{"id":174072,"date":"2025-02-17T21:53:04","date_gmt":"2025-02-17T21:53:04","guid":{"rendered":"https:\/\/flypix.ai\/?p=174072"},"modified":"2025-02-18T12:03:16","modified_gmt":"2025-02-18T12:03:16","slug":"deep-learning-object-tracking","status":"publish","type":"post","link":"https:\/\/flypix.ai\/hi\/deep-learning-object-tracking\/","title":{"rendered":"\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917: \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u0917\u093e\u0907\u0921"},"content":{"rendered":"<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u090f\u0915 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0915\u093e\u0930\u094d\u092f \u0939\u0948 \u091c\u093f\u0938\u092e\u0947\u0902 \u0935\u0940\u0921\u093f\u092f\u094b 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\u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915\u094b\u0902, \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 (CNNs), \u0930\u0940\u0915\u0930\u0902\u091f \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (RNNs) \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0947 \u0938\u093f\u0938\u094d\u091f\u092e \u0906\u092e \u0924\u094c\u0930 \u092a\u0930 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 (\u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f-\u0906\u0927\u093e\u0930\u093f\u0924) \u0914\u0930 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\u0915\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u0927\u093f \u0915\u093e \u091a\u0941\u0928\u093e\u0935 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u0915\u093f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928, \u0938\u091f\u0940\u0915\u0924\u093e, \u0914\u0930 \u0905\u0935\u0930\u094b\u0927\u094b\u0902 \u092f\u093e \u0917\u0924\u093f \u0927\u0941\u0902\u0927\u0932\u0947\u092a\u0928 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f 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\u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964 \u092e\u0941\u0916\u094d\u092f \u091a\u0941\u0928\u094c\u0924\u0940 \u0938\u094d\u0915\u0947\u0932, \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092f\u093e \u0905\u0935\u0930\u094b\u0927\u094b\u0902 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u0947 \u0939\u0941\u090f \u0915\u0908 \u092b\u093c\u094d\u0930\u0947\u092e\u094b\u0902 \u092e\u0947\u0902 \u092a\u0939\u091a\u093e\u0928\u0940 \u0917\u0908 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0940\u0921\u093f\u092f\u094b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0914\u0930 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u093f\u090f \u0917\u090f \u092b\u0941\u091f\u0947\u091c \u0926\u094b\u0928\u094b\u0902 \u092a\u0930 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u0947 \u0932\u093f\u090f \u0905\u0932\u0917-\u0905\u0932\u0917 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0930\u0923\u0928\u0940\u0924\u093f \u0915\u0947 \u0938\u093e\u0925\u0964<\/li>\n\n\n\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u0940\u0921\u093f\u092f\u094b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917, \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0932\u093e\u0907\u0935 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u0915\u092e \u0935\u093f\u0932\u0902\u092c\u0924\u093e \u0914\u0930 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0911\u092b\u0932\u093e\u0907\u0928 \u0935\u0940\u0921\u093f\u092f\u094b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092b\u094b\u0930\u0947\u0902\u0938\u093f\u0915 \u0935\u0940\u0921\u093f\u092f\u094b \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0935\u094d\u092f\u0935\u0939\u093e\u0930\u093f\u0915 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u091c\u0948\u0938\u0947 \u092a\u094b\u0938\u094d\u091f-\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917-\u092c\u093e\u092f-\u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928: \u092f\u0939 \u0935\u093f\u0927\u093f \u092a\u0939\u0932\u0947 \u0905\u0932\u0917-\u0905\u0932\u0917 \u092b\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0940 \u0939\u0948 \u0914\u0930 \u092b\u093f\u0930 \u0921\u0947\u091f\u093e \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u092b\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u091c\u094b\u0921\u093c\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0911\u092a\u094d\u091f\u093f\u0915\u0932 \u092a\u094d\u0930\u0935\u093e\u0939-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917: \u0932\u0917\u093e\u0924\u093e\u0930 \u092b\u093c\u094d\u0930\u0947\u092e\u094b\u0902 \u092e\u0947\u0902 \u092a\u093f\u0915\u094d\u0938\u0947\u0932 \u0935\u093f\u0938\u094d\u0925\u093e\u092a\u0928 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0915\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u0917\u0924\u093f \u0915\u093e \u0905\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u0926\u0943\u0936\u094d\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/h4>\n\n\n\n<p>\u0926\u0943\u0936\u094d\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917, \u091c\u093f\u0938\u0947 \u0932\u0915\u094d\u0937\u094d\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092d\u0940 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0915\u093f\u0938\u0940 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0917\u0924\u093f \u0914\u0930 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0906\u0917\u093e\u092e\u0940 \u092b\u093c\u094d\u0930\u0947\u092e\u094b\u0902 \u092e\u0947\u0902 \u0909\u0938\u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0938\u094d\u0925\u093e\u0928 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u092a\u0930 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\u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938, \u0921\u094d\u0930\u094b\u0928 \u0928\u0947\u0935\u093f\u0917\u0947\u0936\u0928, \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e (\u090f\u0906\u0930) \u0914\u0930 \u0906\u092d\u093e\u0938\u0940 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e (\u0935\u0940\u0906\u0930) \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948, \u091c\u0939\u093e\u0902 \u0938\u0941\u091a\u093e\u0930\u0942 \u092c\u093e\u0924\u091a\u0940\u0924 \u0915\u0947 \u0932\u093f\u090f \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0926\u0943\u0936\u094d\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0917\u0924\u093f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0914\u0930 \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u0915\u0932\u092e\u0928 \u092b\u093f\u0932\u094d\u091f\u0930\u0964<\/li>\n\n\n\n<li>\u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u0935\u0938\u094d\u0924\u0941 \u092a\u094d\u0930\u0915\u094d\u0937\u0947\u092a \u092a\u0925 \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0926\u0940\u0930\u094d\u0918-\u0905\u0932\u094d\u092a\u0915\u093e\u0932\u093f\u0915 \u092e\u0947\u092e\u094b\u0930\u0940 (LSTM) \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u091b\u0935\u093f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/h4>\n\n\n\n<p>\u0907\u092e\u0947\u091c \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u090f\u0915 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0939\u0948 \u091c\u093f\u0938\u0947 \u0935\u0940\u0921\u093f\u092f\u094b \u0915\u0947 \u092c\u091c\u093e\u092f \u0938\u094d\u0925\u093f\u0930 \u0926\u094b-\u0906\u092f\u093e\u092e\u0940 (2D) \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0932\u0915\u094d\u0937\u094d\u092f \u0915\u093f\u0938\u0940 \u091b\u0935\u093f \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u092d\u0940\u0924\u0930 \u090f\u0915 \u092a\u0942\u0930\u094d\u0935\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u091b\u0935\u093f \u092f\u093e \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u0914\u0930 \u0932\u0917\u093e\u0924\u093e\u0930 \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0907\u0938\u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e (\u090f\u0906\u0930) \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u0921\u093f\u091c\u093f\u091f\u0932 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0940 \u091b\u0935\u093f\u092f\u094b\u0902 \u092a\u0930 \u0906\u0930\u094b\u092a\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0914\u0926\u094d\u092f\u094b\u0917\u093f\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u092e\u0947\u0902 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948, \u091c\u0939\u093e\u0902 \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u0938\u0940 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u091b\u0935\u093f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u092b\u0940\u091a\u0930 \u092e\u093f\u0932\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u0948\u0938\u0947 SIFT (\u0938\u094d\u0915\u0947\u0932-\u0907\u0928\u0935\u0947\u0930\u093f\u090f\u0902\u091f \u092b\u0940\u091a\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e), SURF (\u0938\u094d\u092a\u0940\u0921 \u0905\u092a \u0930\u094b\u092c\u0938\u094d\u091f \u092b\u0940\u091a\u0930\u094d\u0938), \u0914\u0930 ORB (\u0913\u0930\u093f\u090f\u0902\u091f\u0947\u0921 FAST \u0914\u0930 \u0930\u094b\u091f\u0947\u091f\u0947\u0921 BRIEF), \u091c\u094b \u091b\u0935\u093f \u092e\u0947\u0902 \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u092e\u0941\u0916\u094d\u092f \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u092b\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u0938\u093f\u0902\u0917\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (\u090f\u0938\u0913\u091f\u0940)<\/h4>\n\n\n\n<p>\u0938\u093f\u0902\u0917\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (\u090f\u0938\u0913\u091f\u0940) \u0938\u0947 \u0924\u093e\u0924\u094d\u092a\u0930\u094d\u092f \u0935\u0940\u0921\u093f\u092f\u094b \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0947\u0902 \u090f\u0915\u0932 \u0932\u0915\u094d\u0937\u094d\u092f \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0939\u0948, \u092d\u0932\u0947 \u0939\u0940 \u0905\u0928\u094d\u092f \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u092e\u094c\u091c\u0942\u0926 \u0939\u094b\u0902\u0964<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0948\u0928\u0941\u0905\u0932 \u0906\u0930\u0902\u092d\u0940\u0915\u0930\u0923 \u0938\u0947 \u0936\u0941\u0930\u0942 \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u0939\u093e\u0902 \u091f\u094d\u0930\u0948\u0915 \u0915\u0940 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0940 \u0935\u0938\u094d\u0924\u0941 \u0915\u094b \u092a\u0939\u0932\u0947 \u092b\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u092a\u0939\u091a\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0907\u0938\u0915\u0947 \u092c\u093e\u0926 \u091f\u094d\u0930\u0948\u0915\u0930 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f-\u0906\u0927\u093e\u0930\u093f\u0924 \u092f\u093e \u0917\u0924\u093f-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u094b \u0932\u0917\u093e\u0924\u093e\u0930 \u0905\u0926\u094d\u092f\u0924\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u090f\u0938\u0913\u091f\u0940 \u091c\u0947\u0938\u094d\u091a\u0930 \u092a\u0939\u091a\u093e\u0928, \u0935\u0928\u094d\u092f\u091c\u0940\u0935 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0921\u094d\u0930\u094b\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0906\u0930\u0902\u092d\u0940\u0915\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948 \u0914\u0930 \u092f\u0939 \u0926\u0943\u0936\u094d\u092f \u092e\u0947\u0902 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u0928\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0928\u0939\u0940\u0902 \u0938\u0915\u0924\u093e \u0939\u0948, \u092f\u0939 \u0909\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0928\u0939\u0940\u0902 \u0939\u0948 \u091c\u0939\u093e\u0901 \u0915\u0908 \u0935\u0938\u094d\u0924\u0941\u090f\u0901 \u0926\u0943\u0936\u094d\u092f \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u092a\u094d\u0930\u0935\u0947\u0936 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902 \u092f\u093e \u092c\u093e\u0939\u0930 \u0928\u093f\u0915\u0932\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u090f\u0938\u0913\u091f\u0940 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u0939\u0938\u0902\u092c\u0902\u0927 \u092b\u093c\u093f\u0932\u094d\u091f\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, MOSSE, CSRT) - \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\u0941\u0936\u0932\u0964<\/li>\n\n\n\n<li>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 (\u091c\u0948\u0938\u0947, \u090f\u092e\u0921\u0940\u0928\u0947\u091f, \u0938\u093f\u092f\u093e\u092e\u0940 \u0928\u0947\u091f\u0935\u0930\u094d\u0915) - \u0905\u0927\u093f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0932\u0947\u0915\u093f\u0928 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u0917\u0939\u0928\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u092e\u0932\u094d\u091f\u0940\u092a\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (\u090f\u092e\u0913\u091f\u0940)<\/h4>\n\n\n\n<p>\u092e\u0932\u094d\u091f\u0940\u092a\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (MOT) \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u090f\u0915 \u0909\u0928\u094d\u0928\u0924 \u0930\u0942\u092a \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u0915\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0906\u0908\u0921\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948, \u0924\u0925\u093e \u090f\u0915 \u0935\u0940\u0921\u093f\u092f\u094b \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0947\u0902 \u0909\u0928\u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u090f\u092e\u0913\u091f\u0940 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948, \u091c\u0939\u093e\u0902 \u091f\u0915\u094d\u0915\u0930 \u0938\u0947 \u092c\u091a\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0939\u0928\u094b\u0902 \u0914\u0930 \u092a\u0948\u0926\u0932 \u091a\u0932\u0928\u0947 \u0935\u093e\u0932\u094b\u0902 \u092a\u0930 \u0932\u0917\u093e\u0924\u093e\u0930 \u0928\u091c\u0930 \u0930\u0916\u0940 \u091c\u093e\u0928\u0940 \u091a\u093e\u0939\u093f\u090f\u0964<\/li>\n\n\n\n<li>\u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092e\u0947\u0902, \u090f\u092e\u0913\u091f\u0940 \u092d\u0940\u0921\u093c-\u092d\u093e\u0921\u093c \u0935\u093e\u0932\u0947 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0907\u0938\u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u092d\u0940 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u0916\u093f\u0932\u093e\u0921\u093c\u093f\u092f\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092a\u0930 \u0928\u091c\u0930 \u0930\u0916\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u090f\u092e\u0913\u091f\u0940 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917-\u092c\u093e\u092f-\u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092b\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0939\u0932\u0947 \u092a\u0924\u093e \u0932\u0917\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u092b\u093f\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u0938\u0902\u092c\u0926\u094d\u0927 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0921\u0940\u092a \u090f\u0938\u0913\u0906\u0930\u091f\u0940 (\u0921\u0940\u092a \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u092e\u0940\u091f\u094d\u0930\u093f\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0930\u0932 \u0911\u0928\u0932\u093e\u0907\u0928 \u0914\u0930 \u0930\u093f\u092f\u0932\u091f\u093e\u0907\u092e \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917) \u0921\u0940\u092a \u0905\u092a\u0940\u092f\u0930\u0947\u0902\u0938 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0915\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u092a\u0941\u0928\u0903 \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u092b\u094d\u0930\u0947\u092e\u094b\u0902 \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092e\u093f\u0932\u093e\u0928 \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0915\u092e-\u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0935\u093e\u0932\u0947 \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u0935\u0938\u094d\u0924\u0941 \u0938\u0902\u092c\u0926\u094d\u0927\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0917\u094d\u0930\u093e\u092b-\u0906\u0927\u093e\u0930\u093f\u0924 \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 MOT \u092e\u0949\u0921\u0932 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u094d\u0925\u093e\u0928\u093f\u0915-\u0938\u092e\u092f \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0915\u094b \u0938\u0940\u0916\u0915\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>MOT \u092e\u0947\u0902 \u0905\u0928\u0942\u0920\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902, \u091c\u093f\u0938\u092e\u0947\u0902 \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a\u093f\u0902\u0917 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948, \u091c\u0939\u093e\u0901 \u091f\u094d\u0930\u0948\u0915\u0930 \u0915\u093f\u0938\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u094b \u0917\u0932\u0924 ID \u0905\u0938\u093e\u0907\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u0911\u0915\u094d\u0932\u0942\u091c\u093c\u0928 \u0939\u0948\u0902\u0921\u0932\u093f\u0902\u0917, \u091c\u0939\u093e\u0901 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0905\u0938\u094d\u0925\u093e\u092f\u0940 \u0930\u0942\u092a \u0938\u0947 \u0926\u0943\u0936\u094d\u092f \u0938\u0947 \u0917\u093e\u092f\u092c \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u0947\u0902\u091f\u0930\u091f\u094d\u0930\u0948\u0915 \u0914\u0930 \u092b\u0947\u092f\u0930\u092e\u094b\u091f \u091c\u0948\u0938\u0947 \u0909\u0928\u094d\u0928\u0924 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 MOT \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u090f\u0915 \u0939\u0940 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u0907\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\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\/1-29-1024x683.jpg\" alt=\"\" class=\"wp-image-174053\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u092a\u094d\u0930\u092e\u0941\u0916 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0909\u0928\u0938\u0947 \u0915\u0948\u0938\u0947 \u0928\u093f\u092a\u091f\u0947\u0902<\/h2>\n\n\n\n<p>\u0939\u093e\u0932\u093e\u0901\u0915\u093f \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0928\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0915\u093e\u092b\u0940 \u0938\u0941\u0927\u093e\u0930 \u0915\u093f\u092f\u093e \u0939\u0948, \u092b\u093f\u0930 \u092d\u0940 \u0915\u0908 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0915\u0920\u093f\u0928\u093e\u0907\u092f\u093e\u0901 \u0907\u0938\u0915\u0940 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\u0935\u093f\u0915\u0938\u093f\u0924 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0917\u0924\u093f \u0914\u0930 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0926\u0915\u094d\u0937\u0924\u093e<\/h3>\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 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092c\u093f\u0928\u093e \u0915\u093f\u0938\u0940 \u0926\u0947\u0930\u0940 \u0915\u0947 \u0938\u091f\u0940\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u094d\u091a \u0917\u0924\u093f \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u091a\u0941\u0928\u094c\u0924\u0940 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917, \u0935\u0940\u0921\u093f\u092f\u094b \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0938\u094d\u092a\u0937\u094d\u091f \u0939\u0948, \u091c\u0939\u093e\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0925\u094b\u0921\u093c\u0940 \u0938\u0940 \u092d\u0940 \u0926\u0947\u0930\u0940 \u0915\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u0930\u093f\u0923\u093e\u092e \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0917\u0924\u093f \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0915\u093e\u0930\u0915\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>\u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e<\/strong> \u2013 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u0905\u0915\u094d\u0938\u0930 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0938\u092e\u092f \u092c\u0922\u093c \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092b\u093c\u094d\u0930\u0947\u092e \u0926\u0930 \u092a\u094d\u0930\u0924\u093f\u092c\u0902\u0927<\/strong> - \u0909\u091a\u094d\u091a \u092b\u094d\u0930\u0947\u092e \u0926\u0930 (\u091c\u0948\u0938\u0947, 30-60 \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\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u0938\u0940\u092e\u093e\u090f\u0901<\/strong> - \u091c\u092c\u0915\u093f \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f \u091c\u0940\u092a\u0940\u092f\u0942 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u0915\u094b \u0917\u0924\u093f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\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 \u0905\u0915\u094d\u0938\u0930 \u0938\u0940\u092e\u093f\u0924 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0936\u0915\u094d\u0924\u093f \u0935\u093e\u0932\u0947 \u090f\u092e\u094d\u092c\u0947\u0921\u0947\u0921 \u0938\u093f\u0938\u094d\u091f\u092e \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0917\u0924\u093f \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u092e\u094b\u092c\u093e\u0907\u0932\u0928\u0947\u091f \u0914\u0930 \u092f\u094b\u0932\u094b \u091c\u0948\u0938\u0947 \u0939\u0932\u094d\u0915\u0947 CNN \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, \u0938\u093e\u0925 \u0939\u0940 \u092b\u093e\u0938\u094d\u091f\u0930 \u0906\u0930-\u0938\u0940\u090f\u0928\u090f\u0928 \u091c\u0948\u0938\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u0921\u093f\u091f\u0947\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0942\u0928\u093f\u0902\u0917, \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0914\u0930 \u092e\u0949\u0921\u0932 \u0921\u093f\u0938\u094d\u091f\u093f\u0932\u0947\u0936\u0928 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0938\u091f\u0940\u0915\u0924\u093e \u092c\u0928\u093e\u090f \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0913\u0935\u0930\u0939\u0947\u0921 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092d\u0940 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u091c\u091f\u093f\u0932\u0924\u093e \u0914\u0930 \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923\u0940\u092f \u0936\u094b\u0930<\/h3>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u090f\u0915 \u092c\u0921\u093c\u0940 \u0915\u0920\u093f\u0928\u093e\u0908 \u0932\u0915\u094d\u0937\u094d\u092f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u094b \u0905\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u092f\u093e \u0917\u0924\u093f\u0936\u0940\u0932 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u0938\u0947 \u0905\u0932\u0917 \u0915\u0930\u0928\u093e \u0939\u0948\u0964 \u091f\u094d\u0930\u0948\u0915 \u0915\u0940 \u0917\u0908 \u0935\u0938\u094d\u0924\u0941 \u0938\u0947 \u092e\u093f\u0932\u0924\u0947-\u091c\u0941\u0932\u0924\u0947 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u0924\u0924\u094d\u0935 \u0917\u0932\u0924 \u092a\u0939\u091a\u093e\u0928 \u092f\u093e \u0917\u0932\u0924 \u092a\u0939\u091a\u093e\u0928 \u0915\u093e \u0915\u093e\u0930\u0923 \u092c\u0928 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f-\u0938\u0902\u092c\u0902\u0927\u0940 \u092e\u0941\u0926\u094d\u0926\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>\u092d\u0940\u0921\u093c-\u092d\u093e\u0921\u093c \u0935\u093e\u0932\u093e \u0935\u093e\u0924\u093e\u0935\u0930\u0923<\/strong> - \u0936\u0939\u0930\u0940 \u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902, \u0915\u0908 \u091a\u0932\u0924\u0940 \u0939\u0941\u0908 \u0935\u0938\u094d\u0924\u0941\u090f\u0902 (\u091c\u0948\u0938\u0947, \u0932\u094b\u0917, \u0935\u093e\u0939\u0928) \u091f\u094d\u0930\u0948\u0915\u0930 \u0915\u0947 \u0932\u093f\u090f \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u093e \u092e\u0941\u0936\u094d\u0915\u093f\u0932 \u092c\u0928\u093e \u0926\u0947\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u091b\u093e\u092f\u093e \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u092c\u093f\u0902\u092c<\/strong> - \u092a\u094d\u0930\u0915\u093e\u0936 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0938\u0947 \u092d\u094d\u0930\u093e\u092e\u0915 \u0926\u0943\u0936\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0917\u0924\u093f\u0936\u0940\u0932 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f<\/strong> - \u092a\u0924\u094d\u0924\u0947, \u092a\u093e\u0928\u0940 \u092f\u093e \u0938\u094d\u0915\u094d\u0930\u0940\u0928 \u0915\u0940 \u091d\u093f\u0932\u092e\u093f\u0932\u093e\u0939\u091f \u091c\u0948\u0938\u0947 \u0917\u0924\u093f\u0936\u0940\u0932 \u0924\u0924\u094d\u0935 \u0936\u094b\u0930 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u092c\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0917\u0949\u0938\u093f\u092f\u0928 \u092e\u093f\u0915\u094d\u0938\u091a\u0930 \u092e\u0949\u0921\u0932 (GMM), ViBe (\u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u092c\u0948\u0915\u0917\u094d\u0930\u093e\u0909\u0902\u0921 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f\u0930) \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0940 \u0925\u094d\u0930\u0947\u0936\u094b\u0932\u094d\u0921\u093f\u0902\u0917 \u091c\u0948\u0938\u0940 \u092c\u0948\u0915\u0917\u094d\u0930\u093e\u0909\u0902\u0921 \u0918\u091f\u093e\u0935 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0942-\u0928\u0947\u091f \u0914\u0930 \u0921\u0940\u092a\u0932\u0948\u092c \u091c\u0948\u0938\u0947 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u092e\u0949\u0921\u0932 \u092d\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u094b \u092c\u0948\u0915\u0917\u094d\u0930\u093e\u0909\u0902\u0921 \u0938\u0947 \u0938\u091f\u0940\u0915 \u0930\u0942\u092a \u0938\u0947 \u0905\u0932\u0917 \u0915\u0930\u0915\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0938\u094d\u0915\u0947\u0932 \u0935\u093f\u0935\u093f\u0927\u0924\u093e\u090f\u0902 \u0914\u0930 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0935\u093f\u0915\u0943\u0924\u093f\u092f\u093e\u0902<\/h3>\n\n\n\n<p>\u0915\u093f\u0938\u0940 \u0926\u0943\u0936\u094d\u092f \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u090f\u0901 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928, \u0915\u0948\u092e\u0930\u093e \u0917\u0924\u093f \u092f\u093e \u091c\u093c\u0942\u092e \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0905\u0932\u0917-\u0905\u0932\u0917 \u092a\u0948\u092e\u093e\u0928\u0947 \u0914\u0930 \u0905\u092d\u093f\u0935\u093f\u0928\u094d\u092f\u093e\u0938 \u092e\u0947\u0902 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0932\u093f\u090f \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u0932\u0917\u093e\u0924\u093e\u0930 \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u092e\u0941\u0936\u094d\u0915\u093f\u0932 \u092c\u0928\u093e \u0926\u0947\u0924\u0940 \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u091c\u092c \u0935\u0947 \u0915\u0948\u092e\u0930\u0947 \u0938\u0947 \u0915\u0930\u0940\u092c \u092f\u093e \u0926\u0942\u0930 \u091c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u092a\u0948\u092e\u093e\u0928\u0947 \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0915\u0947 \u0915\u093e\u0930\u0923 \u0939\u094b\u0928\u0947 \u0935\u093e\u0932\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u091b\u094b\u091f\u0940 \u0935\u0938\u094d\u0924\u0941 \u092a\u0939\u091a\u093e\u0928 \u0935\u093f\u092b\u0932\u0924\u093e\u090f\u0901<\/strong> - \u092b\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u0915\u0947\u0935\u0932 \u0915\u0941\u091b \u092a\u093f\u0915\u094d\u0938\u0947\u0932\u094d\u0938 \u092a\u0930 \u0915\u092c\u094d\u091c\u093e \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0938\u0947 \u091b\u0942\u091f \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0906\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917<\/strong> - \u0915\u0941\u091b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0906\u092f\u093e\u092e\u094b\u0902 \u0915\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u092a\u0939\u0932\u0942 \u0905\u0928\u0941\u092a\u093e\u0924 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928<\/strong> \u2013 \u0932\u092e\u094d\u092c\u0940 \u092f\u093e \u0918\u0941\u092e\u093e\u0935\u0926\u093e\u0930 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u0917\u0932\u0924 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0907\u0928 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0906\u0927\u0941\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u092c\u0939\u0941-\u0938\u094d\u0924\u0930\u0940\u092f \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092b\u093c\u0940\u091a\u0930 \u092a\u093f\u0930\u093e\u092e\u093f\u0921<\/strong> \u2013 \u0915\u093f\u0938\u0940 \u0935\u0938\u094d\u0924\u0941 \u0915\u093e \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0948\u092e\u093e\u0928\u094b\u0902 \u092a\u0930 \u0928\u093f\u0930\u0942\u092a\u0923 \u0928\u093f\u0915\u093e\u0932\u0928\u093e\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0902\u0915\u0930 \u092c\u0949\u0915\u094d\u0938<\/strong> - \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0906\u0915\u093e\u0930\u094b\u0902 \u0915\u0947 \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 \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0906\u092f\u093e\u092e\u094b\u0902 \u0935\u093e\u0932\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0915\u0947\u0932-\u0907\u0928\u0935\u0947\u0930\u093f\u090f\u0902\u091f \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong> \u2013 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0948\u092e\u093e\u0928\u094b\u0902 \u0915\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0935\u093e\u0932\u0947 \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u091b\u0935\u093f \u092a\u093f\u0930\u093e\u092e\u093f\u0921 \u0914\u0930 \u092b\u0940\u091a\u0930 \u092b\u094d\u092f\u0942\u091c\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947, \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0915\u0908 \u092a\u0948\u092e\u093e\u0928\u094b\u0902 \u092a\u0930 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0940 \u092e\u091c\u092c\u0942\u0924\u0940 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0905\u0935\u0930\u094b\u0927\u0928 \u0914\u0930 \u0935\u0938\u094d\u0924\u0941 \u0915\u093e \u0932\u0941\u092a\u094d\u0924 \u0939\u094b\u0928\u093e<\/h3>\n\n\n\n<p>\u0905\u0935\u0930\u094b\u0927\u0928 \u0924\u092c \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c \u0915\u094b\u0908 \u0935\u0938\u094d\u0924\u0941 \u0915\u093f\u0938\u0940 \u0905\u0928\u094d\u092f \u0935\u0938\u094d\u0924\u0941 \u0926\u094d\u0935\u093e\u0930\u093e \u0905\u0938\u094d\u0925\u093e\u092f\u0940 \u0930\u0942\u092a \u0938\u0947 \u0905\u0935\u0930\u0941\u0926\u094d\u0927 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u092b\u0932 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948 \u092f\u093e \u092a\u0939\u091a\u093e\u0928 \u0916\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0938\u092e\u0938\u094d\u092f\u093e \u092d\u0940\u0921\u093c-\u092d\u093e\u0921\u093c \u0935\u093e\u0932\u0947 \u0935\u093e\u0924\u093e\u0935\u0930\u0923, \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u0914\u0930 \u0916\u0947\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0917\u0902\u092d\u0940\u0930 \u0939\u0948, \u091c\u0939\u093e\u0901 \u0935\u0938\u094d\u0924\u0941\u090f\u0901 \u0905\u0915\u094d\u0938\u0930 \u092a\u0930\u0938\u094d\u092a\u0930 \u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0930\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u0913\u0935\u0930\u0932\u0948\u092a \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u0905\u0935\u0930\u094b\u0927\u0928 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930\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>\u0906\u0902\u0936\u093f\u0915 \u0905\u0935\u0930\u094b\u0927\u0928<\/strong> \u2013 \u091f\u094d\u0930\u0948\u0915 \u0915\u0940 \u0917\u0908 \u0935\u0938\u094d\u0924\u0941 \u0915\u093e \u090f\u0915 \u092d\u093e\u0917 \u0926\u0943\u0936\u094d\u092f\u092e\u093e\u0928 \u0930\u0939\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092a\u0942\u0930\u094d\u0923 \u0905\u0935\u0930\u094b\u0927\u0928<\/strong> \u2013 \u0935\u0938\u094d\u0924\u0941 \u0915\u0908 \u092b\u093c\u094d\u0930\u0947\u092e\u094b\u0902 \u0924\u0915 