0939\u0948 - \u092f\u0939 \u0915\u094d\u0930\u093e\u0902\u0924\u093f\u0915\u093e\u0930\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-1024x576.png\" alt=\"\" class=\"wp-image-173928\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-1024x576.png 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-300x169.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-768x432.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-1536x864.png 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-18x10.png 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0915\u094d\u0937\u0947\u0924\u094d\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 CNNs (R-CNN \u092a\u0930\u093f\u0935\u093e\u0930): \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u092e\u0947\u0902 \u0905\u0917\u094d\u0930\u0923\u0940 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e<\/h2>\n\n\n\n<p>\u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u0928 \u0915\u0947\u0935\u0932 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0916\u094b\u091c, \u092c\u0932\u094d\u0915\u093f \u0909\u0928\u092e\u0947\u0902 \u0915\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0909\u0928\u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0916\u094b\u091c \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0915\u0940 \u0906\u0927\u093e\u0930\u0936\u093f\u0932\u093e \u0930\u0939\u0940 \u0939\u0948\u0964 R-CNN \u092a\u0930\u093f\u0935\u093e\u0930 \u0915\u0947 \u0909\u092d\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0938\u093f\u0938\u094d\u091f\u092e \u0905\u0915\u0941\u0936\u0932 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0925\u0947 \u091c\u094b \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u0924\u0947 \u0925\u0947\u0964 \u0938\u094d\u0932\u093e\u0907\u0921\u093f\u0902\u0917 \u0935\u093f\u0902\u0921\u094b \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092f\u093e \u0939\u093f\u0938\u094d\u091f\u094b\u0917\u094d\u0930\u093e\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u0947\u092e\u094d\u092a\u0932\u0947\u091f \u091c\u0948\u0938\u0947 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0924\u0930\u0940\u0915\u0947 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0902\u0917\u0947, \u0924\u094d\u0930\u0941\u091f\u093f-\u092a\u094d\u0930\u0935\u0923 \u0925\u0947, \u0914\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0906\u0915\u093e\u0930, \u0905\u092d\u093f\u0935\u093f\u0928\u094d\u092f\u093e\u0938 \u0914\u0930 \u0905\u0935\u0930\u094b\u0927\u0928 \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928\u0924\u093e\u0913\u0902 \u0938\u0947 \u091c\u0942\u091d\u0924\u0947 \u0925\u0947\u0964 2014 \u092e\u0947\u0902 \u0915\u094d\u0937\u0947\u0924\u094d\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \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 (R-CNN) \u0915\u0940 \u0936\u0941\u0930\u0942\u0906\u0924 \u0928\u0947 \u0905\u092d\u0942\u0924\u092a\u0942\u0930\u094d\u0935 \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f CNN \u0915\u0940 \u0936\u0915\u094d\u0924\u093f \u0915\u094b \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u0915\u0930 \u090f\u0915 \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928 \u092c\u0926\u0932\u093e\u0935 \u0915\u094b \u091a\u093f\u0939\u094d\u0928\u093f\u0924 \u0915\u093f\u092f\u093e\u0964 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0907\u0938 \u092a\u0930\u093f\u0935\u093e\u0930- R-CNN, \u092b\u093c\u093e\u0938\u094d\u091f R-CNN, \u092b\u093c\u093e\u0938\u094d\u091f\u0930 R-CNN, \u0914\u0930 \u092e\u093e\u0938\u094d\u0915 R-CNN- \u0928\u0947 \u0917\u0924\u093f \u092a\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0915\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u093f\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0910\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0930\u093f\u0939\u093e\u0930\u094d\u092f \u0939\u094b \u0917\u090f \u091c\u0939\u093e\u0901 \u0915\u094b\u0908 \u0935\u093f\u0935\u0930\u0923 \u091b\u0942\u091f \u091c\u093e\u0928\u0947 \u0915\u0947 \u0917\u0902\u092d\u0940\u0930 \u092a\u0930\u093f\u0923\u093e\u092e \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0906\u0907\u090f \u0909\u0928\u0915\u0947 \u0935\u093f\u0915\u093e\u0938, \u0928\u0935\u093e\u091a\u093e\u0930\u094b\u0902 \u0914\u0930 \u0938\u094d\u0925\u093e\u092f\u0940 \u092a\u094d\u0930\u092d\u093e\u0935\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u090f\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u094b\u0930 \u0907\u0928\u094b\u0935\u0947\u0936\u0928: \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u0938\u0947 \u092b\u093e\u0938\u094d\u091f \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u0924\u0915<\/h3>\n\n\n\n<p>\u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u092a\u0930\u093f\u0935\u093e\u0930 \u0915\u0940 \u092f\u093e\u0924\u094d\u0930\u093e \u092e\u0942\u0932 \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u0938\u0947 \u0936\u0941\u0930\u0942 \u0939\u0941\u0908, \u091c\u093f\u0938\u0928\u0947 \u090f\u0915 \u0928\u0935\u0940\u0928 \u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u0930\u0942\u092a\u0930\u0947\u0916\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0940: \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935 \u0915\u0930\u0928\u093e, \u092b\u093f\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0914\u0930 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0928\u093e\u0964<\/p>\n\n\n\n<p>\u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 (2014):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935<\/strong>: \u0930\u0902\u0917, \u092c\u0928\u093e\u0935\u091f \u0914\u0930 \u0924\u0940\u0935\u094d\u0930\u0924\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0915\u094b \u0938\u092e\u0942\u0939\u0940\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u091b\u0935\u093f ~2,000 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u092e, \u091a\u092f\u0928\u093e\u0924\u094d\u092e\u0915 \u0916\u094b\u091c \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0938\u0941\u0935\u093f\u0927\u093e \u0928\u093f\u0915\u093e\u0932\u0928\u093e<\/strong>\u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u093e \u0906\u0915\u093e\u0930 \u092c\u0926\u0932\u093e \u0917\u092f\u093e \u0914\u0930 \u0909\u0938\u0947 \u092a\u0942\u0930\u094d\u0935 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 CNN (\u091c\u0948\u0938\u0947, \u090f\u0932\u0947\u0915\u094d\u0938\u0928\u0947\u091f) \u092e\u0947\u0902 \u092b\u0940\u0921 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0924\u093e\u0915\u093f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0928\u093f\u0915\u093e\u0932\u0940 \u091c\u093e \u0938\u0915\u0947\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928<\/strong>: \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u090f\u0938.\u0935\u0940.