{"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\/ar\/deep-learning-object-tracking\/","title":{"rendered":"\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644"},"content":{"rendered":"<p>\u064a\u0639\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0647\u0645\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u062a\u062a\u0636\u0645\u0646 \u062a\u062d\u062f\u064a\u062f 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\u0627\u0644\u062d\u064a\u0629 \u0648\u0627\u0644\u0645\u0633\u062c\u0644\u0629\u060c \u0645\u0639 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627.<\/li>\n\n\n\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0646 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u062d\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0632\u0645\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646\u062e\u0641\u0636 \u0648\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0639\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0645\u0641\u064a\u062f\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0627\u0644\u062c\u0646\u0627\u0626\u064a \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0633\u0644\u0648\u0643\u064a.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0643\u0634\u0641: \u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0623\u0648\u0644\u0627\u064b \u0628\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0625\u0637\u0627\u0631\u0627\u062a \u0641\u0631\u062f\u064a\u0629 \u062b\u0645 \u0631\u0628\u0637\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0631\u0628\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u0635\u0631\u064a: \u064a\u0642\u0648\u0645 \u0628\u062a\u0642\u062f\u064a\u0631 \u062d\u0631\u0643\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u062a\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0639\u0628\u0631 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u062a\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0635\u0631\u064a<\/h4>\n\n\n\n<p>\u064a\u0631\u0643\u0632 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0647\u062f\u0641\u060c \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0644\u062c\u0633\u0645 \u0645\u0627 \u0641\u064a \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u062d\u0631\u0643\u062a\u0647 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u062e\u0635\u0627\u0626\u0635 \u0645\u0638\u0647\u0631\u0647.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0649 \u0639\u0643\u0633 \u062a\u062a\u0628\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0644\u0627 \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0635\u0631\u064a \u0639\u0644\u0649 \u062a\u0633\u0644\u0633\u0644 \u0641\u064a\u062f\u064a\u0648 \u0643\u0627\u0645\u0644\u060c \u0628\u0644 \u064a\u0642\u0648\u0645 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643 \u0628\u062a\u0642\u062f\u064a\u0631 \u062d\u0631\u0643\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629.<\/li>\n\n\n\n<li>\u062a\u0639\u062a\u0628\u0631 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629\u060c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 (AR)\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a (VR)\u060c \u062d\u064a\u062b \u064a\u062c\u0628 \u062a\u0648\u0642\u0639 \u0645\u0648\u0627\u0636\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0633\u0644\u0633\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0635\u0631\u064a \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u062a\u0635\u062d\u064a\u062d\u0647\u0627.<\/li>\n\n\n\n<li>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649 (LSTM) \u0644\u0646\u0645\u0630\u062c\u0629 \u0645\u0633\u0627\u0631 \u0627\u0644\u0643\u0627\u0626\u0646 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u062a\u062a\u0628\u0639 \u0627\u0644\u0635\u0648\u0631\u0629<\/h4>\n\n\n\n<p>\u062a\u062a\u0628\u0639 \u0627\u0644\u0635\u0648\u0631 \u0647\u0648 \u0634\u0643\u0644 \u0645\u062a\u062e\u0635\u0635 \u0645\u0646 \u0623\u0634\u0643\u0627\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0635\u0645\u0645 \u0644\u0644\u0635\u0648\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f (2D) \u0648\u0644\u064a\u0633 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0648\u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0635\u0648\u0631\u0629 \u0623\u0648 \u0646\u0645\u0637 \u0645\u062d\u062f\u062f \u0645\u0633\u0628\u0642\u064b\u0627 \u0648\u062a\u062a\u0628\u0639\u0647 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062f\u0627\u062e\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 (AR)\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u0641\u0631\u0636 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0639\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u0643\u0627\u0626\u0646 \u0645\u0627 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u062a\u0641\u062a\u064a\u0634.