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u091b\u093f\u092a\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0906\u0924\u094d\u092e-\u0905\u0935\u0930\u094b\u0927\u0928<\/strong> \u2013 \u0935\u0938\u094d\u0924\u0941 \u0918\u0942\u092e \u091c\u093e\u0924\u0940 \u0939\u0948 \u092f\u093e \u092e\u0941\u0921\u093c \u091c\u093e\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0905\u0938\u094d\u092a\u0937\u094d\u091f \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0905\u0915\u094d\u0938\u0930 \u0905\u0935\u0930\u094b\u0927\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0915\u0947 \u0915\u093e\u0930\u0923 \u091f\u094d\u0930\u0948\u0915 \u0915\u0940 \u0917\u0908 \u0935\u0938\u094d\u0924\u0941 \u092f\u093e \u0924\u094b \u0916\u094b \u091c\u093e\u0924\u0940 \u0939\u0948 \u092f\u093e \u0909\u0938\u0947 \u090f\u0915 \u0928\u0908 \u092a\u0939\u091a\u093e\u0928 \u0926\u0947 \u0926\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0939\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0906\u0927\u0941\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0914\u0930 \u0930\u0940-\u0906\u0907\u0921\u0947\u0902\u091f\u093f\u092b\u093f\u0915\u0947\u0936\u0928 (ReID) \u092e\u0949\u0921\u0932<\/strong> - \u0905\u0935\u0930\u094b\u0927\u0928 \u0915\u0947 \u092c\u093e\u0926 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0911\u092a\u094d\u091f\u093f\u0915\u0932 \u092a\u094d\u0930\u0935\u093e\u0939 \u0906\u0915\u0932\u0928<\/strong> - \u0905\u0938\u094d\u0925\u093e\u092f\u0940 \u0930\u0942\u092a \u0938\u0947 \u0905\u0935\u0930\u0941\u0926\u094d\u0927 \u0939\u094b\u0928\u0947 \u092a\u0930 \u092d\u0940 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u0917\u0924\u093f \u092a\u0925 \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><strong>\u0926\u0940\u0930\u094d\u0918\u0915\u093e\u0932\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u093e\u0901<\/strong> \u2013 \u092d\u0942\u0924\u0915\u093e\u0932 \u0915\u0940 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0915\u094b \u092f\u093e\u0926 \u0915\u0930\u0915\u0947 \u0914\u0930 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0915\u0930 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u092c\u0928\u093e\u090f \u0930\u0916\u0947\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>ReID \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0914\u0930 \u0917\u0924\u093f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0915\u0930, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0905\u0935\u0930\u094b\u0927\u0928 \u0915\u0947 \u092c\u093e\u0926 \u0916\u094b\u0908 \u0939\u0941\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u0938\u092b\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u092e\u0917\u094d\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a\u093f\u0902\u0917 \u0914\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0917\u0932\u0924 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923<\/h3>\n\n\n\n<p>\u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a\u093f\u0902\u0917 \u0924\u092c \u0939\u094b\u0924\u0940 \u0939\u0948 \u091c\u092c \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0917\u0932\u0924\u0940 \u0938\u0947 \u0915\u093f\u0938\u0940 \u092e\u094c\u091c\u0942\u0926\u093e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u094b \u0928\u0908 \u0906\u0908\u0921\u0940 \u0905\u0938\u093e\u0907\u0928 \u0915\u0930 \u0926\u0947\u0924\u093e \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u091c\u092c \u0915\u0908 \u0938\u092e\u093e\u0928 \u0926\u093f\u0916\u0928\u0947 \u0935\u093e\u0932\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092e\u094c\u091c\u0942\u0926 \u0939\u094b\u0902\u0964 \u092f\u0939 \u0938\u092e\u0938\u094d\u092f\u093e \u092e\u0932\u094d\u091f\u0940-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (MOT) \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0906\u092e \u0939\u0948, \u091c\u0948\u0938\u0947 \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917, \u0930\u093f\u091f\u0947\u0932 \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0938\u093f\u0938\u094d\u091f\u092e\u0964<\/p>\n\n\n\n<p>\u092a\u0939\u091a\u093e\u0928 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092e\u0947\u0902 \u092f\u094b\u0917\u0926\u093e\u0928 \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u093e\u0930\u0915\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>\u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u092c\u0940\u091a \u0926\u0943\u0936\u094d\u092f \u0938\u092e\u093e\u0928\u0924\u093e<\/strong> \u2013 \u0938\u092e\u093e\u0928 \u0930\u0902\u0917, \u0906\u0915\u093e\u0930 \u092f\u093e \u092c\u0928\u093e\u0935\u091f \u0935\u093e\u0932\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u0917\u0932\u0924 \u092a\u0939\u091a\u093e\u0928 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0924\u0947\u091c\u093c \u0917\u0924\u093f \u0914\u0930 \u0905\u0928\u093f\u092f\u092e\u093f\u0924 \u0935\u0938\u094d\u0924\u0941 \u0935\u094d\u092f\u0935\u0939\u093e\u0930<\/strong> - \u0905\u091a\u093e\u0928\u0915 \u0924\u094d\u0935\u0930\u0923 \u092f\u093e \u092a\u094d\u0930\u0915\u094d\u0937\u0947\u092a \u092a\u0925 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0938\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u094d\u0925\u093f\u0930\u0924\u093e \u092c\u093e\u0927\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0916\u0930\u093e\u092c \u092b\u0940\u091a\u0930 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935<\/strong> - \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u091c\u094b \u0915\u0947\u0935\u0932 \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u093e\u0902\u0915 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0935\u0947 \u0938\u092e\u093e\u0928 \u0926\u093f\u0916\u0928\u0947 \u0935\u093e\u0932\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u092e\u0947\u0902 \u0935\u093f\u092b\u0932 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a\u093f\u0902\u0917 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0909\u0928\u094d\u0928\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0917\u0939\u0928 \u0938\u0902\u092c\u0926\u094d\u0927\u0924\u093e \u092e\u0940\u091f\u094d\u0930\u093f\u0915\u094d\u0938<\/strong> \u2013 \u0938\u092e\u093e\u0928 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0935\u093f\u0935\u0930\u0923\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0917\u0924\u093f \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0947\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0921\u0947\u091f\u093e \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0939\u0902\u0917\u0947\u0930\u093f\u092f\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/strong> - \u0938\u094d\u0925\u093e\u0928 \u0914\u0930 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u092b\u093c\u094d\u0930\u0947\u092e\u094b\u0902 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0917\u094d\u0930\u093e\u092b\u093c-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong> \u2013 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u0905\u0902\u0924\u0903\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u092e\u0949\u0921\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0914\u0930 \u0932\u094c\u0915\u093f\u0915 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0921\u0940\u092a \u090f\u0938\u0913\u0906\u0930\u091f\u0940, \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u092b\u0940\u091a\u0930 \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u094d\u0925\u093f\u0930\u0924\u093e \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u0925\u093e \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0947\u0902 \u090f\u0915 \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u0906\u0908\u0921\u0940 \u092c\u0928\u093e\u090f \u0930\u0916\u0947\u0902\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg\" alt=\"\" class=\"wp-image-173937\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-300x169.jpeg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-768x432.jpeg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-18x10.jpeg 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11.jpeg 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/h2>\n\n\n\n<p>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0928\u0947 \u0905\u0927\u093f\u0915 \u092e\u091c\u092c\u0942\u0924, \u0938\u091f\u0940\u0915 \u0914\u0930 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0915\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924 \u091c\u094b \u0939\u0938\u094d\u0924\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0914\u0930 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0917\u0924\u093f \u092e\u0949\u0921\u0932 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (CNN), \u0906\u0935\u0930\u094d\u0924\u0915 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0914\u0930 \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 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0947 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0915\u093e\u092b\u0940 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902, \u0916\u093e\u0938\u0915\u0930 \u091c\u091f\u093f\u0932, \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u091c\u0939\u093e\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0905\u0935\u0930\u094b\u0927\u0928, \u0930\u094b\u0936\u0928\u0940 \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u092f\u093e \u0938\u094d\u0915\u0947\u0932 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0938\u0947 \u0917\u0941\u091c\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0914\u0930 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0928\u0940\u091a\u0947, \u0939\u092e \u0915\u0941\u091b \u0938\u092c\u0938\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902, \u0909\u0928\u0915\u0940 \u0924\u093e\u0915\u0924, \u0938\u0940\u092e\u093e\u0913\u0902 \u0914\u0930 \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 \u092a\u0930 \u091a\u0930\u094d\u091a\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/h3>\n\n\n\n<p>\u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u090f\u0915 \u0938\u0947\u091f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0947 \u091f\u094d\u0930\u0948\u0915\u0930 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0938\u0939\u0938\u0902\u092c\u0902\u0927-\u0906\u0927\u093e\u0930\u093f\u0924 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0905\u0927\u093f\u0915 \u0909\u0928\u094d\u0928\u0924 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923\u094b\u0902 \u0924\u0915 \u0939\u0948\u0902\u0964 \u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0905\u092a\u0928\u0947 \u0939\u0932\u094d\u0915\u0947 \u0938\u094d\u0935\u092d\u093e\u0935 \u0914\u0930 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0909\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u091c\u0939\u093e\u0901 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928 \u0938\u0940\u092e\u093f\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 OpenCV \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u091f\u094d\u0930\u0948\u0915\u0930<\/strong> - \u090f\u0915 \u092a\u0941\u0930\u093e\u0928\u093e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930 \u091c\u094b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f AdaBoost \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0905\u092a\u0928\u0940 \u0905\u092a\u0947\u0915\u094d\u0937\u093e\u0915\u0943\u0924 \u0927\u0940\u092e\u0940 \u0917\u0924\u093f \u0914\u0930 \u0915\u092e \u092e\u091c\u092c\u0942\u0924\u0940 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>MIL (\u092e\u0932\u094d\u091f\u0940\u092a\u0932 \u0907\u0902\u0938\u094d\u091f\u0947\u0902\u0938 \u0932\u0930\u094d\u0928\u093f\u0902\u0917) \u091f\u094d\u0930\u0948\u0915\u0930<\/strong> - \u0932\u0915\u094d\u0937\u094d\u092f \u0915\u0940 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u092d\u093f\u0928\u094d\u0928\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0932\u094d\u091f\u0940\u092a\u0932 \u0907\u0902\u0938\u094d\u091f\u0947\u0902\u0938 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948 \u0932\u0947\u0915\u093f\u0928 \u0905\u0935\u0930\u094b\u0927 \u0939\u094b\u0928\u0947 \u092a\u0930 \u0905\u092d\u0940 \u092d\u0940 \u092c\u0939\u093e\u0935 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>KCF (\u0915\u0930\u094d\u0928\u0947\u0932\u093e\u0907\u091c\u093c\u094d\u0921 \u0915\u094b\u0930\u093f\u0932\u0947\u0936\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930) \u091f\u094d\u0930\u0948\u0915\u0930<\/strong> - \u090f\u0915 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u091f\u094d\u0930\u0948\u0915\u0930 \u091c\u094b \u0924\u0947\u091c\u0940 \u0938\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0943\u0924\u094d\u0924\u093f \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0938\u0939\u0938\u0902\u092c\u0902\u0927 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0917\u0924\u093f \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u092c\u0940\u091a \u090f\u0915 \u0905\u091a\u094d\u091b\u093e \u0938\u0902\u0924\u0941\u0932\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0938\u0940\u090f\u0938\u0906\u0930\u091f\u0940 (\u091a\u0948\u0928\u0932 \u0914\u0930 \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0935\u093f\u092d\u0947\u0926\u0915 \u0938\u0939\u0938\u0902\u092c\u0902\u0927 \u092b\u093c\u093f\u0932\u094d\u091f\u0930) \u091f\u094d\u0930\u0948\u0915\u0930<\/strong> - \u0938\u092c\u0938\u0947 \u0938\u091f\u0940\u0915 \u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915, \u0938\u0940\u090f\u0938\u0906\u0930\u091f\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u0917\u0924\u093f \u0915\u092e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>MOSSE (\u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0906\u0909\u091f\u092a\u0941\u091f \u092f\u094b\u0917 \u0935\u0930\u094d\u0917 \u0924\u094d\u0930\u0941\u091f\u093f) \u091f\u094d\u0930\u0948\u0915\u0930<\/strong> - \u0938\u092c\u0938\u0947 \u0924\u0947\u091c\u093c OpenCV \u091f\u094d\u0930\u0948\u0915\u0930, \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0913\u0935\u0930\u0939\u0947\u0921 \u0915\u0947 \u0938\u093e\u0925 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u092f\u0939 \u091c\u091f\u093f\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u0924\u094d\u092f\u093e\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>GOTURN \u091f\u094d\u0930\u0948\u0915\u0930<\/strong> - \u090f\u0915 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930 \u091c\u094b \u092b\u0940\u091a\u0930 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (CNN) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0905\u0935\u0930\u094b\u0927\u094b\u0902 \u0914\u0930 \u0924\u0947\u091c\u093c \u0917\u0924\u093f \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u092e\u0947\u0902 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f GPU \u0924\u094d\u0935\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917:<\/h4>\n\n\n\n<p>\u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0935\u0940\u0921\u093f\u092f\u094b \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e (\u090f\u0906\u0930) \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0909\u0928\u0915\u0940 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0940 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0938\u0940\u090f\u0938\u0906\u0930\u091f\u0940 \u0914\u0930 \u0915\u0947\u0938\u0940\u090f\u092b \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0905\u0915\u094d\u0938\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u0948\u092e\u0930\u093e \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u090f\u092e\u0913\u090f\u0938\u090f\u0938\u0908 \u0915\u094b \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0907\u0938\u0915\u0940 \u0917\u0924\u093f \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u0921\u0940\u092a \u090f\u0938\u0913\u0906\u0930\u091f\u0940 (\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0930\u0932 \u0911\u0928\u0932\u093e\u0907\u0928 \u0914\u0930 \u0930\u093f\u092f\u0932\u091f\u093e\u0907\u092e \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917)<\/h3>\n\n\n\n<p>\u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f (\u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f) \u0938\u0949\u0930\u094d\u091f (\u0938\u093f\u0902\u092a\u0932 \u0911\u0928\u0932\u093e\u0907\u0928 \u0914\u0930 \u0930\u093f\u092f\u0932\u091f\u093e\u0907\u092e \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917) \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u090f\u0915 \u0909\u0928\u094d\u0928\u0924 \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0939\u0948, \u091c\u094b \u092e\u0942\u0932 \u0930\u0942\u092a \u0938\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092c\u093e\u0909\u0902\u0921\u093f\u0902\u0917 \u092c\u0949\u0915\u094d\u0938 \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0914\u0930 \u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930\u093f\u0902\u0917 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0925\u093e\u0964 \u091c\u092c\u0915\u093f \u0938\u0949\u0930\u094d\u091f \u0915\u0941\u0936\u0932 \u0925\u093e, \u092f\u0939 \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0924\u093e \u0925\u093e \u091c\u092c \u0915\u0908 \u0938\u092e\u093e\u0928 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u092e\u094c\u091c\u0942\u0926 \u0939\u094b\u0924\u0947 \u0925\u0947\u0964<\/p>\n\n\n\n<p>\u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0921\u0940\u092a \u0905\u092a\u0940\u092f\u0930\u0947\u0902\u0938 \u092b\u0940\u091a\u0930 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u0907\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0926\u093f\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u092e\u093e\u0928 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092b\u0940\u091a\u0930 \u0907\u0938\u0947 \u0905\u0938\u094d\u0925\u093e\u092f\u0940 \u0905\u0935\u0930\u094b\u0927\u0928 \u092f\u093e \u0905\u091a\u093e\u0928\u0915 \u092a\u094d\u0930\u0915\u094d\u0937\u0947\u092a \u092a\u0925 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0915\u0947 \u092c\u093e\u0926 \u092d\u0940 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u090f\u0928\u0915\u094b\u0921 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0930\u0947 \u0938\u094d\u0935\u0930\u0942\u092a \u090f\u092e\u094d\u092c\u0947\u0921\u093f\u0902\u0917 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0938\u091f\u0940\u0915 \u0935\u0938\u094d\u0924\u0941 \u092e\u093f\u0932\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u093e\u0932\u0928\u094b\u092c\u093f\u0938 \u0926\u0942\u0930\u0940 \u0914\u0930 \u0939\u0902\u0917\u0947\u0930\u093f\u092f\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u0921\u0947\u091f\u093e \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>YOLO, Faster R-CNN \u0914\u0930 EfficientDet \u091c\u0948\u0938\u0947 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0939\u091c\u0924\u093e \u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u090f\u0915 \u0938\u093e\u0925 \u0915\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917, \u092d\u0940\u0921\u093c \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0916\u0941\u0926\u0930\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915-\u0935\u093f\u0936\u094d\u0935 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917:<\/h4>\n\n\n\n<p>\u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0936\u0939\u0930\u0940 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u092a\u0948\u0926\u0932 \u091a\u0932\u0928\u0947 \u0935\u093e\u0932\u094b\u0902 \u0914\u0930 \u0935\u093e\u0939\u0928\u094b\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0947 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u092d\u0940 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u092f\u0939 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0916\u093f\u0932\u093e\u0921\u093c\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u092e\u0949\u0921\u0932 \u0914\u0930 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0917\u0924\u093f \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u093e \u0938\u0902\u092f\u094b\u091c\u0928 \u0907\u0938\u0947 \u0909\u092a\u0932\u092c\u094d\u0927 \u0938\u092c\u0938\u0947 \u092e\u091c\u092c\u0942\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u090f\u092e\u0921\u0940\u0928\u0947\u091f (\u092e\u0932\u094d\u091f\u0940-\u0921\u094b\u092e\u0947\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915) \u091f\u094d\u0930\u0948\u0915\u0930<\/h3>\n\n\n\n<p>MDNet \u090f\u0915 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0939\u0948 \u091c\u094b R-CNN (\u0915\u094d\u0937\u0947\u0924\u094d\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 CNN) \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924 \u091c\u094b \u090f\u0915\u0932 \u092b\u0940\u091a\u0930 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, MDNet \u0915\u0908 \u0921\u094b\u092e\u0947\u0928-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093e\u0924\u093e\u0935\u0930\u0923\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0915\u0942\u0932 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u090f\u092e\u0921\u0940\u0928\u0947\u091f \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u092f\u0939 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u093e\u0932\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (CNN) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0906\u0930\u0902\u092d\u0940\u0915\u0930\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928, MDNet \u0915\u0908 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u093e \u0928\u092e\u0942\u0928\u093e \u0932\u0947\u0924\u093e \u0939\u0948 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915 \u0915\u0940 \u091c\u093e \u0930\u0939\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u0938\u094d\u0924\u0941 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u0947 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u091f\u094d\u0930\u0948\u0915\u0930 \u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u094d\u0935\u092f\u0902 \u0915\u094b \u0928\u093f\u0930\u0902\u0924\u0930 \u0905\u0926\u094d\u092f\u0924\u0928 \u0915\u0930\u0924\u093e \u0930\u0939\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u092d\u093f\u0928\u094d\u0928\u0924\u093e\u0913\u0902 \u0914\u0930 \u0905\u0935\u0930\u094b\u0927\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0932\u093e\u092d \u0914\u0930 \u0938\u0940\u092e\u093e\u090f\u0901:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0924\u093e\u0915\u0924:<\/strong> \u091c\u091f\u093f\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e, \u0928\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0905\u0928\u0941\u0915\u0942\u0932\u0928, \u0924\u0925\u093e \u0935\u0938\u094d\u0924\u0941 \u0935\u093f\u0930\u0942\u092a\u0923 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u092e\u091c\u092c\u0942\u0924\u0964<\/li>\n\n\n\n<li><strong>\u0938\u0940\u092e\u093e\u090f\u0901:<\/strong> \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 OpenCV-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0902\u0917\u093e \u0914\u0930 \u0927\u0940\u092e\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u090f\u092e\u0921\u0940\u0928\u0947\u091f \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917:<\/h4>\n\n\n\n<p>\u090f\u092e\u0921\u0940\u0928\u0947\u091f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948, \u091c\u0939\u093e\u0902 \u092a\u094d\u0930\u0915\u093e\u0936 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u092f\u093e \u0905\u0935\u0930\u094b\u0927 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u092e\u0947\u0902 \u092d\u0940 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u092f\u0939 \u0938\u092e\u092f \u0915\u0947 \u0938\u093e\u0925 \u0936\u093e\u0930\u0940\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930<\/h3>\n\n\n\n<p>\u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u090f\u0915 \u092e\u094c\u0932\u093f\u0915 \u0917\u0923\u093f\u0924\u0940\u092f \u0909\u092a\u0915\u0930\u0923 \u0939\u0948 \u091c\u093f\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0917\u0924\u093f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915 \u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u092c\u093e\u092f\u0947\u0938\u093f\u092f\u0928 \u0905\u0928\u0941\u092e\u093e\u0928 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092a\u0930 \u0906\u0927\u093e\u0930\u093f\u0924 \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u092a\u093f\u091b\u0932\u0947 \u0905\u0935\u0932\u094b\u0915\u0928\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0915\u093f\u0938\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0915\u0948\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u0947\u0917 \u0914\u0930 \u0924\u094d\u0935\u0930\u0923 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0935\u0938\u094d\u0924\u0941 \u0915\u0940 \u0917\u0924\u093f \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 \u092b\u094d\u0930\u0947\u092e \u0938\u0947 \u0928\u090f \u0905\u0935\u0932\u094b\u0915\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u0941\u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u0905\u0926\u094d\u092f\u0924\u0928 \u0915\u0930\u0915\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u0920\u0940\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0915\u092e \u091c\u091f\u093f\u0932\u0924\u093e \u0935\u093e\u0932\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0935\u093f\u0927\u093f\u092f\u093e\u0902 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0932\u092e\u0928 \u092b\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u0938\u0902\u092f\u094b\u091c\u0928:<\/h4>\n\n\n\n<p>\u0906\u0927\u0941\u0928\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0905\u0915\u094d\u0938\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SORT \u0914\u0930 Deep SORT \u0917\u0924\u093f \u0906\u0915\u0932\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u0932\u092e\u0928 \u092b\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u0939\u093e\u0907\u092c\u094d\u0930\u093f\u0921 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u0940\u0921\u093f\u092f\u094b \u0938\u094d\u091f\u094d\u0930\u0940\u092e \u092e\u0947\u0902 \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u094b CNN-\u0906\u0927\u093e\u0930\u093f\u0924 \u092b\u0940\u091a\u0930 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937\u0923 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\u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 - \u090f\u0915 \u0906\u0927\u0941\u0928\u093f\u0915 \u092e\u0932\u094d\u091f\u0940-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/h3>\n\n\n\n<p>\u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u090f\u0915 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0939\u0948, \u091c\u093f\u0938\u0947 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928-\u091f\u0942-\u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u092e\u0932\u094d\u091f\u0940-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (\u090f\u092e\u0913\u091f\u0940) \u0938\u091f\u0940\u0915\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0921\u0940\u092a \u090f\u0938\u0913\u0906\u0930\u091f\u0940 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u094b \u0915\u092e-\u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0935\u093e\u0932\u0947 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u0938\u092d\u0940 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0924\u093e \u0939\u0948 \u0914\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u090f\u0902 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0926\u094b-\u091a\u0930\u0923\u0940\u092f \u0921\u0947\u091f\u093e \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0917\u0932\u0924 \u0928\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u0914\u0930 \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u0922\u0902\u0917 \u0938\u0947 \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u092c\u0928\u093e\u090f \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0924\u0940\u0935\u094d\u0930 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924, \u091c\u094b \u0907\u0938\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 \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0932\u093e\u092d:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0917\u0932\u0924 \u0928\u0915\u093e\u0930\u093e\u0924\u094d\u092e\u0915 (\u091b\u0942\u091f\u0947 \u0939\u0941\u090f \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947) \u0915\u0947 \u0915\u093e\u0930\u0923 \u0939\u094b\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u092b\u0932\u0924\u093e\u0913\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0917\u0924\u093f\u0936\u0940\u0932 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 SORT \u0914\u0930 Deep SORT \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>\u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u0935\u0940\u0921\u093f\u092f\u094b \u0938\u094d\u091f\u094d\u0930\u0940\u092e \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u0905\u0932\u0917-\u0905\u0932\u0917 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947:<\/h4>\n\n\n\n<p>\u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0911\u091f\u094b\u0928\u0949\u092e\u0938 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u092f\u0939 \u0935\u093e\u0939\u0928\u094b\u0902, \u0938\u093e\u0907\u0915\u093f\u0932 \u091a\u093e\u0932\u0915\u094b\u0902 \u0914\u0930 \u092a\u0948\u0926\u0932 \u091a\u0932\u0928\u0947 \u0935\u093e\u0932\u094b\u0902 \u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092e\u0947\u0902 \u092d\u0940 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f\u0924\u093e \u0939\u093e\u0938\u093f\u0932 \u0915\u0930 \u0930\u0939\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1024x683.jpg\" alt=\"\" class=\"wp-image-174087\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-2048x1366.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0915\u094d\u0930\u093f\u092f\u093e\u0928\u094d\u0935\u092f\u0928: \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n\n\n\n<p>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u092c\u0942\u0924 \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u091f\u0942\u0932 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948 \u091c\u094b \u092a\u0939\u0932\u0947 \u0938\u0947 \u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e, \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0907\u0902\u091f\u0940\u0917\u094d\u0930\u0947\u0936\u0928 \u0914\u0930 \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u093e \u0938\u0902\u092f\u094b\u091c\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0914\u0930 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a\u093f\u0902\u0917 \u0938\u0947 \u0932\u0947\u0915\u0930 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u0924\u0948\u0928\u093e\u0924\u0940 \u0924\u0915\u0964 \u0928\u0940\u091a\u0947, \u0939\u092e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u0941\u091b \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902, \u0909\u0928\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902, \u0924\u093e\u0915\u0924 \u0914\u0930 \u0906\u0926\u0930\u094d\u0936 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u092a\u0930 \u092a\u094d\u0930\u0915\u093e\u0936 \u0921\u093e\u0932\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u2013 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940<\/h3>\n\n\n\n<p>\u0913\u092a\u0928\u0938\u0940\u0935\u0940 (\u0913\u092a\u0928 \u0938\u094b\u0930\u094d\u0938 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940) \u0938\u092c\u0938\u0947 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0914\u0930 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u0940 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0940 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u0940-\u092c\u093f\u0932\u094d\u091f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u0938\u0947\u091f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0930\u0948\u092a\u093f\u0921 \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a\u093f\u0902\u0917 \u0914\u0930 \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u090f\u0915\u093e\u0927\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/strong> - \u0907\u0938\u092e\u0947\u0902 \u0915\u094d\u0932\u093e\u0938\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u0930\u094d\u0938 \u091c\u0948\u0938\u0947 \u0915\u093f BOOSTING, MIL, KCF, CSRT, MOSSE \u0914\u0930 GOTURN \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902, \u091c\u093f\u0928\u092e\u0947\u0902 \u0938\u0947 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928<\/strong> \u2013 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 C++ \u0914\u0930 \u092a\u093e\u092f\u0925\u0928 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0930\u093e\u0938\u094d\u092a\u092c\u0947\u0930\u0940 \u092a\u093e\u0908 \u0914\u0930 \u090f\u092e\u094d\u092c\u0947\u0921\u0947\u0921 \u0938\u093f\u0938\u094d\u091f\u092e \u091c\u0948\u0938\u0947 \u0915\u092e-\u0936\u0915\u094d\u0924\u093f \u0935\u093e\u0932\u0947 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092a\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0917\u0924\u093f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0909\u092a\u0915\u0930\u0923<\/strong> - \u0907\u0938\u092e\u0947\u0902 \u0932\u0941\u0915\u093e\u0938-\u0915\u0928\u093e\u0921\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u092b\u093c\u093e\u0930\u094d\u0928\u0947\u092c\u0948\u0915 \u0911\u092a\u094d\u091f\u093f\u0915\u0932 \u092b\u094d\u0932\u094b \u091c\u0948\u0938\u0947 \u0911\u092a\u094d\u091f\u093f\u0915\u0932 \u092b\u094d\u0932\u094b \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902, \u091c\u094b \u0917\u0924\u093f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u090f\u091c \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928<\/strong> - \u0913\u092a\u0928\u0935\u0940\u0928\u094b \u0914\u0930 \u091f\u0947\u0928\u094d\u0938\u0930\u0906\u0930\u091f\u0940 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0917\u0924, \u0924\u094d\u0935\u0930\u093f\u0924 \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0938\u093e\u0925 \u090f\u091c \u0921\u093f\u0935\u093e\u0907\u0938\u094b\u0902 \u092a\u0930 \u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0928\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0906\u0926\u0930\u094d\u0936 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947<\/h4>\n\n\n\n<p>OpenCV \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0939\u0932\u094d\u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u0938\u094d\u0924\u0941 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917, \u091c\u0948\u0938\u0947 \u0907\u0936\u093e\u0930\u093e \u092a\u0939\u091a\u093e\u0928, \u0935\u093e\u0939\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917, \u0914\u0930 \u0917\u0924\u093f \u0906\u0927\u093e\u0930\u093f\u0924 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0902\u0964<\/li>\n\n\n\n<li>\u090f\u092e\u094d\u092c\u0947\u0921\u0947\u0921 \u0914\u0930 \u092e\u094b\u092c\u093e\u0907\u0932 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917, \u091c\u0939\u093e\u0902 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0902\u0917\u0940 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0936\u0948\u0915\u094d\u0937\u093f\u0915 \u0914\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092a\u094d\u0930\u092f\u094b\u091c\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u0924\u0940\u0935\u094d\u0930 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 API \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\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>\u0907\u0938\u092e\u0947\u0902 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u093e \u0905\u092d\u093e\u0935 \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0915\u093e\u0930\u0923 \u0909\u091a\u094d\u091a \u0938\u091f\u0940\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u093e\u0939\u094d\u092f \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0926\u0940\u0930\u094d\u0918\u0915\u093e\u0932\u093f\u0915 \u0905\u0935\u0930\u094b\u0927\u094b\u0902 \u0914\u0930 \u091c\u091f\u093f\u0932 \u092c\u0939\u0941-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0915\u093e\u0930\u0923 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0917\u093f\u0930\u093e\u0935\u091f \u0906\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. MATLAB \u2013 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u091f\u0942\u0932\u092c\u0949\u0915\u094d\u0938<\/h3>\n\n\n\n<p>MATLAB \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u091f\u0942\u0932\u092c\u0949\u0915\u094d\u0938 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0909\u0928\u094d\u0928\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 OpenCV \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, MATLAB \u090f\u0915 \u0917\u094d\u0930\u093e\u092b\u093c\u093f\u0915\u0932 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091c\u091f\u093f\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u094b \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/strong> - \u0907\u0938\u092e\u0947\u0902 \u0915\u0928\u093e\u0921\u0947-\u0932\u0941\u0915\u093e\u0938-\u091f\u094b\u092e\u093e\u0938\u0940 (\u0915\u0947\u090f\u0932\u091f\u0940), \u0915\u0948\u092e\u0936\u093f\u092b\u094d\u091f, \u0914\u0930 \u090f\u0915\u0932 \u0914\u0930 \u092c\u0939\u0941-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u0923 \u092b\u093f\u0932\u094d\u091f\u0930 \u091c\u0948\u0938\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0915\u0940\u0915\u0943\u0924 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923<\/strong> - \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f YOLO, SSD \u0914\u0930 \u0924\u0947\u091c\u093c R-CNN \u092e\u0949\u0921\u0932 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u0940\u0921\u093f\u092f\u094b \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/strong> - \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u091f\u0940\u0915\u0924\u093e \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092b\u094d\u0930\u0947\u092e-\u0926\u0930-\u092b\u094d\u0930\u0947\u092e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u0918\u091f\u093e\u0935 \u0914\u0930 \u0917\u0924\u093f \u0905\u0928\u0941\u092e\u093e\u0928 \u0909\u092a\u0915\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0938\u093f\u092e\u0941\u0932\u0947\u0936\u0928 \u0914\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923<\/strong> \u2013 \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 \u092e\u0947\u0902 \u092e\u0949\u0921\u0932 \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u093f\u092e\u0941\u0932\u0947\u0936\u0928 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0906\u0926\u0930\u094d\u0936 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947<\/h4>\n\n\n\n<p>MATLAB \u0915\u093e \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:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0914\u0930 \u0914\u0926\u094d\u092f\u094b\u0917\u093f\u0915 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0928\u0947\u0935\u093f\u0917\u0947\u0936\u0928, \u092c\u093e\u092f\u094b\u092e\u0947\u0921\u093f\u0915\u0932 \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u091c\u0948\u0938\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902\u0964<\/li>\n\n\n\n<li>\u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a \u092c\u0928\u093e\u0928\u093e\u0964<\/li>\n\n\n\n<li>\u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u0928, \u091c\u0939\u093e\u0902 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u091f\u0940\u0915 \u0935\u0938\u094d\u0924\u0941 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\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>\u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0938\u0936\u0941\u0932\u094d\u0915 \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0935\u093f\u0915\u0932\u094d\u092a\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0915\u092e \u0938\u0941\u0932\u092d \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u0947 \u0935\u0940\u0921\u093f\u092f\u094b \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0938\u092e\u092f TensorFlow \u092f\u093e PyTorch \u091c\u0948\u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0927\u0940\u092e\u093e\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0935\u093f\u0938\u094b \u0938\u0942\u091f - \u090f\u0902\u0921-\u091f\u0942-\u090f\u0902\u0921 \u090f\u0906\u0908 \u0935\u093f\u091c\u093c\u0928 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e<\/h3>\n\n\n\n<p>\u0935\u093f\u0938\u094b \u0938\u0942\u091f \u090f\u0915 \u0935\u093e\u0923\u093f\u091c\u094d\u092f\u093f\u0915 \u090f\u0906\u0908 \u0935\u093f\u091c\u093c\u0928 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948 \u091c\u093f\u0938\u0947 \u0909\u0926\u094d\u092f\u092e\u094b\u0902 \u0915\u094b \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u092c\u0928\u093e\u0928\u0947, \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u0914\u0930 \u092e\u0948\u091f\u0932\u0948\u092c \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u093f\u0938\u092e\u0947\u0902 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u0935\u093f\u0938\u094b \u0938\u0942\u091f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u094b-\u0915\u094b\u0921 \u0914\u0930 \u0932\u094b-\u0915\u094b\u0921 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0921\u094d\u0930\u0948\u0917-\u090f\u0902\u0921-\u0921\u094d\u0930\u0949\u092a \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938<\/strong> - \u0935\u094d\u092f\u093e\u092a\u0915 \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u092c\u093f\u0928\u093e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0926\u0943\u0936\u094d\u092f \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0909\u092a\u0915\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u0930\u094d\u0925\u0928<\/strong> \u2013 YOLO, \u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f, \u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u0914\u0930 \u0905\u0928\u094d\u092f \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u0928\u093f\u0930\u094d\u092c\u093e\u0927 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092e\u0932\u094d\u091f\u0940-\u0915\u0948\u092e\u0930\u093e \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/strong> - \u0938\u093f\u0902\u0915\u094d\u0930\u0928\u093e\u0907\u091c\u093c \u0921\u0947\u091f\u093e \u092b\u093c\u094d\u092f\u0942\u091c\u093c\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0908 \u0915\u0948\u092e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0915\u094d\u0932\u093e\u0909\u0921 \u0914\u0930 \u090f\u091c \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928<\/strong> \u2013 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u091c \u090f\u0906\u0908 (\u0911\u0928-\u0921\u093f\u0935\u093e\u0907\u0938 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917) \u0914\u0930 \u0915\u094d\u0932\u093e\u0909\u0921-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0926\u094b\u0928\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u093f\u0936\u094d\u0932\u0947\u0937\u093f\u0915\u0940 \u0914\u0930 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f<\/strong> - \u091f\u094d\u0930\u0948\u0915 \u0915\u0940 \u0917\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u0926\u0947\u0916\u0928\u0947, \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0906\u0926\u0930\u094d\u0936 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947<\/h4>\n\n\n\n<p>\u0935\u093f\u0938\u094b \u0938\u0941\u0907\u091f \u0907\u0938\u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0939\u0948:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0916\u0941\u0926\u0930\u093e, \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0936\u0939\u0930, \u0914\u0926\u094d\u092f\u094b\u0917\u093f\u0915 \u0938\u094d\u0935\u091a\u093e\u0932\u0928 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u091c\u0948\u0938\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0909\u0926\u094d\u092f\u092e-\u0938\u094d\u0924\u0930 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u0964<\/li>\n\n\n\n<li>\u0910\u0938\u0947 \u0938\u0902\u0917\u0920\u0928 \u091c\u094b \u0917\u0939\u0928 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u0947 \u092c\u093f\u0928\u093e \u090f\u0915 \u0938\u0902\u092a\u0942\u0930\u094d\u0923 AI \u0935\u093f\u091c\u093c\u0928 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0924\u0948\u0928\u093e\u0924\u0940 \u091c\u0939\u093e\u0902 \u090f\u0915\u093e\u0927\u093f\u0915 \u0915\u0948\u092e\u0930\u094b\u0902 \u0914\u0930 \u0938\u0947\u0902\u0938\u0930\u094b\u0902 \u0915\u094b \u090f\u0915 \u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u092e\u0947\u0902 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\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>\u0938\u0926\u0938\u094d\u092f\u0924\u093e \u0932\u093e\u0917\u0924 \u0935\u093e\u0932\u093e \u0935\u093e\u0923\u093f\u091c\u094d\u092f\u093f\u0915 \u0909\u0924\u094d\u092a\u093e\u0926, \u0907\u0938\u0947 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u0932\u0918\u0941-\u0938\u094d\u0924\u0930\u0940\u092f \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0938\u0941\u0932\u092d \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>TensorFlow \u092f\u093e PyTorch \u091c\u0948\u0938\u0947 \u092a\u0942\u0930\u094d\u0923\u0924\u0903 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u092f\u094b\u0917\u094d\u092f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0938\u0940\u092e\u093f\u0924 \u0905\u0928\u0941\u0915\u0942\u0932\u0928\u0964<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0907\u0915\u094b\u092e\u093f\u092f\u093e \u090f\u092a\u0940\u0906\u0908 - \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u090f\u0906\u0908 \u0935\u093f\u091c\u093c\u0928 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915<\/h3>\n\n\n\n<p>\u0907\u0915\u094b\u092e\u093f\u092f\u093e \u090f\u092a\u0940\u0906\u0908 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0939\u0948 \u091c\u094b \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915 \u092a\u093e\u092f\u0925\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u092a\u0940\u0906\u0908 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0924\u0947\u091c\u0940 \u0938\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u0947\u0902<\/strong> - \u0907\u0938\u092e\u0947\u0902 \u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f, \u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u0914\u0930 \u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u092e\u093e\u0927\u093e\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u090f\u0915\u0940\u0915\u0930\u0923<\/strong> - \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f YOLOv7, \u092b\u093e\u0938\u094d\u091f\u0930 R-CNN \u0914\u0930 \u0905\u0928\u094d\u092f \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0915\u0941\u0936\u0932 \u092c\u0939\u0941-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/strong> - \u090f\u0915 \u0938\u093e\u0925 \u0915\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0932\u091a\u0940\u0932\u093e API<\/strong> \u2013 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0914\u0930 \u092a\u094b\u0938\u094d\u091f-\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u092a\u0942\u0930\u094d\u0923 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0906\u0926\u0930\u094d\u0936 \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u0947<\/h4>\n\n\n\n<p>\u0907\u0915\u094b\u092e\u093f\u092f\u093e \u090f\u092a\u0940\u0906\u0908 \u0928\u093f\u092e\u094d\u0928 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u090f\u0915 \u0932\u091a\u0940\u0932\u0947 \u0914\u0930 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e \u092f\u094b\u0917\u094d\u092f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0940 \u0924\u0932\u093e\u0936 \u092e\u0947\u0902 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u090f\u0906\u0908 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0909\u0928\u094d\u0928\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092a\u0930 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u091f\u0947\u0928\u094d\u0938\u0930\u092b\u094d\u0932\u094b \u0914\u0930 \u092a\u093e\u092f\u091f\u0949\u0930\u094d\u091a \u0915\u0947 \u0938\u093e\u0925 \u0906\u0938\u093e\u0928 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u0938\u094d\u0924\u0941 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917, \u091c\u0948\u0938\u0947 \u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u0940\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>\u0907\u0938\u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u0947 \u092e\u0948\u0928\u0941\u0905\u0932 \u0915\u0949\u0928\u094d\u092b\u093c\u093f\u0917\u0930\u0947\u0936\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0935\u093f\u0938\u094b \u0938\u0942\u091f \u091c\u0948\u0938\u0947 \u0928\u094b-\u0915\u094b\u0921 \u092a\u094d\u0932\u0947\u091f\u092b\u093e\u0930\u094d\u092e\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0905\u0928\u0941\u0915\u0942\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0915\u0941\u091b \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u0935\u093f\u0915\u0932\u094d\u092a\u094b\u0902 \u0915\u0940 \u0924\u0930\u0939 \u092f\u0939 \u0915\u092e-\u0936\u0915\u094d\u0924\u093f \u0935\u093e\u0932\u0947 \u090f\u091c \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0915\u094d\u0930\u093f\u092f\u093e\u0928\u094d\u0935\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0939\u0940 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0915\u093e \u091a\u092f\u0928 \u0915\u093f\u0938\u0940 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e \u0915\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902, \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092c\u093e\u0927\u093e\u0913\u0902 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0913\u092a\u0928\u0938\u0940\u0935\u0940 \u090f\u092e\u094d\u092c\u0947\u0921\u0947\u0921 \u0938\u093f\u0938\u094d\u091f\u092e \u0914\u0930 \u0924\u0940\u0935\u094d\u0930 \u0905\u0928\u0941\u092e\u093e\u0928 \u0917\u0924\u093f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0939\u0932\u094d\u0915\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948\u0964<\/li>\n\n\n\n<li>MATLAB \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u0939\u0948, \u0924\u0925\u093e \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u092e \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li>\u0935\u093f\u0938\u094b \u0938\u0941\u0907\u091f \u0909\u0928 \u0915\u0902\u092a\u0928\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0909\u0926\u094d\u092f\u092e \u0938\u092e\u093e\u0927\u093e\u0928 \u0939\u0948 \u091c\u094b \u0935\u094d\u092f\u093e\u092a\u0915 \u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u092c\u093f\u0928\u093e \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u090f\u0906\u0908 \u0935\u093f\u091c\u093c\u0928 \u0915\u094b \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li>\u0907\u0915\u094b\u092e\u093f\u092f\u093e \u090f\u092a\u0940\u0906\u0908 \u090f\u0915 \u0932\u091a\u0940\u0932\u093e \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0922\u093e\u0902\u091a\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0909\u0928 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0914\u0930 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915\u0926\u092e \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948 \u091c\u094b \u0905\u092a\u0928\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<p>\u090f\u0906\u0908 \u0914\u0930 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0928\u093f\u0930\u0902\u0924\u0930 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0938\u093e\u0925, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u0905\u0927\u093f\u0915 \u0938\u091f\u0940\u0915, \u0915\u0941\u0936\u0932 \u0914\u0930 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0939\u094b\u0924\u0947 \u091c\u093e \u0930\u0939\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0905\u0927\u093f\u0915 \u0938\u0941\u0932\u092d \u0939\u094b \u0930\u0939\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"174131\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-1024x683.jpg\" alt=\"\" class=\"wp-image-174131\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h2>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0908 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0924\u0915\u0928\u0940\u0915 \u092c\u0928 \u0917\u0908 \u0939\u0948, \u091c\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u0928, \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u0921\u0947\u091f\u093e-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u0948\u0964 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0947 \u0938\u093e\u0925, \u0906\u0927\u0941\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093e, \u092a\u0930\u093f\u0935\u0939\u0928, \u0916\u0941\u0926\u0930\u093e, \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0914\u0930 \u0916\u0947\u0932 \u092e\u0947\u0902 \u0905\u092a\u0930\u093f\u0939\u093e\u0930\u094d\u092f \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0928\u0940\u091a\u0947, \u0939\u092e \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0938\u092c\u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u092f\u0939 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u0915\u094b \u0915\u0948\u0938\u0947 \u092c\u0926\u0932 \u0930\u0939\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u090f\u0935\u0902 \u0938\u0941\u0930\u0915\u094d\u0937\u093e<\/h3>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u090f\u0915 \u092e\u094c\u0932\u093f\u0915 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0940 \u0939\u0948, \u091c\u0939\u093e\u0901 \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0932\u094b\u0917\u094b\u0902, \u0935\u093e\u0939\u0928\u094b\u0902 \u0914\u0930 \u0938\u0902\u0926\u093f\u0917\u094d\u0927 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0947 \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0938\u093f\u091f\u0940 \u0907\u0902\u092b\u094d\u0930\u093e\u0938\u094d\u091f\u094d\u0930\u0915\u094d\u091a\u0930, \u0938\u0940\u092e\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0905\u092a\u0930\u093e\u0927 \u0915\u0940 \u0930\u094b\u0915\u0925\u093e\u092e<\/strong> - \u0915\u093e\u0928\u0942\u0928 \u092a\u094d\u0930\u0935\u0930\u094d\u0924\u0928 \u090f\u091c\u0947\u0902\u0938\u093f\u092f\u093e\u0902 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947, \u091a\u0947\u0939\u0930\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0914\u0930 \u0905\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0935\u094d\u092f\u0935\u0939\u093e\u0930\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902 \u091c\u094b \u0906\u092a\u0930\u093e\u0927\u093f\u0915 \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u0915\u093e \u0938\u0902\u0915\u0947\u0924 \u0926\u0947 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/strong> - \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0902 \u0935\u093e\u0939\u0928\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u0924\u0947\u091c \u0917\u0924\u093f \u0938\u0947 \u0935\u093e\u0939\u0928 \u091a\u0932\u093e\u0928\u0947, \u0932\u093e\u0932 \u092c\u0924\u094d\u0924\u0940 \u0924\u094b\u0921\u093c\u0928\u0947 \u0914\u0930 \u0905\u0935\u0948\u0927 \u0932\u0947\u0928 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u091c\u0948\u0938\u0947 \u0909\u0932\u094d\u0932\u0902\u0918\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0936\u0939\u0930\u094b\u0902 \u092e\u0947\u0902 \u0938\u093e\u0930\u094d\u0935\u091c\u0928\u093f\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093e<\/strong> \u2013 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0938\u0940\u0938\u0940\u091f\u0940\u0935\u0940 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u091c\u0930 \u0930\u0916\u0928\u0947, \u0932\u093e\u0935\u093e\u0930\u093f\u0938 \u0938\u093e\u092e\u093e\u0928 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u092d\u0940\u0921\u093c \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0916\u0924\u0930\u094b\u0902 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0918\u0941\u0938\u092a\u0948\u0920 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e<\/strong> - \u0917\u0943\u0939 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0902 \u0905\u0928\u0927\u093f\u0915\u0943\u0924 \u092a\u0939\u0941\u0902\u091a \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u092c\u0902\u0927\u093f\u0924 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0905\u0932\u093e\u0930\u094d\u092e \u092c\u091c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0932\u094b\u0917\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0914\u0930 \u092f\u094b\u0932\u094b<\/li>\n\n\n\n<li>\u0935\u093e\u0939\u0928 \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0932\u093e\u0907\u0938\u0947\u0902\u0938 \u092a\u094d\u0932\u0947\u091f \u092a\u0939\u091a\u093e\u0928 (\u090f\u0932\u092a\u0940\u0906\u0930)<\/li>\n\n\n\n<li>\u0930\u0941\u091a\u093f\u0915\u0930 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u091a\u0947\u0939\u0930\u093e \u092a\u0939\u091a\u093e\u0928 \u090f.\u0906\u0908.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u093e<\/h4>\n\n\n\n<p>\u0932\u0902\u0926\u0928 \u0915\u0947 \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902, \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u091c\u0930 \u0930\u0916\u0928\u0947, \u0905\u092a\u0930\u093e\u0927 \u0926\u0930 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0914\u0930 \u0936\u0939\u0930 \u0915\u0947 \u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0939\u091c\u093e\u0930\u094b\u0902 \u0915\u0948\u092e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0935\u093e\u0939\u0928 \u0914\u0930 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u092a\u0930\u093f\u0935\u0939\u0928<\/h3>\n\n\n\n<p>\u0938\u094d\u0935-\u091a\u093e\u0932\u093f\u0924 \u0915\u093e\u0930\u0947\u0902 \u0914\u0930 \u0909\u0928\u094d\u0928\u0924 \u091a\u093e\u0932\u0915-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0901 (ADAS) \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902, \u0938\u093e\u0907\u0915\u093f\u0932 \u091a\u093e\u0932\u0915\u094b\u0902 \u0914\u0930 \u0905\u0928\u094d\u092f \u0935\u093e\u0939\u0928\u094b\u0902 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092a\u0930 \u092c\u0939\u0941\u0924 \u0905\u0927\u093f\u0915 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902 \u0914\u0930 \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902 \u0915\u0940 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u091f\u0940\u0915 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u0940 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0914\u0930 \u091f\u0915\u094d\u0915\u0930 \u0938\u0947 \u092c\u091a\u0928\u093e<\/strong> - \u0926\u0941\u0930\u094d\u0918\u091f\u0928\u093e\u0913\u0902 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0932\u094b\u0917\u094b\u0902, \u091c\u093e\u0928\u0935\u0930\u094b\u0902 \u0914\u0930 \u092c\u093e\u0927\u093e\u0913\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u093e\u0939\u0928-\u0938\u0947-\u0935\u093e\u0939\u0928 (V2V) \u0938\u0902\u091a\u093e\u0930<\/strong> - \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0915\u093e\u0930\u0947\u0902 \u0906\u0938\u092a\u093e\u0938 \u0915\u0947 \u0935\u093e\u0939\u0928\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u092c\u0947\u0939\u0924\u0930 \u0928\u0947\u0935\u093f\u0917\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0915\u093e \u0906\u0926\u093e\u0928-\u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0928\u0941\u0915\u0942\u0932\u0940 \u0915\u094d\u0930\u0942\u091c \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0914\u0930 \u0932\u0947\u0928 \u0938\u0939\u093e\u092f\u0924\u093e<\/strong> - \u0935\u093e\u0939\u0928 \u0915\u0940 \u0917\u0924\u093f \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947, \u0932\u0947\u0928 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u0914\u0930 \u0932\u0947\u0928 \u0938\u0947 \u092c\u093e\u0939\u0930 \u0928\u093f\u0915\u0932\u0928\u0947 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u092a\u094d\u0930\u0935\u093e\u0939 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong> \u2013 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0902 \u0938\u093f\u0917\u094d\u0928\u0932 \u0938\u092e\u092f \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092d\u0940\u0921\u093c\u092d\u093e\u0921\u093c \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093e\u0939\u0928 \u0918\u0928\u0924\u094d\u0935 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0917\u0939\u0930\u093e\u0908 \u092c\u094b\u0927 \u0915\u0947 \u0932\u093f\u090f LiDAR (\u0932\u093e\u0907\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u090f\u0902\u0921 \u0930\u0947\u0902\u091c\u093f\u0902\u0917)<\/li>\n\n\n\n<li>\u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u094d\u0930\u093f\u092f\u094b\u0902 \u0914\u0930 \u0935\u093e\u0939\u0928\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 (YOLO, Faster R-CNN)<\/li>\n\n\n\n<li>\u092e\u0932\u094d\u091f\u0940-\u092e\u094b\u0921\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0938\u0947\u0902\u0938\u0930 \u092b\u094d\u092f\u0942\u091c\u0928 (\u0915\u0948\u092e\u0930\u093e + \u0930\u0921\u093e\u0930 + LiDAR)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u093e<\/h4>\n\n\n\n<p>\u091f\u0947\u0938\u094d\u0932\u093e \u0915\u0940 \u092a\u0942\u0930\u094d\u0923 \u0938\u094d\u0935-\u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 (FSD) \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \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 \u0905\u0928\u094d\u092f \u0938\u0921\u093c\u0915 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0928\u0947\u0935\u093f\u0917\u0947\u0936\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0916\u0941\u0926\u0930\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0917\u094d\u0930\u093e\u0939\u0915 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/h3>\n\n\n\n<p>\u0916\u0941\u0926\u0930\u093e \u0909\u0926\u094d\u092f\u094b\u0917 \u092e\u0947\u0902, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0917\u094d\u0930\u093e\u0939\u0915 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947, \u0938\u094d\u091f\u094b\u0930 \u0932\u0947\u0906\u0909\u091f \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092e\u093e\u0930\u094d\u0915\u0947\u091f\u093f\u0902\u0917 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u0916\u0930\u0940\u0926\u093e\u0930\u094b\u0902 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0915\u0947, \u0938\u094d\u091f\u094b\u0930 \u0917\u094d\u0930\u093e\u0939\u0915 \u0905\u0928\u0941\u092d\u0935 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u092c\u093f\u0915\u094d\u0930\u0940 \u0915\u094b \u0905\u0927\u093f\u0915\u0924\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0917\u094d\u0930\u093e\u0939\u0915 \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u0915\u093e \u0939\u0940\u091f\u092e\u0948\u092a \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/strong> - \u092f\u0939 \u0926\u0941\u0915\u093e\u0928\u0926\u093e\u0930\u094b\u0902 \u0915\u0947 \u0930\u093e\u0938\u094d\u0924\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u092f\u0939 \u092a\u0924\u093e \u0932\u0917\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0947 \u0915\u093f \u0926\u0941\u0915\u093e\u0928 \u0915\u0947 \u0915\u093f\u0938 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u0905\u0927\u093f\u0915 \u092a\u0948\u0926\u0932 \u092f\u093e\u0924\u093e\u092f\u093e\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0915\u0924\u093e\u0930 \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0914\u0930 \u0938\u094d\u091f\u093e\u092b \u0906\u092c\u0902\u091f\u0928<\/strong> \u2013 \u091a\u0947\u0915\u0906\u0909\u091f \u0932\u093e\u0907\u0928\u094b\u0902 \u092e\u0947\u0902 \u0917\u094d\u0930\u093e\u0939\u0915 \u0918\u0928\u0924\u094d\u0935 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u093e \u0939\u0948 \u0914\u0930 \u092a\u094d\u0930\u0924\u0940\u0915\u094d\u0937\u093e \u0938\u092e\u092f \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u091f\u093e\u092b\u093f\u0902\u0917 \u0938\u094d\u0924\u0930 \u0915\u094b \u0917\u0924\u093f\u0936\u0940\u0932 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0936\u0947\u0932\u094d\u092b \u0907\u0928\u094d\u0935\u0947\u0902\u091f\u0930\u0940 \u092a\u094d\u0930\u092c\u0902\u0927\u0928<\/strong> \u2013 \u0916\u093e\u0932\u0940 \u0905\u0932\u092e\u093e\u0930\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u092a\u0941\u0928\u0903\u092d\u0902\u0921\u093e\u0930\u0923 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0915\u0948\u092e\u0930\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0938\u094d\u091f\u0949\u0915 \u0915\u0947 \u0938\u094d\u0924\u0930 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0935\u093f\u091c\u094d\u091e\u093e\u092a\u0928 \u0914\u0930 \u0935\u093f\u092a\u0923\u0928<\/strong> \u2013 \u0921\u093f\u091c\u093f\u091f\u0932 \u0921\u093f\u0938\u094d\u092a\u094d\u0932\u0947 \u091c\u0928\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u0914\u0930 \u0917\u094d\u0930\u093e\u0939\u0915 \u091c\u0941\u0921\u093c\u093e\u0935 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0932\u094b\u0917\u094b\u0902 \u0915\u0940 \u0917\u093f\u0928\u0924\u0940 \u0915\u0947 \u0932\u093f\u090f AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0915\u0948\u092e\u0930\u093e \u0938\u093f\u0938\u094d\u091f\u092e<\/li>\n\n\n\n<li>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 SORT-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/li>\n\n\n\n<li>\u091a\u0947\u0939\u0930\u0947 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0917\u094d\u0930\u093e\u0939\u0915 \u092a\u0939\u091a\u093e\u0928<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u093e<\/h4>\n\n\n\n<p>\u0905\u092e\u0947\u091c\u093c\u0928 \u0917\u094b \u0938\u094d\u091f\u094b\u0930\u094d\u0938 \u091a\u0947\u0915\u0906\u0909\u091f-\u092e\u0941\u0915\u094d\u0924 \u0916\u0930\u0940\u0926\u093e\u0930\u0940 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u0939\u093e\u0902 \u0917\u094d\u0930\u093e\u0939\u0915 \u0938\u094d\u0935\u092f\u0902 \u0938\u093e\u092e\u093e\u0928 \u0909\u0920\u093e\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u090f\u0906\u0908 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0930\u0942\u092a \u0938\u0947 \u091a\u0947\u0915\u0906\u0909\u091f \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0939\u0940 \u0916\u0930\u0940\u0926\u093e\u0930\u0940 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/h3>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0928\u0947 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u092c\u0926\u0932 \u0926\u093f\u092f\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091f\u0940\u092e\u094b\u0902 \u0914\u0930 \u0915\u094b\u091a\u094b\u0902 \u0915\u094b \u0916\u093f\u0932\u093e\u0921\u093c\u093f\u092f\u094b\u0902 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947, \u0916\u0947\u0932 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0936\u0902\u0938\u0915\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u092d\u0935\u094b\u0902 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964 AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0916\u093f\u0932\u093e\u0921\u093c\u0940 \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f, \u0917\u0947\u0902\u0926 \u0915\u0947 \u092a\u094d\u0930\u0915\u094d\u0937\u0947\u092a \u092a\u0925 \u0914\u0930 \u0916\u0947\u0932 \u0915\u0940 \u0917\u0924\u093f\u0936\u0940\u0932\u0924\u093e \u092e\u0947\u0902 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0916\u093f\u0932\u093e\u0921\u093c\u0940 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/strong> - \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u093e \u0906\u0915\u0932\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0924\u093f, \u0924\u094d\u0935\u0930\u0923 \u0914\u0930 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0916\u0947\u0932 \u0930\u0923\u0928\u0940\u0924\u093f \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong> \u2013 \u0915\u094b\u091a \u092a\u094d\u0930\u0924\u093f\u0926\u094d\u0935\u0902\u0926\u094d\u0935\u0940 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0930\u0923\u0928\u0940\u0924\u093f \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0921\u0947\u091f\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0935\u0930\u094d\u091a\u0941\u0905\u0932 \u0930\u093f\u092a\u094d\u0932\u0947 \u0914\u0930 \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915\u0924\u093e<\/strong> \u2013 \u090f\u0906\u0908-\u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0930\u093f\u092a\u094d\u0932\u0947 \u0917\u0947\u0902\u0926 \u0915\u0947 \u092a\u094d\u0930\u0915\u094d\u0937\u0947\u092a \u092a\u0925, \u0916\u093f\u0932\u093e\u0921\u093c\u0940 \u0915\u0940 \u0917\u0924\u093f \u0915\u0947 \u0939\u0940\u091f\u092e\u0948\u092a \u0914\u0930 \u0938\u093e\u092e\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u0926\u093f\u0916\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0905\u0927\u093f\u0928\u093f\u0930\u094d\u0923\u092f<\/strong> - \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0917\u094b\u0932-\u0932\u093e\u0907\u0928 \u0924\u0915\u0928\u0940\u0915, \u092b\u093e\u0909\u0932 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0914\u0930 \u092b\u0941\u091f\u092c\u0949\u0932 \u0914\u0930 \u092c\u093e\u0938\u094d\u0915\u0947\u091f\u092c\u0949\u0932 \u091c\u0948\u0938\u0947 \u0916\u0947\u0932\u094b\u0902 \u092e\u0947\u0902 \u0911\u092b\u0938\u093e\u0907\u0921 \u0915\u0949\u0932 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0916\u093f\u0932\u093e\u0921\u093c\u0940 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094b\u091c\u093c \u0905\u0928\u0941\u092e\u093e\u0928 (\u0913\u092a\u0928\u092a\u094b\u091c\u093c, \u0905\u0932\u094d\u092b\u093e\u092a\u094b\u091c\u093c)<\/li>\n\n\n\n<li>\u0916\u0947\u0932 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 RFID-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (\u091c\u0948\u0938\u0947, \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u092c\u093e\u0938\u094d\u0915\u0947\u091f\u092c\u0949\u0932, \u0938\u0947\u0902\u0938\u0930-\u092f\u0941\u0915\u094d\u0924 \u091c\u0930\u094d\u0938\u0940)<\/li>\n\n\n\n<li>\u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928-\u0906\u0927\u093e\u0930\u093f\u0924 \u092c\u0949\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (\u091f\u0947\u0928\u093f\u0938 \u0914\u0930 \u0915\u094d\u0930\u093f\u0915\u0947\u091f \u092e\u0947\u0902 \u0939\u0949\u0915-\u0906\u0908 \u0924\u0915\u0928\u0940\u0915)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u093e<\/h4>\n\n\n\n<p>\u090f\u0928\u092c\u0940\u090f \u0936\u0949\u091f \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e, \u0930\u0915\u094d\u0937\u093e\u0924\u094d\u092e\u0915 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0914\u0930 \u0916\u093f\u0932\u093e\u0921\u093c\u093f\u092f\u094b\u0902 \u0915\u0940 \u0925\u0915\u093e\u0928 \u0915\u0947 \u0938\u094d\u0924\u0930 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0917\u0939\u0928 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0926\u0947\u0916\u092d\u093e\u0932 \u0914\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0907\u092e\u0947\u091c\u093f\u0902\u0917<\/h3>\n\n\n\n<p>\u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u092e\u0947\u0902, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0930\u094b\u0917\u0940 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u090f\u0906\u0908-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0928\u093f\u0926\u093e\u0928 \u0914\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0907\u092e\u0947\u091c\u093f\u0902\u0917 \u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915 \u0921\u0949\u0915\u094d\u091f\u0930\u094b\u0902 \u0914\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u0915\u094b \u0905\u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0924\u093e\u0913\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u0906\u0902\u0926\u094b\u0932\u0928 \u0935\u093f\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0930\u094b\u092c\u094b\u091f\u093f\u0915 \u0938\u0930\u094d\u091c\u0930\u0940 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092e\u0941\u0916 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0930\u094b\u0917\u0940 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/strong> - \u0905\u0938\u094d\u092a\u0924\u093e\u0932\u094b\u0902 \u092e\u0947\u0902 \u092c\u0941\u091c\u0941\u0930\u094d\u0917 \u092f\u093e \u0935\u093f\u0915\u0932\u093e\u0902\u0917 \u092e\u0930\u0940\u091c\u094b\u0902 \u0915\u0947 \u0917\u093f\u0930\u0928\u0947, \u0905\u0928\u093f\u092f\u092e\u093f\u0924 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092f\u093e \u0928\u093f\u0937\u094d\u0915\u094d\u0930\u093f\u092f\u0924\u093e \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0928\u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u090f\u0906\u0908-\u0938\u0939\u093e\u092f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0928\u093f\u0926\u093e\u0928<\/strong> \u2013 \u091f\u094d\u092f\u0942\u092e\u0930 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938, \u0930\u094b\u0917 \u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0914\u0930 \u090f\u0915\u094d\u0938-\u0930\u0947 \u0914\u0930 \u090f\u092e\u0906\u0930\u0906\u0908 \u0938\u094d\u0915\u0948\u0928 \u092e\u0947\u0902 \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n\n\n\n<li><strong>\u0938\u0930\u094d\u091c\u093f\u0915\u0932 \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u092e\u094b\u0936\u0928 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/strong> - \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0930\u094b\u092c\u094b\u091f\u093f\u0915 \u092d\u0941\u091c\u093e\u090f\u0902 \u0938\u091f\u0940\u0915 \u0911\u092a\u0930\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u091c\u0928\u094b\u0902 \u0915\u0947 \u0939\u093e\u0925\u094b\u0902 \u0915\u0940 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n\n\n\n<li><strong>\u0905\u0938\u094d\u092a\u0924\u093e\u0932\u094b\u0902 \u092e\u0947\u0902 \u0938\u0902\u0915\u094d\u0930\u092e\u0923 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923<\/strong> \u2013 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0930\u094b\u0917\u0940 \u0915\u0940 \u092c\u093e\u0924\u091a\u0940\u0924, \u0939\u093e\u0925 \u0915\u0940 \u0938\u094d\u0935\u091a\u094d\u091b\u0924\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0914\u0930 \u0938\u0902\u0926\u0942\u0937\u0923 \u091c\u094b\u0916\u093f\u092e\u094b\u0902 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u092a\u094d\u0930\u092f\u0941\u0915\u094d\u0924 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0917\u0924\u093f \u0935\u093f\u0915\u093e\u0930 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092e\u0941\u0926\u094d\u0930\u093e \u0906\u0915\u0932\u0928 (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092a\u093e\u0930\u094d\u0915\u093f\u0902\u0938\u0902\u0938 \u0930\u094b\u0917 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928)<\/li>\n\n\n\n<li>\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0938\u0947\u0917\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u090f\u092e\u0906\u0930\u0906\u0908 \u0914\u0930 \u0938\u0940\u091f\u0940 \u0938\u094d\u0915\u0948\u0928 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/li>\n\n\n\n<li>\u092c\u0941\u0916\u093e\u0930 \u0914\u0930 \u0938\u0902\u0915\u094d\u0930\u092e\u0923 \u0915\u0947 \u092a\u094d\u0930\u0915\u094b\u092a \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0925\u0930\u094d\u092e\u0932 \u0915\u0948\u092e\u0930\u0947<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0909\u0926\u093e\u0939\u0930\u0923 \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u093e<\/h4>\n\n\n\n<p>\u0905\u0932\u094d\u091c\u093e\u0907\u092e\u0930 \u0930\u094b\u0917\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092e\u0942\u0935\u092e\u0947\u0902\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u0947 \u0921\u0949\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u094b \u0930\u094b\u0917 \u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u092a\u0930 \u0928\u091c\u0930 \u0930\u0916\u0928\u0947 \u0914\u0930 \u091a\u093e\u0932 \u092a\u0948\u091f\u0930\u094d\u0928 \u0914\u0930 \u0938\u0902\u091c\u094d\u091e\u093e\u0928\u093e\u0924\u094d\u092e\u0915 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0938\u092e\u092f \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0915\u0947 \u0909\u092a\u091a\u093e\u0930 \u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0915 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0915\u093e\u0930\u0940 \u0924\u0915\u0928\u0940\u0915 \u0939\u0948 \u091c\u094b \u0915\u0908 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0926\u0915\u094d\u0937\u0924\u093e, \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u0940 \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0935\u0939 \u0906\u092a\u0930\u093e\u0927\u093f\u0915 \u0917\u0924\u093f\u0935\u093f\u0927\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0939\u094b, \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0935\u093e\u0939\u0928 \u0928\u0947\u0935\u093f\u0917\u0947\u0936\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u093e \u0939\u094b, \u0916\u0941\u0926\u0930\u093e \u0916\u0930\u0940\u0926\u093e\u0930\u0940 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u0939\u094b, \u0916\u0947\u0932 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0928\u093e \u0939\u094b \u092f\u093e \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0928\u093f\u0926\u093e\u0928 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0928\u093e \u0939\u094b, \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0928\u093f\u0930\u0902\u0924\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0924\u0947 \u0930\u0939\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0928\u0935\u093e\u091a\u093e\u0930 \u0915\u0940 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u0906\u0917\u0947 \u092c\u0922\u093c\u093e\u0924\u0947 \u0930\u0939\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<p>\u091a\u0942\u0902\u0915\u093f \u090f\u0906\u0908 \u0914\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0932\u0917\u093e\u0924\u093e\u0930 \u0906\u0917\u0947 \u092c\u0922\u093c \u0930\u0939\u0947 \u0939\u0948\u0902, \u0907\u0938\u0932\u093f\u090f \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u090f\u091c \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917, \u0938\u094d\u0935-\u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f 3\u0921\u0940 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0917\u093e, \u091c\u093f\u0938\u0938\u0947 \u0906\u0928\u0947 \u0935\u093e\u0932\u0947 \u0935\u0930\u094d\u0937\u094b\u0902 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u092d\u0940 \u0905\u0927\u093f\u0915 \u0938\u091f\u0940\u0915, \u092e\u093e\u092a\u0928\u0940\u092f \u0914\u0930 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u0939\u094b \u091c\u093e\u090f\u0917\u0940\u0964<\/p>\n\n\n\n<figure class=\"wp-block-image 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 \u090f\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/h2>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902, \u0938\u092c\u0938\u0947 \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u0914\u0930 \u0905\u092d\u093f\u0928\u0935 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0907\u092e\u0947\u091c\u0930\u0940 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u093e \u0939\u0948\u0964 \u091a\u093e\u0939\u0947 \u0935\u0939 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u093e \u0939\u094b, \u092a\u0930\u094d\u092f\u093e\u0935\u0930\u0923 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u0939\u094b, \u092f\u093e \u0936\u0939\u0930\u0940 \u0928\u093f\u092f\u094b\u091c\u0928 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u093e \u0939\u094b, \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093f\u0927\u093f\u092f\u093e\u0901 \u0905\u0915\u094d\u0938\u0930 \u0909\u092a\u0917\u094d\u0930\u0939 \u0914\u0930 \u0939\u0935\u093e\u0908 \u0907\u092e\u0947\u091c\u0930\u0940 \u0915\u0947 \u092a\u0948\u092e\u093e\u0928\u0947, \u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u0914\u0930 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\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 \u090f\u0906\u0908,<\/a> \u0939\u092e \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u092e\u093e\u0927\u093e\u0928 \u0932\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 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class=\"wp-block-heading\">\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908: \u092d\u0942\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f<\/h3>\n\n\n\n<p>\u092b\u094d\u0932\u093e\u0908\u092a\u093f\u0915\u094d\u0938 \u090f\u0906\u0908 \u092e\u0947\u0902, \u0939\u092e \u090f\u0906\u0908 \u0914\u0930 \u092d\u0942-\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0915\u0947 \u092c\u0940\u091a \u0915\u0940 \u0916\u093e\u0908 \u0915\u094b \u092a\u093e\u091f\u0915\u0930 