\u090f\u092e. \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e, \u0914\u0930 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0915\u094b \u0930\u0948\u0916\u093f\u0915 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u0924\u094b \u0939\u0941\u0908, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u092e\u0947\u0902 \u0917\u0902\u092d\u0940\u0930 \u0916\u093e\u092e\u093f\u092f\u093e\u0902 \u0925\u0940\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0927\u0940\u092e\u093e\u092a\u0928<\/strong>\u092a\u094d\u0930\u0924\u093f \u091b\u0935\u093f 2,000 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 ~50 \u0938\u0947\u0915\u0902\u0921 \u0915\u093e \u0938\u092e\u092f \u0932\u0917\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u0938\u0902\u0917\u0923\u0928\u093e\u090f\u0901<\/strong>\u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u094b \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0930\u0942\u092a \u0938\u0947 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u091c\u093f\u0938\u092e\u0947\u0902 \u0915\u094b\u0908 \u0938\u093e\u091d\u093e \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u092b\u093e\u0938\u094d\u091f \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 (2015) \u0928\u0947 \u0926\u094b \u092a\u094d\u0930\u092e\u0941\u0916 \u0928\u0935\u093e\u091a\u093e\u0930\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0907\u0928 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u094b \u0938\u0902\u092c\u094b\u0927\u093f\u0924 \u0915\u093f\u092f\u093e:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0938\u093e\u091d\u093e \u0938\u0941\u0935\u093f\u0927\u093e \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930<\/strong>\u0938\u0902\u092a\u0942\u0930\u094d\u0923 \u091b\u0935\u093f \u0915\u094b \u090f\u0915 \u092c\u093e\u0930 CNN \u0926\u094d\u0935\u093e\u0930\u093e \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u090f\u0915 \u090f\u0915\u0940\u0915\u0943\u0924 \u092b\u0940\u091a\u0930 \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930 \u0924\u0948\u092f\u093e\u0930 \u0939\u0941\u0906, \u0924\u0925\u093e \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u0917\u0923\u0928\u093e\u090f\u0902 \u0938\u092e\u093e\u092a\u094d\u0924 \u0939\u094b \u0917\u0908\u0902\u0964<\/li>\n\n\n\n<li><strong>RoI \u092a\u0942\u0932\u093f\u0902\u0917<\/strong>: \u0930\u0941\u091a\u093f \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 (\u0906\u0930\u0913\u0906\u0908) \u0915\u094b \u092b\u0940\u091a\u0930 \u092e\u0948\u092a \u092a\u0930 \u092e\u0948\u092a \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0914\u0930 \u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0906\u0915\u093e\u0930 \u0915\u0947 \u0935\u0948\u0915\u094d\u091f\u0930 \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u093e \u0917\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u0915\u0941\u0936\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u0905\u0928\u0941\u092e\u093e\u0928 \u0938\u0902\u092d\u0935 \u0939\u094b \u0938\u0915\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u092a\u0930\u093f\u0923\u093e\u092e:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u094d\u0930\u0924\u093f \u091a\u093f\u0924\u094d\u0930 \u0917\u0924\u093f 50 \u0938\u0947\u0915\u0902\u0921 \u0938\u0947 \u092c\u0922\u093c\u0915\u0930 2 \u0938\u0947\u0915\u0902\u0921 \u0939\u094b \u0917\u0908\u0964<\/li>\n\n\n\n<li>PASCAL VOC \u092a\u0930 \u0914\u0938\u0924 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e (mAP) 58% \u0938\u0947 \u092c\u0922\u093c\u0915\u0930 68% \u0939\u094b \u0917\u0908\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u092b\u0932\u0924\u093e\u090f\u0902: \u0924\u0947\u091c\u093c \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u0914\u0930 \u092e\u093e\u0938\u094d\u0915 \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928<\/h3>\n\n\n\n<p>\u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u092a\u0930\u093f\u0935\u093e\u0930 \u0915\u0940 \u0905\u0917\u0932\u0940 \u091b\u0932\u093e\u0902\u0917 \u092b\u093e\u0938\u094d\u091f\u0930 \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 (2016) \u0914\u0930 \u092e\u093e\u0938\u094d\u0915 \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 (2017) \u0915\u0947 \u0938\u093e\u0925 \u0906\u0908, \u091c\u093f\u0938\u0928\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u094b \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u0914\u0930 \u092a\u093f\u0915\u094d\u0938\u0947\u0932-\u0938\u094d\u0924\u0930\u0940\u092f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u093e\u0930\u093f\u0924 \u0915\u093f\u092f\u093e\u0964<\/p>\n\n\n\n<p>\u0924\u0947\u091c\u093c \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (RPN)<\/strong>: \u090f\u0915 \u092a\u0942\u0930\u094d\u0923 \u0930\u0942\u092a \u0938\u0947 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u091c\u093f\u0938\u0928\u0947 \u091a\u092f\u0928\u093e\u0924\u094d\u092e\u0915 \u0916\u094b\u091c \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u093f\u092f\u093e\u0964 RPN \u0928\u0947 \u090f\u0902\u0915\u0930 \u092c\u0949\u0915\u094d\u0938 (\u0915\u0908 \u0938\u094d\u0915\u0947\u0932\/\u0906\u0938\u094d\u092a\u0947\u0915\u094d\u091f \u0930\u0947\u0936\u093f\u092f\u094b \u092a\u0930 \u092a\u0942\u0930\u094d\u0935\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0906\u0915\u093e\u0930) \u0915\u0947 \u0932\u093f\u090f &quot;\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f\u0928\u0947\u0938&quot; \u0938\u094d\u0915\u094b\u0930 \u0914\u0930 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0938\u092e\u093e\u092f\u094b\u091c\u0928 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0940\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0915\u0940\u0915\u0943\u0924 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e<\/strong>: \u0906\u0930\u092a\u0940\u090f\u0928 \u0928\u0947 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (\u092b\u093e\u0938\u094d\u091f \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928) \u0915\u0947 \u0938\u093e\u0925 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0938\u093e\u091d\u093e \u0915\u093f\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u090f\u0902\u0921-\u091f\u0942-\u090f\u0902\u0921 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u0902\u092d\u0935 \u0939\u094b \u0938\u0915\u093e\u0964<\/li>\n\n\n\n<li><strong>\u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928<\/strong>PASCAL VOC \u092a\u0930 73% mAP \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u092a\u094d\u0930\u0924\u093f \u091a\u093f\u0924\u094d\u0930 \u0905\u0928\u0941\u092e\u093e\u0928 \u0938\u092e\u092f \u0915\u094b \u0918\u091f\u093e\u0915\u0930 0.2 \u0938\u0947\u0915\u0902\u0921 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u092e\u093e\u0938\u094d\u0915 \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092a\u093f\u0915\u094d\u0938\u0947\u0932-\u0938\u094d\u0924\u0930 \u0935\u093f\u092d\u093e\u091c\u0928<\/strong>: \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 RoI \u0915\u0947 \u0932\u093f\u090f \u092c\u093e\u0907\u0928\u0930\u0940 \u092e\u093e\u0938\u094d\u0915 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092b\u093e\u0938\u094d\u091f\u0930 R-CNN \u092e\u0947\u0902 \u090f\u0915 \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u0936\u093e\u0916\u093e \u091c\u094b\u0921\u093c\u0940 \u0917\u0908, \u091c\u093f\u0938\u0938\u0947 \u0907\u0902\u0938\u094d\u091f\u0947\u0902\u0938 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0938\u0915\u094d\u0937\u092e \u0939\u094b \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>RoI \u0938\u0902\u0930\u0947\u0916\u093f\u0924 \u0915\u0930\u0947\u0902<\/strong>: \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0905\u0916\u0902\u0921\u0924\u093e \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f RoI \u092a\u0942\u0932\u093f\u0902\u0917 \u0915\u094b \u0909\u092a-\u092a\u093f\u0915\u094d\u0938\u0947\u0932-\u0938\u091f\u0940\u0915 \u0935\u093f\u0927\u093f \u0938\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u091c\u094b \u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0924\u093e\u0915\u0924 \u0914\u0930 \u0938\u0940\u092e\u093e\u090f\u0902<\/h3>\n\n\n\n<p>\u0924\u093e\u0915\u0924:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092c\u0947\u091c\u094b\u0921\u093c \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e<\/strong>: \u0913\u0935\u0930\u0932\u0948\u092a\u093f\u0902\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0935\u093e\u0932\u0947 \u091c\u091f\u093f\u0932 \u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0938\u093f\u0902\u0917\u0932-\u0938\u094d\u091f\u0947\u091c \u0921\u093f\u091f\u0947\u0915\u094d\u091f\u0930\u094b\u0902 (\u091c\u0948\u0938\u0947, YOLO, SSD) \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u092a\u094d\u0930\u0924\u093f\u092d\u093e<\/strong>\u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923, \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u0935\u093f\u092d\u093e\u091c\u0928 \u0914\u0930 \u092e\u0941\u0916\u094d\u092f \u092c\u093f\u0902\u0926\u0941 \u0906\u0915\u0932\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0940\u092f\u0964<\/li>\n\n\n\n<li><strong>customizability<\/strong>: \u092c\u0948\u0915\u092c\u094b\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (\u091c\u0948\u0938\u0947, \u0930\u0947\u0938\u0928\u0947\u091f, \u0935\u0940\u091c\u0940\u091c\u0940) \u0915\u094b \u0917\u0924\u093f-\u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u092c\u0926\u0932\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0938\u0940\u092e\u093e\u090f\u0901:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0913\u0935\u0930\u0939\u0947\u0921<\/strong>\u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u0947\u0902 YOLO \u092f\u093e SSD \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0927\u0940\u092e\u0940 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0906\u0926\u0930\u094d\u0936 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u091c\u091f\u093f\u0932\u0924\u093e<\/strong>: \u092c\u0921\u093c\u0947 \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0914\u0930 \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u0939\u093e\u0907\u092a\u0930\u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 (\u091c\u0948\u0938\u0947, \u090f\u0902\u0915\u0930 \u092c\u0949\u0915\u094d\u0938 \u0938\u094d\u0915\u0947\u0932) \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>R-CNN \u092a\u0930\u093f\u0935\u093e\u0930 \u0928\u0947 \u092f\u0939 \u0938\u093e\u092c\u093f\u0924 \u0915\u0930\u0915\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0915\u093f \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u090f\u0915 \u0938\u093e\u0925 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u092c\u0915\u093f YOLOv8 \u092f\u093e DETR \u091c\u0948\u0938\u0947 \u0928\u090f \u092e\u0949\u0921\u0932 \u0917\u0924\u093f \u0914\u0930 \u0938\u0930\u0932\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, R-CNN \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u0947\u0936 \u0915\u093f\u090f \u0917\u090f \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u0906\u0927\u093e\u0930\u092d\u0942\u0924 \u092c\u0928\u0947 \u0939\u0941\u090f \u0939\u0948\u0902\u0964 \u0924\u0947\u091c\u093c R-CNN \u0914\u0930 \u092e\u093e\u0938\u094d\u0915 R-CNN \u0915\u093e \u0905\u092d\u0940 \u092d\u0940 \u0909\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u0930 \u0915\u094b\u0908 \u0938\u092e\u091d\u094c\u0924\u093e \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 - \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917, \u0938\u0948\u091f\u0947\u0932\u093e\u0907\u091f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0901\u0964 \u0909\u0928\u0915\u093e \u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923, \u0939\u093e\u0932\u093e\u0902\u0915\u093f \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u0917\u0939\u0928 \u0939\u0948, \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0938\u0902\u0926\u0930\u094d\u092d, \u092a\u0948\u092e\u093e\u0928\u0947 \u0914\u0930 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0947\u0902\u091a\u092e\u093e\u0930\u094d\u0915 \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 AI \u0906\u0917\u0947 \u092c\u0922\u093c\u0924\u093e \u0939\u0948, R-CNN \u092a\u0930\u093f\u0935\u093e\u0930 \u0915\u0940 \u0935\u093f\u0930\u093e\u0938\u0924 \u092c\u0928\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948, \u091c\u094b \u0939\u092e\u0947\u0902 \u092f\u093e\u0926 \u0926\u093f\u0932\u093e\u0924\u0940 \u0939\u0948 \u0915\u093f \u0915\u092d\u0940-\u0915\u092d\u0940, \u092c\u0921\u093c\u0940 \u0924\u0938\u094d\u0935\u0940\u0930 \u0926\u0947\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u092a\u0939\u0932\u0947 \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u0938\u0940\u0916\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"744\" height=\"400\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once.jpg\" alt=\"\" class=\"wp-image-173930\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once.jpg 744w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once-300x161.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once-18x10.jpg 18w\" sizes=\"(max-width: 744px) 100vw, 744px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">YOLO (\u0906\u092a \u0915\u0947\u0935\u0932 \u090f\u0915 \u092c\u093e\u0930 \u0926\u0947\u0916\u0924\u0947 \u0939\u0948\u0902): \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f\u0915\u093e\u0930\u0940 \u092c\u0926\u0932\u093e\u0935<\/h2>\n\n\n\n<p>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u0940 \u092e\u093e\u0902\u0917 - \u091c\u0939\u093e\u0902 \u0917\u0924\u093f \u0938\u091f\u0940\u0915\u0924\u093e \u091c\u093f\u0924\u0928\u0940 \u0939\u0940 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948 - \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917, \u0932\u093e\u0907\u0935 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0938\u092e\u093e\u0928 \u091b\u0942 \u0930\u0939\u0940 \u0939\u0948\u0964 2016 \u092e\u0947\u0902 YOLO \u0915\u0947 \u092a\u0926\u093e\u0930\u094d\u092a\u0923 \u0938\u0947 \u092a\u0939\u0932\u0947, Faster R-CNN \u091c\u0948\u0938\u0947 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u092e\u0949\u0921\u0932 \u0928\u0947 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0940, \u0932\u0947\u0915\u093f\u0928 \u092a\u094d\u0930\u0924\u093f \u091a\u093f\u0924\u094d\u0930 0.2-2 \u0938\u0947\u0915\u0902\u0921 \u0915\u0940 \u0938\u0941\u0938\u094d\u0924 \u0917\u0924\u093f \u0938\u0947 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u0941\u090f, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0938\u092e\u092f-\u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0939\u094b \u0917\u090f\u0964 YOLO (\u092f\u0942 \u0913\u0928\u0932\u0940 \u0932\u0941\u0915 \u0935\u0928\u094d\u0938) \u092e\u0947\u0902 \u092a\u094d\u0930\u0935\u0947\u0936 \u0915\u0930\u0947\u0902, \u090f\u0915 \u0917\u094d\u0930\u093e\u0909\u0902\u0921\u092c\u094d\u0930\u0947\u0915\u093f\u0902\u0917 \u0938\u093f\u0902\u0917\u0932-\u0938\u094d\u091f\u0947\u091c \u0921\u093f\u091f\u0947\u0915\u094d\u091f\u0930 \u091c\u093f\u0938\u0928\u0947 \u090f\u0915 \u0939\u0940 \u092a\u093e\u0938 \u092e\u0947\u0902 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u093f\u092f\u093e, \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u0924\u094d\u092f\u093e\u0917 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0905\u092d\u0942\u0924\u092a\u0942\u0930\u094d\u0935 \u0917\u0924\u093f \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0940\u0964 \u091c\u094b\u0938\u0947\u092b \u0930\u0947\u0921\u092e\u0949\u0928 \u0914\u0930 \u0905\u0932\u0940 \u092b\u0930\u0939\u093e\u0926\u0940 \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u093f\u0915\u0938\u093f\u0924, YOLO \u0915\u0947 &quot;\u090f\u0915 \u092c\u093e\u0930 \u0926\u0947\u0916\u0947\u0902&quot; \u0926\u0930\u094d\u0936\u0928 \u0928\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u090f\u0915 \u092c\u0939\u0941-\u091a\u0930\u0923\u0940\u092f \u092a\u0939\u0947\u0932\u0940 \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924, \u090f\u0902\u0921-\u091f\u0942-\u090f\u0902\u0921 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0947\u0902 \u092c\u0926\u0932 \u0926\u093f\u092f\u093e \u092f\u0939 \u0916\u0902\u0921 YOLO \u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e, \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u0909\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092a\u0930 \u0938\u094d\u0925\u093e\u092f\u0940 