<\/li>\n\n\n\n<li>\u064a\u0639\u062a\u0645\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0635\u0648\u0631 \u0639\u0627\u062f\u0629\u064b \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0645\u062b\u0644 SIFT (\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0628\u0627\u0644\u0645\u0642\u064a\u0627\u0633)\u060c \u0648SURF (\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0627\u0631\u0639\u0629 \u0627\u0644\u0642\u0648\u064a\u0629)\u060c \u0648ORB (\u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u0646 BRIEF)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0646\u0642\u0627\u0637 \u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u0631\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u062a\u062a\u0628\u0639\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0641\u0631\u062f\u064a (SOT)<\/h4>\n\n\n\n<p>\u064a\u0634\u064a\u0631 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0641\u0631\u062f\u064a (SOT) \u0625\u0644\u0649 \u062a\u062a\u0628\u0639 \u0647\u062f\u0641 \u0648\u0627\u062d\u062f \u0637\u0648\u0627\u0644 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0643\u0627\u0626\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0648\u062c\u0648\u062f\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0628\u062f\u0623 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0628\u0627\u0644\u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u062a\u0639\u0642\u0628\u0647 \u0641\u064a \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0623\u0648\u0644.<\/li>\n\n\n\n<li>\u062b\u0645 \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062a\u0639\u0642\u0628 \u0628\u062a\u062d\u062f\u064a\u062b \u0645\u0648\u0636\u0639 \u0627\u0644\u0643\u0627\u0626\u0646 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0638\u0647\u0631 \u0623\u0648 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u064a\u064f\u0639\u062f SOT \u0645\u0641\u064a\u062f\u064b\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0625\u064a\u0645\u0627\u0621\u0627\u062a \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u064a\u0629 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u062a\u0647\u064a\u0626\u0629 \u064a\u062f\u0648\u064a\u0629 \u0648\u0644\u0627 \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f\u060c \u0641\u0647\u0648 \u0644\u064a\u0633 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u062e\u0644 \u0641\u064a\u0647\u0627 \u0623\u0648 \u062a\u062e\u0631\u062c \u0641\u064a\u0647\u0627 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629.<\/p>\n\n\n\n<p>\u062a\u062a\u0636\u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a SOT \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u062a\u062a\u0628\u0639\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0631\u0634\u062d \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c MOSSE\u060c CSRT) - \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u062a\u062a\u0628\u0639\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c MDNet\u060c Siamese Networks) - \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u062d\u0648\u0633\u0628\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 (MOT)<\/h4>\n\n\n\n<p>\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 (MOT) \u0647\u0648 \u0634\u0643\u0644 \u0645\u062a\u0642\u062f\u0645 \u0645\u0646 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u062a\u062a\u0628\u0639 \u062d\u064a\u062b \u064a\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0639\u064a\u064a\u0646 \u0645\u0639\u0631\u0641\u0627\u062a \u0641\u0631\u064a\u062f\u0629 \u0644\u0647\u0627 \u0648\u0645\u062a\u0627\u0628\u0639\u062a\u0647\u0627 \u0639\u0628\u0631 \u062a\u0633\u0644\u0633\u0644 \u0641\u064a\u062f\u064a\u0648.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0639\u062f \u0627\u062e\u062a\u0628\u0627\u0631 MOT \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062c\u0628 \u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0627\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0627\u0635\u0637\u062f\u0627\u0645.<\/li>\n\n\n\n<li>\u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0646\u064a\u0629\u060c \u064a\u0633\u0627\u0639\u062f MOT \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629.<\/li>\n\n\n\n<li>\u0648\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<\/ul>\n\n\n\n<p>\u064a\u062a\u0628\u0639 MOT \u0639\u0627\u062f\u0629\u064b \u0625\u0637\u0627\u0631 \u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0643\u0634\u0641\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u0648\u0644\u0627\u064b \u0641\u064a \u0643\u0644 \u0625\u0637\u0627\u0631 \u062b\u0645 \u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0639\u0645\u0644 \u0645\u064a\u0632\u0629 Deep SORT (\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0633\u064a\u0637 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0639\u0645\u064a\u0642) \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 ByteTrack \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0631\u0628\u0637 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0630\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0642\u0628\u0644 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a.