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 \u0939\u092e\u093e\u0930\u0947 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\u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u0915\u0941\u0936\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939\u093e\u0902 \u0924\u0915 \u0915\u093f \u0905\u0935\u0930\u094b\u0927\u094b\u0902, \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u0935\u093f\u0915\u0930\u094d\u0937\u0923\u094b\u0902 \u0914\u0930 \u0938\u094d\u0915\u0947\u0932 \u092d\u093f\u0928\u094d\u0928\u0924\u093e\u0913\u0902 \u0935\u093e\u0932\u0947 \u091c\u091f\u093f\u0932 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u092d\u0940\u0964 \u0907\u0928 \u092a\u094d\u0930\u0917\u0924\u093f \u0928\u0947 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0938\u0941\u0930\u0915\u094d\u0937\u093e, \u0938\u094d\u0935\u093e\u092f\u0924\u094d\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917, \u0916\u0941\u0926\u0930\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u090f\u0915 \u0906\u0935\u0936\u094d\u092f\u0915 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928\u093e \u0926\u093f\u092f\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<p>\u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a\u093f\u0902\u0917 \u0914\u0930 \u0917\u0924\u093f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u091c\u0948\u0938\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u091a\u0932 \u0930\u0939\u0947 \u0936\u094b\u0927 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091c\u093e\u0930\u0940 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0926\u0915\u094d\u0937\u0924\u093e \u0926\u094b\u0928\u094b\u0902 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u092e\u0947\u0902 \u0928\u0935\u093e\u091a\u093e\u0930\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925, \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0906\u0936\u093e\u091c\u0928\u0915 \u0939\u0948, \u091c\u094b \u0914\u0930 \u092d\u0940 \u0905\u0927\u093f\u0915 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\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\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u0930\u094d\u0917 \u092a\u094d\u0930\u0936\u0938\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\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-1739829094732\"><strong class=\"schema-faq-question\">1. \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094d\u092f\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0915 \u0910\u0938\u0940 \u0935\u093f\u0927\u093f \u0939\u0948 \u091c\u094b \u0935\u0940\u0921\u093f\u092f\u094b \u092f\u093e \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f\u094d\u0938 \u0915\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0906\u0908\u0921\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u092b\u093c\u094d\u0930\u0947\u092e \u092e\u0947\u0902 \u0909\u0928\u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u093e \u0939\u0948, \u092d\u0932\u0947 \u0939\u0940 \u0935\u0947 \u0905\u0935\u0930\u0941\u0926\u094d\u0927 \u0939\u094b \u092f\u093e \u0926\u093f\u0916\u0928\u0947 \u092e\u0947\u0902 \u092c\u0926\u0932\u093e\u0935 \u0939\u094b\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829101053\"><strong class=\"schema-faq-question\">2. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u092e\u0941\u0916\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u0907\u0938\u0915\u0947 \u0915\u0908 \u092a\u094d\u0930\u0915\u093e\u0930 \u0939\u0948\u0902, \u091c\u093f\u0938\u092e\u0947\u0902 \u0938\u093f\u0902\u0917\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (SOT) \u0936\u093e\u092e\u093f\u0932 \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u090f\u0915 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u094b \u092a\u0942\u0930\u0947 \u0935\u0940\u0921\u093f\u092f\u094b \u092e\u0947\u0902 \u091f\u094d\u0930\u0948\u0915 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u092a\u0932 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 (MOT), \u091c\u093f\u0938\u092e\u0947\u0902 \u090f\u0915 \u0938\u093e\u0925 \u0915\u0908 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0935\u0940\u0921\u093f\u092f\u094b \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092f\u093e \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u093f\u090f \u0917\u090f \u092b\u0941\u091f\u0947\u091c \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0939\u0948, \u091c\u092c\u0915\u093f \u0935\u093f\u091c\u093c\u0941\u0905\u0932 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093f\u0938\u0940 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u0907\u092e\u0947\u091c \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092e\u0947\u0902 \u0938\u094d\u0925\u093f\u0930 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829107385\"><strong class=\"schema-faq-question\">3. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u092c\u0921\u093c\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u092e\u0941\u0916\u094d\u092f \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0905\u0935\u0930\u094b\u0927\u0928 \u0939\u0948, \u091c\u0939\u093e\u0902 \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u0906\u0902\u0936\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u092f\u093e \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u091b\u093f\u092a \u091c\u093e\u0924\u0940 \u0939\u0948\u0902\u0964 \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a\u093f\u0902\u0917 \u0924\u092c \u0939\u094b\u0924\u0940 \u0939\u0948 \u091c\u092c \u0938\u092e\u093e\u0928 \u0926\u093f\u0916\u0928\u0947 \u0935\u093e\u0932\u0940 \u0935\u0938\u094d\u0924\u0941\u090f\u0902 \u092d\u094d\u0930\u092e\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u0905\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093e \u092a\u0939\u091a\u093e\u0928 \u0915\u094b \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0920\u093f\u0928 \u092c\u0928\u093e \u0926\u0947\u0924\u0940 \u0939\u0948, \u0914\u0930 \u092a\u0948\u092e\u093e\u0928\u0947 \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928\u0924\u093e \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0917\u0924\u093f \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829114652\"><strong class=\"schema-faq-question\">4. \u0938\u092c\u0938\u0947 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u0938\u092c\u0938\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092e\u0947\u0902 \u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f, \u0913\u092a\u0928\u0938\u0940\u0935\u0940-\u0906\u0927\u093e\u0930\u093f\u0924 \u091f\u094d\u0930\u0948\u0915\u0930 \u091c\u0948\u0938\u0947 \u0938\u0940\u090f\u0938\u0906\u0930\u091f\u0940 \u0914\u0930 \u0915\u0947\u0938\u0940\u090f\u092b, \u0914\u0930 \u090f\u092e\u0921\u0940\u0928\u0947\u091f \u091c\u0948\u0938\u0947 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 \u0915\u0932\u092e\u0928 \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0905\u0915\u094d\u0938\u0930 \u0917\u0924\u093f \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u092c\u093e\u0907\u091f\u091f\u094d\u0930\u0948\u0915 \u090f\u0938\u094b\u0938\u093f\u090f\u0936\u0928 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0915\u0947 \u092e\u0932\u094d\u091f\u0940-\u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829126198\"><strong class=\"schema-faq-question\">5. \u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0915\u0948\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948?<\/strong> <p class=\"schema-faq-answer\">\u0921\u0940\u092a SORT \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u0905\u092a\u0940\u092f\u0930\u0947\u0902\u0938 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0915\u0947 \u092e\u0942\u0932 SORT \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u092a\u0930 \u0906\u0927\u093e\u0930\u093f\u0924 \u0939\u0948\u0964 \u092f\u0939 \u0907\u0938\u0947 \u0905\u0935\u0930\u094b\u0927 \u0915\u0947 \u092c\u093e\u0926 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u092b\u093f\u0930 \u0938\u0947 \u092a\u0939\u091a\u093e\u0928\u0928\u0947, \u092a\u0939\u091a\u093e\u0928 \u0938\u094d\u0935\u093f\u091a \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0914\u0930 \u091c\u091f\u093f\u0932 \u0917\u0924\u093f \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0921\u094d\u0930\u093e\u0907\u0935\u093f\u0902\u0917 \u0914\u0930 \u0916\u0947\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829158907\"><strong class=\"schema-faq-question\">6. \u0915\u094c\u0928 \u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940, \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093e\u0939\u0928, \u0916\u0941\u0926\u0930\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923, \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0914\u0930 \u0916\u0947\u0932 \u091c\u0948\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 \u092f\u0939 \u0932\u094b\u0917\u094b\u0902 \u0914\u0930 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u0947, \u0917\u094d\u0930\u093e\u0939\u0915 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947, \u0938\u094d\u0935-\u091a\u093e\u0932\u093f\u0924 \u0915\u093e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0916\u0947\u0932\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829170343\"><strong class=\"schema-faq-question\">7. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u094c\u0928 \u0938\u0947 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902?<\/strong> <p class=\"schema-faq-answer\">\u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u092e\u093e\u0927\u093e\u0928\u094b\u0902 \u092e\u0947\u0902 OpenCV, MATLAB \u0915\u093e \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u091f\u0942\u0932\u092c\u0949\u0915\u094d\u0938, \u090f\u0902\u091f\u0930\u092a\u094d\u0930\u093e\u0907\u091c\u093c AI \u0935\u093f\u091c\u093c\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f Viso Suite \u0914\u0930 YOLO-\u0906\u0927\u093e\u0930\u093f\u0924 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u0921\u093f\u091f\u0947\u0915\u094d\u091f\u0930\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 Deep SORT \u0915\u094b \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f Ikomia API \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 \u092f\u0947 \u0909\u092a\u0915\u0930\u0923 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0938\u094d\u0915\u0947\u0932 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964<\/p> <\/div> <\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>","protected":false},"excerpt":{"rendered":"<p>Object tracking is a fundamental task in computer vision that involves identifying and following objects in a video stream. With the rise of deep learning, object tracking has become more accurate, robust, and efficient. This guide explores various aspects of deep learning object tracking, including algorithms, challenges, applications, and software solutions. Understanding Object Tracking: Principles [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173926,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174072","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>Deep Learning Object Tracking: Algorithms, Challenges, and Applications<\/title>\n<meta name=\"description\" content=\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. A comprehensive guide to state-of-the-art tracking methods.\" \/>\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\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep Learning Object Tracking: Algorithms, Challenges, and Applications\" \/>\n<meta property=\"og:description\" content=\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. 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It assigns unique IDs to objects and follows them across frames, even if they undergo occlusion or changes in appearance.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829101053","position":2,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829101053","name":"2. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u092e\u0941\u0916\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"There are several types, including single object tracking (SOT), where one object is tracked throughout a video, and multiple object tracking (MOT), which follows multiple objects simultaneously. Video tracking deals with real-time or recorded footage, while visual tracking predicts an object's future position. Image tracking is used for detecting and tracking static images in datasets.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829107385","position":3,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829107385","name":"3. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u092c\u0921\u093c\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"One of the main challenges is occlusion, where objects become partially or fully hidden. Identity switching occurs when similar-looking objects are confused. Background clutter makes detection more difficult, and scale variations can affect accuracy. Additionally, real-time processing requires highly efficient algorithms to maintain speed and accuracy.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829114652","position":4,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829114652","name":"4. \u0938\u092c\u0938\u0947 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094d\u092f\u093e \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Some of the most widely used algorithms include Deep SORT, OpenCV-based trackers like CSRT and KCF, and deep learning models like MDNet. Kalman filters are often used for motion prediction, while ByteTrack improves multi-object tracking by refining detection results before association.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829126198","position":5,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829126198","name":"5. \u0921\u0940\u092a \u0938\u0949\u0930\u094d\u091f \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u094b \u0915\u0948\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Deep SORT builds upon the original SORT algorithm by incorporating deep learning-based appearance features. This allows it to re-identify objects after occlusion, reduce identity switches, and handle complex motion patterns more effectively. It is widely used in surveillance, autonomous driving, and sports analytics.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829158907","position":6,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829158907","name":"6. \u0915\u094c\u0928 \u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917 \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Object tracking is essential in industries such as security and surveillance, autonomous vehicles, retail analytics, healthcare, and sports. It helps monitor people and objects, analyze customer behavior, improve safety in self-driving cars, and enhance performance analysis in sports.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829170343","position":7,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829170343","name":"7. \u0911\u092c\u094d\u091c\u0947\u0915\u094d\u091f \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u094c\u0928 \u0938\u0947 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u0948\u0902?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Popular software solutions include OpenCV, MATLAB\u2019s Computer Vision Toolbox, Viso Suite for enterprise AI vision applications, and Ikomia API for integrating Deep SORT with YOLO-based object detectors. These tools allow developers to implement and scale object tracking systems efficiently.","inLanguage":"hi-IN"},"inLanguage":"hi-IN"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/174072","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=174072"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/posts\/174072\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media\/173926"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/media?parent=174072"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/categories?post=174072"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/hi\/wp-json\/wp\/v2\/tags?post=174072"}],"curies":[{"name":"\u0921\u092c\u094d\u0932\u094d\u092f\u0942\u092a\u0940","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}