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u092e\u093f\u0932\u0940\u0938\u0947\u0915\u0902\u0921 \u092e\u093e\u092f\u0928\u0947 \u0930\u0916\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u094b\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930: YOLO \u0915\u0948\u0938\u0947 \u0917\u0924\u093f \u0914\u0930 \u0938\u0930\u0932\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/h3>\n\n\n\n<p>YOLO \u0915\u093e \u0928\u0935\u093e\u091a\u093e\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u0915\u0947 \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924, \u0917\u094d\u0930\u093f\u0921-\u0906\u0927\u093e\u0930\u093f\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964 \u092f\u0939 \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0917\u094d\u0930\u093f\u0921 \u0921\u093f\u0935\u0940\u091c\u0928<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0907\u0928\u092a\u0941\u091f \u0907\u092e\u0947\u091c \u0915\u094b S\u00d7S \u0917\u094d\u0930\u093f\u0921 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, YOLOv1 \u092e\u0947\u0902 7\u00d77)\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0917\u094d\u0930\u093f\u0921 \u0938\u0947\u0932 B \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0915\u0949\u0928\u094d\u092b\u093c\u093f\u0921\u0947\u0902\u0938 \u0938\u094d\u0915\u094b\u0930 (\u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948 \u0915\u093f \u090f\u0915 \u092c\u0949\u0915\u094d\u0938 \u092e\u0947\u0902 \u0917\u094d\u0930\u093e\u0909\u0902\u0921 \u091f\u094d\u0930\u0941\u0925 \u0915\u0947 \u0938\u093e\u0925 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u00d7 IoU \u0936\u093e\u092e\u093f\u0932 \u0939\u0948) \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u092e\u0947\u0902 5 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902: <em>\u090f\u0915\u094d\u0938, \u0935\u093e\u0908<\/em> (\u0915\u0947\u0928\u094d\u0926\u094d\u0930 \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u093e\u0902\u0915), \u091a\u094c\u0921\u093c\u093e\u0908, \u090a\u0902\u091a\u093e\u0908 \u0914\u0930 \u0906\u0924\u094d\u092e\u0935\u093f\u0936\u094d\u0935\u093e\u0938\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u090f\u0915\u0940\u0915\u0943\u0924 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u0921\u093f\u091f\u0947\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, YOLO \u090f\u0915 \u0939\u0940 \u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u092a\u093e\u0938 \u092e\u0947\u0902 \u090f\u0915 \u0938\u093e\u0925 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0914\u0930 \u0935\u0930\u094d\u0917 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u0913\u0902 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0917\u094d\u0930\u093f\u0921 \u0938\u0947\u0932 \u0938\u0940 \u0936\u094d\u0930\u0947\u0923\u0940 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u0913\u0902 (\u091c\u0948\u0938\u0947, &quot;\u0915\u093e\u0930&quot;, &quot;\u0935\u094d\u092f\u0915\u094d\u0924\u093f&quot;) \u0915\u0940 \u092d\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0909\u0938 \u0938\u0947\u0932 \u0915\u0947 \u0938\u092d\u0940 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u092e\u0947\u0902 \u0938\u093e\u091d\u093e \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0932\u0949\u0938 \u092b\u0902\u0915\u0936\u0928<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 \u0939\u093e\u0928\u093f (\u092c\u0949\u0915\u094d\u0938 \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u093e\u0902\u0915 \u092e\u0947\u0902 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901), \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0939\u093e\u0928\u093f (\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f) \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0939\u093e\u0928\u093f (\u0935\u0930\u094d\u0917 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940) \u0915\u094b \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092f\u094b\u0917-\u0935\u0930\u094d\u0917 \u0924\u094d\u0930\u0941\u091f\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u0925\u093e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092f\u0941\u0915\u094d\u0924 \u092c\u0915\u094d\u0938\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u092c\u093e\u0926<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0928\u0949\u0928-\u092e\u0948\u0915\u094d\u0938 \u0938\u092a\u094d\u0930\u0947\u0936\u0928 (\u090f\u0928\u090f\u092e\u090f\u0938) \u0913\u0935\u0930\u0932\u0948\u092a\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938\u094b\u0902 \u0915\u094b \u0935\u093f\u0932\u0940\u0928 \u0915\u0930 \u0926\u0947\u0924\u093e \u0939\u0948, \u0924\u0925\u093e \u0915\u0947\u0935\u0932 \u0938\u092c\u0938\u0947 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u092c\u0930\u0915\u0930\u093e\u0930 \u0930\u0916\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0938 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0928\u0947 YOLOv1 \u0915\u094b 45 FPS (\u092c\u0928\u093e\u092e \u0924\u0947\u091c\u093c R-CNN \u0915\u0947 5 FPS) \u092a\u0930 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u092a\u0939\u0932\u0940 \u092c\u093e\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0938\u0902\u092d\u0935 \u0939\u094b \u0917\u092f\u093e\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">YOLO \u0915\u093e \u0935\u093f\u0915\u093e\u0938: v1 \u0938\u0947 YOLOv8 \u0914\u0930 \u0909\u0938\u0938\u0947 \u0906\u0917\u0947<\/h3>\n\n\n\n<p>2016 \u0938\u0947, YOLO \u092e\u0947\u0902 \u0917\u0924\u093f, \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u092a\u094d\u0930\u0924\u093f\u092d\u093e \u0915\u094b \u0938\u0902\u0924\u0941\u0932\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0928\u093f\u0930\u0902\u0924\u0930 \u0938\u0941\u0927\u093e\u0930 \u0915\u093f\u090f \u0917\u090f \u0939\u0948\u0902:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092f\u094b\u0932\u094b\u09351 (2016)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0915\u0932-\u091a\u0930\u0923\u0940\u092f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0905\u0917\u094d\u0930\u0923\u0940, \u0932\u0947\u0915\u093f\u0928 \u091b\u094b\u091f\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0914\u0930 \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0928\u093e \u092a\u0921\u093c\u093e\u0964<\/li>\n\n\n\n<li>\u092a\u094d\u0930\u0924\u093f \u0938\u0947\u0932 7\u00d77 \u0917\u094d\u0930\u093f\u0921 \u0914\u0930 2 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0924\u0915 \u0938\u0940\u092e\u093f\u0924\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092f\u094b\u0932\u094b\u09352 (2017)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092c\u0947\u0939\u0924\u0930 \u092a\u0939\u0932\u0942 \u0905\u0928\u0941\u092a\u093e\u0924 \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0902\u0915\u0930 \u092c\u0949\u0915\u094d\u0938 (\u092a\u0942\u0930\u094d\u0935\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0906\u0915\u093e\u0930) \u092a\u0947\u0936 \u0915\u093f\u090f \u0917\u090f\u0964<\/li>\n\n\n\n<li>\u092c\u0948\u091a \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0914\u0930 \u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u0907\u0928\u092a\u0941\u091f \u091c\u094b\u0921\u093c\u0947 \u0917\u090f, \u091c\u093f\u0938\u0938\u0947 PASCAL VOC \u092a\u0930 mAP 63.4% \u0938\u0947 \u092c\u0922\u093c\u0915\u0930 78.6% \u0939\u094b \u0917\u092f\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092f\u094b\u0932\u094b\u09353 (2018)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0924\u0940\u0928 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0939\u0947\u0921\u094d\u0938 (\u091b\u094b\u091f\u0940, \u092e\u0927\u094d\u092f\u092e \u0914\u0930 \u092c\u0921\u093c\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f) \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u092c\u0939\u0941-\u0938\u094d\u0924\u0930\u0940\u092f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0922\u093e\u0902\u091a\u0947 \u0915\u094b \u0905\u092a\u0928\u093e\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li>\u092e\u0932\u094d\u091f\u0940-\u0932\u0947\u092c\u0932 \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0947 \u0932\u093f\u090f \u0938\u0949\u092b\u094d\u091f\u092e\u0948\u0915\u094d\u0938 \u0915\u094b \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0932\u0949\u091c\u093f\u0938\u094d\u091f\u093f\u0915 \u0915\u094d\u0932\u093e\u0938\u093f\u092b\u093e\u092f\u0930 \u0938\u0947 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv4 (2020)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0915\u0940\u0915\u0943\u0924 \u092e\u0941\u092b\u094d\u0924 \u0909\u092a\u0939\u093e\u0930\u094b\u0902 \u0915\u093e \u0925\u0948\u0932\u093e (\u092e\u094b\u091c\u093c\u0947\u0915 \u0935\u0943\u0926\u094d\u0927\u093f \u091c\u0948\u0938\u0940 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0924\u0930\u0915\u0940\u092c\u0947\u0902) \u0914\u0930 \u0935\u093f\u0936\u0947\u0937 \u0909\u092a\u0939\u093e\u0930\u094b\u0902 \u0915\u093e \u0925\u0948\u0932\u093e (\u091c\u0948\u0938\u0947, \u092e\u093f\u0936 \u0938\u0915\u094d\u0930\u093f\u092f\u0923, \u0938\u0940\u0906\u0908\u0913\u092f\u0942 \u0939\u093e\u0928\u093f)\u0964<\/li>\n\n\n\n<li>COCO \u092a\u0930 43.5% AP \u092a\u0930 65 FPS \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u093f\u092f\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092f\u094b\u0932\u094b\u09355 (2020)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0930\u0932\u0940\u0915\u0943\u0924 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e \u0914\u0930 \u0911\u091f\u094b-\u090f\u0902\u0915\u0930 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u094c\u092a\u091a\u093e\u0930\u093f\u0915 PyTorch \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928\u0964<\/li>\n\n\n\n<li>\u0924\u0948\u0928\u093e\u0924\u0940 \u0914\u0930 \u0914\u0926\u094d\u092f\u094b\u0917\u093f\u0915 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0940 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv6 (2022) \u0914\u0930 YOLOv7 (2022)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092a\u0941\u0928\u0930\u094d\u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930\u0940\u0915\u0943\u0924 \u092c\u0948\u0915\u092c\u094b\u0928 \u0914\u0930 \u0917\u0924\u093f\u0936\u0940\u0932 \u0932\u0947\u092c\u0932 \u0905\u0938\u093e\u0907\u0928\u092e\u0947\u0902\u091f \u0915\u0947 \u0938\u093e\u0925 \u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv8 (2023)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u090f\u0902\u0915\u0930-\u092e\u0941\u0915\u094d\u0924 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0909\u0928\u094d\u0928\u0924 \u0907\u0902\u0938\u094d\u091f\u0948\u0902\u0938 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u0915\u0940 \u0917\u0908\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">YOLO \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u092e\u0941\u0916 \u0928\u0935\u093e\u091a\u093e\u0930<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u090f\u0902\u0915\u0930 \u092c\u0949\u0915\u094d\u0938<\/strong>\u0935\u093f\u0935\u093f\u0927 \u0935\u0938\u094d\u0924\u0941 \u0906\u0915\u0943\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u092c\u0947\u0939\u0924\u0930 \u0938\u0902\u091a\u093e\u0932\u0928 (YOLOv2)\u0964<\/li>\n\n\n\n<li><strong>\u092c\u0939\u0941-\u0938\u094d\u0924\u0930\u0940\u092f \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940<\/strong>\u092a\u093f\u0930\u093e\u092e\u093f\u0921\u0932 \u092b\u093c\u0940\u091a\u0930 \u092e\u0948\u092a\u094d\u0938 (YOLOv3) \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0906\u0915\u093e\u0930 \u0915\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923<\/strong>: \u0905\u0930\u094d\u0927-\u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 (YOLOv7) \u0915\u0947 \u0932\u093f\u090f \u0932\u0947\u092c\u0932 \u0930\u0939\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0902\u0915\u0930-\u092e\u0941\u0915\u094d\u0924 \u091c\u093e\u0902\u091a<\/strong>\u092a\u0942\u0930\u094d\u0935\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u090f\u0902\u0915\u0930 (YOLOv8) \u0915\u094b \u0938\u092e\u093e\u092a\u094d\u0924 \u0915\u0930\u0915\u0947 \u0938\u0930\u0932\u0940\u0915\u0943\u0924 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0924\u093e\u0915\u0924 \u0914\u0930 \u0938\u0940\u092e\u093e\u090f\u0902<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u0924\u093e\u0915\u0924<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0924\u0947\u091c\u093c \u0917\u0924\u093f<\/strong>: 30-150 \u090f\u092b\u092a\u0940\u090f\u0938 \u092a\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0938\u094d\u091f\u094d\u0930\u0940\u092e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0938\u093e\u0926\u0917\u0940<\/strong>\u090f\u0915\u0932-\u091a\u0930\u0923 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928 \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/strong>: YOLO-\u0928\u0948\u0928\u094b \u091c\u0948\u0938\u0947 \u0939\u0932\u094d\u0915\u0947 \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938\u094b\u0902 (\u091c\u0948\u0938\u0947, \u0921\u094d\u0930\u094b\u0928, \u0938\u094d\u092e\u093e\u0930\u094d\u091f\u092b\u094b\u0928) \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0940\u092f\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0938\u0940\u092e\u093e\u090f\u0901<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0902\u092c\u0902\u0927\u0940 \u0938\u092e\u091d\u094c\u0924\u093e<\/strong>: \u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u092e\u0949\u0921\u0932 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u092d\u0940\u0921\u093c \u092d\u0930\u0947 \u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092f\u093e \u091b\u094b\u091f\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0918\u0930\u094d\u0937\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901<\/strong>\u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0905\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u091d\u0942\u0920\u0940 \u0938\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0905\u0927\u093f\u0915 \u0925\u0940\u0964<\/li>\n<\/ul>\n\n\n\n<p>YOLO \u0928\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u0932\u094b\u0915\u0924\u093e\u0902\u0924\u094d\u0930\u093f\u0915 \u092c\u0928\u093e\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0938\u093e\u092c\u093f\u0924 \u0939\u0941\u0906 \u0915\u093f \u0917\u0924\u093f \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u0930\u0938\u094d\u092a\u0930 \u0905\u0928\u0928\u094d\u092f \u0928\u0939\u0940\u0902 \u0939\u094b\u0928\u0940 \u091a\u093e\u0939\u093f\u090f\u0964 \u091c\u092c\u0915\u093f DETR (\u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u091c\u0948\u0938\u0947 \u092e\u0949\u0921\u0932 \u0927\u094d\u092f\u093e\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u0924\u0902\u0924\u094d\u0930\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0907\u0938\u0915\u0947 \u092a\u094d\u0930\u092d\u0941\u0924\u094d\u0935 \u0915\u094b \u091a\u0941\u0928\u094c\u0924\u0940 \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, YOLO \u0915\u0940 \u0938\u0930\u0932\u0924\u093e \u0914\u0930 \u0926\u0915\u094d\u0937\u0924\u093e \u0907\u0938\u0947 \u0924\u0924\u094d\u0915\u093e\u0932 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u0906\u0917\u0947 \u0930\u0916\u0924\u0940 \u0939\u0948\u0964 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u094d\u0924\u093f\u092f\u093e\u0901 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u0928\u094d\u092f\u0942\u0930\u094b\u092e\u0949\u0930\u094d\u092b\u093f\u0915 