<\/li>\n\n\n\n<li>\u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c MOT \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 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\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0630\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0648\u0642\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629.<\/li>\n\n\n\n<li><strong>\u0642\u064a\u0648\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a<\/strong> \u2013 \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0645\u0639\u062f\u0644\u0627\u062a \u0625\u0637\u0627\u0631\u0627\u062a \u0639\u0627\u0644\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c 30-60 \u0625\u0637\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629) \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/strong> - \u0641\u064a \u062d\u064a\u0646 \u062a\u0639\u0645\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0639\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u062a\u0639\u062a\u0645\u062f \u063a\u0627\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0645\u0636\u0645\u0646\u0629 \u0630\u0627\u062a \u0642\u0648\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u062a\u062d\u0633\u064a\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0628\u0646\u064a\u0627\u062a CNN \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0645\u062b\u0644 MobileNet \u0648YOLO\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0645\u062b\u0644 Faster R-CNN\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0643\u0634\u0641. \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0642\u0644\u064a\u0645 \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0648\u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0648\u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/h3>\n\n\n\n<p>\u062a\u062a\u0645\u062b\u0644 \u0625\u062d\u062f\u0649 \u0627\u0644\u0635\u0639\u0648\u0628\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 \u0648\u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629 \u0623\u0648 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u0628\u0647 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u062a\u062a\u0628\u0639\u0647 \u0625\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u062e\u0627\u0637\u0626\u0629 \u0623\u0648 \u062a\u062d\u062f\u064a\u062f\u0627\u062a \u062e\u0627\u0637\u0626\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062a\u0628\u0639.<\/p>\n\n\n\n<p>\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629<\/strong> - \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u062d\u0636\u0631\u064a\u0629\u060c \u062a\u062c\u0639\u0644 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a) \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0639\u0642\u0628 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0647\u0648\u064a\u0629 \u0627\u0644\u062c\u0633\u0645.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0638\u0644\u0627\u0644 \u0648\u0627\u0644\u0627\u0646\u0639\u0643\u0627\u0633\u0627\u062a<\/strong> - \u0642\u062f \u062a\u0624\u062f\u064a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u064a\u0632\u0627\u062a \u0628\u0635\u0631\u064a\u0629 \u0645\u0636\u0644\u0644\u0629.<\/li>\n\n\n\n<li><strong>\u062e\u0644\u0641\u064a\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629<\/strong> \u2013 \u062a\u0624\u062f\u064a \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629 \u0645\u062b\u0644 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0623\u0648 \u0627\u0644\u0645\u0627\u0621 \u0623\u0648 \u0648\u0645\u064a\u0636 \u0627\u0644\u0634\u0627\u0634\u0629 \u0625\u0644\u0649 \u0625\u062d\u062f\u0627\u062b \u0636\u0648\u0636\u0627\u0621 \u062a\u0639\u0637\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639.<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0637\u0631\u062d \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0645\u062b\u0644 Gaussian Mixture Models (GMM)\u060c \u0648ViBe (Visual Background Extractor)\u060c \u0648\u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629. \u0643\u0645\u0627 \u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u062b\u0644 U-Net \u0648DeepLab\u060c \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062a\u0628\u0639 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0635\u0644 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0646 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0628\u062f\u0642\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0643\u0627\u0626\u0646 \u0648\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0648\u0631<\/h3>\n\n\n\n<p>\u0642\u062f \u062a\u0638\u0647\u0631 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0645\u0634\u0647\u062f \u0645\u0627 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0633\u0628\u0628 \u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0648\u0631 \u0623\u0648 \u062d\u0631\u0643\u0629 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0623\u0648 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0628\u064a\u0631. \u0648\u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0648\u0639 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u0648\u062e\u0627\u0635\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0642\u062a\u0631\u0628 \u0623\u0648 \u062a\u0628\u062a\u0639\u062f \u0639\u0646 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627.