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u092f\u093e \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0938\u0940\u092e\u093e\u0913\u0902 \u0938\u0947 \u0928\u093f\u092a\u091f\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0935-\u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u094b \u0905\u092a\u0928\u093e \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964 \u092b\u093f\u0930 \u092d\u0940, YOLO \u0915\u093e \u092e\u0941\u0916\u094d\u092f \u0926\u0930\u094d\u0936\u0928 - \u090f\u0915 \u092c\u093e\u0930 \u0926\u0947\u0916\u0947\u0902, \u0924\u0947\u091c\u0940 \u0938\u0947 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0947\u0902 - \u090f\u0915 \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0915 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u092c\u0928\u093e \u0930\u0939\u0947\u0917\u093e \u0915\u094d\u092f\u094b\u0902\u0915\u093f AI \u092e\u0936\u0940\u0928\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u094b \u0926\u0947\u0916\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u0906\u0915\u093e\u0930 \u0926\u0947\u0928\u093e \u091c\u093e\u0930\u0940 \u0930\u0916\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"237\" height=\"40\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.svg\" alt=\"\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908\" class=\"wp-image-156767\" style=\"width:840px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 237w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u092e\u0947\u0902 \u0939\u092e \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0932\u093e\u092d \u0915\u0948\u0938\u0947 \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902<\/h2>\n\n\n\n<p>\u092a\u0930 <a href=\"https:\/\/flypix.ai\/hi\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938<\/a>\u0939\u092e \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0914\u0930 \u0939\u0935\u093e\u0908 \u0907\u092e\u0947\u091c\u0930\u0940 \u0915\u094b \u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908 \u092f\u094b\u0917\u094d\u092f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092e\u0947\u0902 \u092c\u0926\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f CNNs, YOLO \u0914\u0930 R-CNN \u0935\u0947\u0930\u093f\u090f\u0902\u091f \u091c\u0948\u0938\u0947 \u0909\u0928\u094d\u0928\u0924 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u0936\u0915\u094d\u0924\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0939\u092e\u093e\u0930\u093e \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u094d\u0937\u0947\u0924\u094d\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u090f\u0915\u0932-\u091a\u0930\u0923 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0917\u0924\u093f \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u094b \u0909\u092a\u0917\u094d\u0930\u0939 \u0907\u092e\u0947\u091c\u0930\u0940 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0921\u094d\u0930\u094b\u0928 \u092b\u0941\u091f\u0947\u091c \u0924\u0915 \u0915\u0947 \u0935\u093f\u0936\u093e\u0932 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u093e \u0905\u092d\u0942\u0924\u092a\u0942\u0930\u094d\u0935 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0915\u0947, \u0939\u092e \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u0935\u0938\u094d\u0924\u0941 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917, \u092d\u0942\u092e\u093f-\u0909\u092a\u092f\u094b\u0917 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u091c\u0948\u0938\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0915\u093f \u0939\u092e\u093e\u0930\u0947 \u0938\u092e\u093e\u0927\u093e\u0928 \u0909\u091a\u094d\u091a-\u0926\u093e\u0902\u0935 \u0935\u093e\u0932\u0947 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 (\u091c\u0948\u0938\u0947, \u0906\u092a\u0926\u093e \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e) \u0914\u0930 \u0928\u093f\u092f\u092e\u093f\u0924 \u0914\u0926\u094d\u092f\u094b\u0917\u093f\u0915 \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0915\u0942\u0932 \u0939\u094b\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0939\u092e\u093e\u0930\u093e \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u092e-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0924\u0947\u091c\u093c \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928<\/strong>\u0939\u092e \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u0909\u092a\u0917\u094d\u0930\u0939 \u0907\u092e\u0947\u091c\u0930\u0940 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0935\u0938\u094d\u0924\u0941 \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092a\u093f\u0915\u094d\u0938\u0947\u0932-\u0938\u094d\u0924\u0930 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092f\u093e \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923\u0940\u092f \u092c\u0926\u0932\u093e\u0935\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>YOLO \u0935\u0947\u0930\u093f\u090f\u0902\u091f<\/strong>\u0917\u0924\u093f \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924, \u0939\u092e \u0932\u093e\u0907\u0935 \u0921\u094d\u0930\u094b\u0928 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u091a\u0932\u0924\u0940 \u0938\u0902\u092a\u0924\u094d\u0924\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947 \u092f\u093e \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0939\u0932\u094d\u0915\u0947 YOLO \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u0938\u0940.\u090f\u0928.\u090f\u0928.<\/strong>\u0915\u0938\u094d\u091f\u092e \u0938\u0940\u090f\u0928\u090f\u0928 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0939\u092e\u093e\u0930\u0940 \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u093e \u0906\u0927\u093e\u0930 \u0939\u0948, \u091c\u094b \u092e\u0932\u094d\u091f\u0940-\u0938\u094d\u092a\u0947\u0915\u094d\u091f\u094d\u0930\u0932 \u0921\u0947\u091f\u093e \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092b\u0938\u0932 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092f\u093e \u0936\u0939\u0930\u0940 \u0928\u093f\u092f\u094b\u091c\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u0938\u092e\u094d\u092e\u093f\u0936\u094d\u0930\u093f\u0924 \u0915\u0930\u0915\u0947, \u0939\u092e \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915, \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0915\u0940 \u0916\u093e\u0908 \u0915\u094b \u092a\u093e\u091f\u0924\u0947 \u0939\u0948\u0902 - \u092f\u0939 \u0938\u093e\u092c\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0915\u093f \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u093f\u0938\u0940 \u090f\u0915 \u092e\u0949\u0921\u0932 \u0915\u094b \u091a\u0941\u0928\u0928\u0947 \u092e\u0947\u0902 \u0928\u0939\u0940\u0902, \u092c\u0932\u094d\u0915\u093f \u0909\u0928\u0915\u0940 \u0936\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u091a\u0924\u0941\u0930\u093e\u0908 \u0938\u0947 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937<\/h2>\n\n\n\n<p>CNNs, R-CNNs \u0914\u0930 YOLO \u091c\u0948\u0938\u0947 \u0907\u092e\u0947\u091c \u0930\u093f\u0915\u0917\u094d\u0928\u093f\u0936\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0928\u0947 \u092e\u0936\u0940\u0928\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u0921\u0947\u091f\u093e \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \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 \u0935\u093e\u0939\u0928\u094b\u0902 \u0924\u0915 \u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u094b \u092c\u0932 \u092e\u093f\u0932\u093e \u0939\u0948\u0964 \u091c\u092c\u0915\u093f CNNs \u0928\u0947 \u0905\u092a\u0928\u0947 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u092b\u0940\u091a\u0930 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0927\u093e\u0930 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u092f\u093e, R-CNN \u092a\u0930\u093f\u0935\u093e\u0930 \u0928\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0926\u0940, \u0914\u0930 YOLO \u0928\u0947 \u0905\u092a\u0928\u0940 \u0938\u093f\u0902\u0917\u0932-\u092a\u093e\u0938 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u093f\u092f\u093e\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 - \u0917\u0924\u093f, \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u094b \u0938\u0902\u0924\u0941\u0932\u093f\u0924 \u0915\u0930\u0928\u093e - \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0932\u093e\u0907\u0935 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0924\u0915 \u0935\u093f\u0935\u093f\u0927 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f\u0964<\/p>\n\n\n\n<p>\u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0924\u0915\u0928\u0940\u0915 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948, \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0907\u0928 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0924\u093e\u0915\u0924\u094b\u0902 \u0915\u094b \u092e\u093f\u0932\u093e\u0928\u0947 \u092e\u0947\u0902 \u0928\u093f\u0939\u093f\u0924 \u0939\u0948\u0964 \u0939\u0932\u094d\u0915\u0947 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 (\u091c\u0948\u0938\u0947, YOLO-Nano), \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u0935\u093f\u091c\u093c\u0928 \u092e\u0949\u0921\u0932 \u0914\u0930 \u0928\u0948\u0924\u093f\u0915 AI \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u091c\u0948\u0938\u0947 \u0928\u0935\u093e\u091a\u093e\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947, \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0932\u093e\u0917\u0924 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u093e \u0935\u093e\u0926\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0905\u0902\u0924\u0924\u0903, \u092f\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0928 \u0915\u0947\u0935\u0932 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948\u0902, \u092c\u0932\u094d\u0915\u093f \u090f\u0915 \u0938\u094d\u092e\u093e\u0930\u094d\u091f, \u0905\u0927\u093f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f \u0938\u0947 \u091c\u093e\u0917\u0930\u0942\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u092a\u094d\u0930\u0947\u0930\u0915 \u0939\u0948\u0902, \u091c\u0939\u093e\u0901 \u092e\u0936\u0940\u0928\u0947\u0902 \u092e\u093e\u0928\u0935 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u094b \u0906\u0917\u0947 \u092c\u0922\u093c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964 \u0909\u0928\u0915\u093e \u0928\u093f\u0930\u0902\u0924\u0930 \u0935\u093f\u0915\u093e\u0938 \u090f\u0915 \u0910\u0938\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u094b \u0906\u0915\u093e\u0930 \u0926\u0947\u0917\u093e \u091c\u0939\u093e\u0901 \u0926\u0947\u0916\u0928\u093e \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0915\u0930\u0928\u093e \u0939\u0948 - \u092e\u0928\u0941\u0937\u094d\u092f\u094b\u0902 \u0914\u0930 AI \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f\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-1739116910674\"><strong class=\"schema-faq-question\"><strong>1. \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0915\u094d\u092f\u093e \u0939\u0948?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u0926\u0943\u0936\u094d\u092f \u0921\u0947\u091f\u093e \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 (\u091c\u0948\u0938\u0947, \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u093e), \u0938\u094d\u0925\u093e\u0928\u0940\u092f\u0915\u0930\u0923 (\u0938\u094d\u0925\u093f\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e), \u0914\u0930 \u0935\u093f\u092d\u093e\u091c\u0928 (\u092a\u093f\u0915\u094d\u0938\u0947\u0932-\u0938\u094d\u0924\u0930\u0940\u092f \u0932\u0947\u092c\u0932\u093f\u0902\u0917) \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0935\u0947 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0928\u093f\u0926\u093e\u0928 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u0924\u0915 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u094b \u0936\u0915\u094d\u0924\u093f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116932154\"><strong class=\"schema-faq-question\"><strong>2. \u0938\u0940.\u090f\u0928.\u090f\u0928. \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0938\u0947 \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u092d\u093f\u0928\u094d\u0928 \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u0940 \u0917\u0908 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 (\u091c\u0948\u0938\u0947, \u0915\u093f\u0928\u093e\u0930\u0947 \u092f\u093e \u092c\u0928\u093e\u0935\u091f) \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0930\u0939\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0924\u0930\u0940\u0915\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, CNNs \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0932\u0947\u092f\u0930\u094d\u0938, \u092a\u0942\u0932\u093f\u0902\u0917 \u0914\u0930 \u0928\u0949\u0928-\u0932\u0940\u0928\u093f\u092f\u0930 \u090f\u0915\u094d\u091f\u093f\u0935\u0947\u0936\u0928 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u0940\u0927\u0947 \u0915\u091a\u094d\u091a\u0947 \u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0921\u0947\u091f\u093e \u0938\u0947 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u0940\u0916\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0909\u0928\u094d\u0939\u0947\u0902 \u0938\u094d\u0915\u0947\u0932, \u0932\u093e\u0907\u091f\u093f\u0902\u0917 \u0914\u0930 \u0913\u0930\u093f\u090f\u0902\u091f\u0947\u0936\u0928 \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u092e\u091c\u093c\u092c\u0942\u0924 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116949131\"><strong class=\"schema-faq-question\"><strong>3. YOLO, R-CNN-\u0906\u0927\u093e\u0930\u093f\u0924 \u092e\u0949\u0921\u0932 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0924\u0947\u091c\u093c \u0915\u094d\u092f\u094b\u0902 \u0939\u0948?<\/strong><\/strong> <p class=\"schema-faq-answer\">YOLO \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u094b \u090f\u0915 \u0939\u0940 \u092a\u093e\u0938 \u092e\u0947\u0902 \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0924\u093e \u0939\u0948, \u092a\u0939\u091a\u093e\u0928 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f R-CNN \u0935\u0947\u0930\u093f\u090f\u0902\u091f \u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 (\u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935 + \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 YOLO \u0915\u093e \u0917\u094d\u0930\u093f\u0921-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935 \u091a\u0930\u0923\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u094b \u0938\u092e\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0917\u0923\u0928\u093e \u0938\u092e\u092f \u092e\u0947\u0902 \u092d\u093e\u0930\u0940 \u0915\u092e\u0940 \u0906\u0924\u0940 \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116965069\"><strong class=\"schema-faq-question\"><strong>4. \u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u0947 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">CNNs \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 (\u091f\u094d\u092f\u0942\u092e\u0930 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e), \u091a\u0947\u0939\u0930\u0947 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u092a\u094d\u0930\u0923\u093e\u0932\u0940, \u0915\u0943\u0937\u093f \u0928\u093f\u0917\u0930\u093e\u0928\u0940 (\u092b\u0938\u0932 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923) \u0914\u0930 \u092b\u094b\u091f\u094b \u091f\u0948\u0917\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0939\u0948\u0902\u0964 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0909\u0928\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0909\u0928\u094d\u0939\u0947\u0902 \u091c\u091f\u093f\u0932 \u0926\u0943\u0936\u094d\u092f \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116978962\"><strong class=\"schema-faq-question\"><strong>5. \u092e\u0941\u091d\u0947 YOLO \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0924\u0947\u091c\u093c R-CNN \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u092c \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0924\u0947\u091c R-CNN \u0905\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0938\u091f\u0940\u0915\u0924\u093e-\u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0947\u0939\u0924\u0930 \u0939\u0948 (\u091c\u0948\u0938\u0947, \u0909\u092a\u0917\u094d\u0930\u0939 \u0907\u092e\u0947\u091c\u0930\u0940 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923), \u091c\u092c\u0915\u093f YOLO \u0935\u0940\u0921\u093f\u092f\u094b \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092f\u093e \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093e\u0939\u0928\u094b\u0902 \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 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948 \u091c\u0939\u093e\u0902 \u0917\u0924\u093f \u0938\u0930\u094d\u0935\u094b\u092a\u0930\u093f \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739117001768\"><strong class=\"schema-faq-question\"><strong>6. \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0947\u0902 \u0909\u092d\u0930\u0924\u0947 \u0930\u0941\u091d\u093e\u0928 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong><\/strong> <p class=\"schema-faq-answer\">\u092e\u094c\u091c\u0942\u0926\u093e \u0930\u0941\u091d\u093e\u0928\u094b\u0902 \u092e\u0947\u0902 \u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938 (\u091c\u0948\u0938\u0947, \u092f\u094b\u0932\u094b-\u0928\u0948\u0928\u094b) \u0915\u0947 \u0932\u093f\u090f \u0939\u0932\u094d\u0915\u0947 \u092e\u0949\u0921\u0932, \u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u0938\u092e\u091d \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 (\u0935\u093f\u091c\u093c\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930) \u0914\u0930 \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\u094b\u0902 \u0915\u094b \u0938\u0902\u092c\u094b\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u0948\u0924\u093f\u0915 \u090f\u0906\u0908 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 CNN \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0915\u094b \u092e\u093f\u0932\u093e\u0915\u0930 \u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u092e\u0949\u0921\u0932 \u092d\u0940 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0939\u094b \u0930\u0939\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Image recognition algorithms like CNN, R-CNN, and YOLO have revolutionized computer vision, enabling machines to interpret visual data with human-like accuracy. This guide explains how these algorithms work, their strengths, real-world applications, and how to select the best one for your project. Traditional Methods vs. Deep Learning: The Evolution of Image Recognition Before the advent [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173923,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173920","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>Image Recognition Algorithms: CNN, R-CNN, YOLO Explained<\/title>\n<meta name=\"description\" content=\"Explore CNN, R-CNN, YOLO, and other image recognition algorithms. Learn how they work, their applications, and how to choose the right one.\" \/>\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-algorithms\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Image Recognition Algorithms: CNN, R-CNN, YOLO Explained\" \/>\n<meta property=\"og:description\" content=\"Explore CNN, R-CNN, YOLO, and other image recognition algorithms. 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They power applications from medical diagnostics to autonomous driving.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116932154","position":2,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116932154","name":"2. \u0938\u0940.\u090f\u0928.\u090f\u0928. \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0938\u0947 \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u092d\u093f\u0928\u094d\u0928 \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Unlike traditional methods that rely on manually designed features (e.g., edges or textures), CNNs automatically learn hierarchical features directly from raw pixel data through convolutional layers, pooling, and non-linear activations. This makes them more robust to variations in scale, lighting, and orientation.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116949131","position":3,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116949131","name":"3. YOLO, R-CNN-\u0906\u0927\u093e\u0930\u093f\u0924 \u092e\u0949\u0921\u0932 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0924\u0947\u091c\u093c \u0915\u094d\u092f\u094b\u0902 \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"YOLO processes images in a single pass, treating detection as a regression problem, while R-CNN variants use a two-stage approach (region proposals + classification). YOLO\u2019s grid-based prediction eliminates the need for separate region proposal steps, drastically reducing computation time.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116965069","position":4,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116965069","name":"4. \u0938\u0940.\u090f\u0928.\u090f\u0928. \u0915\u0947 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"CNNs excel in tasks like medical imaging (tumor detection), facial recognition systems, agricultural monitoring (crop health analysis), and photo tagging. Their ability to learn spatial hierarchies makes them ideal for classifying complex visual patterns.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116978962","position":5,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116978962","name":"5. \u092e\u0941\u091d\u0947 YOLO \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0924\u0947\u091c\u093c R-CNN \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u092c \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Faster R-CNN is preferable for precision-critical tasks requiring detailed object detection in cluttered scenes (e.g., satellite imagery analysis), while YOLO is better suited for real-time applications like video surveillance or autonomous vehicles where speed is paramount.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739117001768","position":6,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739117001768","name":"6. \u091b\u0935\u093f \u092a\u0939\u091a\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0947\u0902 \u0909\u092d\u0930\u0924\u0947 \u0930\u0941\u091d\u093e\u0928 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Current trends include lightweight models for edge devices (e.g., YOLO-Nano), transformer-based architectures (Vision Transformers) for global context understanding, and ethical AI frameworks to address biases in training data. Hybrid models combining CNNs and transformers are also gaining traction.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/173920","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=173920"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/173920\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media\/173923"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media?parent=173920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/categories?post=173920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/tags?post=173920"}],"curies":[{"name":"\u0921\u092c\u094d\u0932\u094d\u092f\u0942\u092a\u0940","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}