<\/p>\n\n\n\n<p>\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0641\u0634\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u0635\u063a\u064a\u0631\u0629<\/strong> \u2013 \u0642\u062f \u064a\u062a\u0645 \u062a\u0641\u0648\u064a\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u063a\u0644 \u0628\u0636\u0639\u0629 \u0628\u0643\u0633\u0644\u0627\u062a \u0641\u0642\u0637 \u0641\u064a \u0625\u0637\u0627\u0631 \u0645\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062a\u0628\u0639.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0623\u062d\u062c\u0627\u0645 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629<\/strong> - \u062a\u0648\u0627\u062c\u0647 \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u0646\u0633\u0628\u0629 \u0627\u0644\u0639\u0631\u0636 \u0625\u0644\u0649 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639<\/strong> - \u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0623\u0648 \u0627\u0644\u062f\u0627\u0626\u0631\u064a\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u062a\u062e\u0641\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0627\u0643\u0644\u060c \u062a\u062a\u0636\u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0623\u0647\u0631\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0645\u064a\u0632\u0629<\/strong> - \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0644\u062c\u0633\u0645 \u0645\u0627 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0645\u0631\u0633\u0627\u0629<\/strong> - \u0645\u0631\u0628\u0639\u0627\u062a \u062d\u062f\u0648\u062f\u064a\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0623\u062d\u062c\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0627\u0644\u062d\u062c\u0645<\/strong> - \u0646\u0645\u0627\u0630\u062c \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0632\u0632\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0643\u0627\u0626\u0646\u0627\u062a \u0630\u0627\u062a \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0647\u0631\u0627\u0645\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0648\u0634\u0628\u0643\u0627\u062a \u062f\u0645\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062a\u062a\u0628\u0639\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0645\u0646 \u0642\u0648\u0629 \u0627\u0644\u062a\u062a\u0628\u0639.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0648\u0627\u062e\u062a\u0641\u0627\u0621 \u0627\u0644\u0623\u0634\u064a\u0627\u0621<\/h3>\n\n\n\n<p>\u064a\u062d\u062f\u062b \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u062d\u0638\u0631 \u0643\u0627\u0626\u0646 \u0645\u0624\u0642\u062a\u064b\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0643\u0627\u0626\u0646 \u0622\u062e\u0631\u060c \u0645\u0645\u0627 \u064a\u062a\u0633\u0628\u0628 \u0641\u064a \u0641\u0634\u0644 \u0627\u0644\u062a\u062a\u0628\u0639 \u0623\u0648 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0647\u0648\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629 \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062a\u062f\u0627\u062e\u0644 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631.<\/p>\n\n\n\n<p>\u062a\u0634\u0645\u0644 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0646\u0633\u062f\u0627\u062f \u062c\u0632\u0626\u064a<\/strong> - \u064a\u0638\u0644 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062c\u0633\u0645 \u0627\u0644\u0645\u062a\u0639\u0642\u0628 \u0645\u0631\u0626\u064a\u064b\u0627.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0627\u0644\u0643\u0627\u0645\u0644<\/strong> - \u064a\u062a\u0645 \u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0643\u0627\u0626\u0646 \u0628\u0634\u0643\u0644 \u0643\u0627\u0645\u0644 \u0644\u0639\u062f\u0629 \u0625\u0637\u0627\u0631\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0627\u0644\u0630\u0627\u062a\u064a<\/strong> - \u064a\u062f\u0648\u0631 \u0627\u0644\u0643\u0627\u0626\u0646 \u0623\u0648 \u064a\u0646\u0637\u0648\u064a\u060c \u0645\u0645\u0627 \u064a\u062d\u062c\u0628 \u0645\u064a\u0632\u0627\u062a\u0647 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0641\u0634\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0645\u062a\u0639\u0642\u0628 \u0623\u0648 \u0625\u0639\u0627\u062f\u0629 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\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f.<\/li>\n\n\n\n<li><strong>\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u0635\u0631\u064a<\/strong> - \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0633\u0627\u0631\u0627\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u063a\u0644\u0642\u0629 \u0645\u0624\u0642\u062a\u064b\u0627.<\/li>\n\n\n\n<li><strong>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649<\/strong> - \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062d\u0641\u0638 \u0645\u0638\u0627\u0647\u0631\u0647\u0627 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u062a\u0648\u0642\u0639 \u0645\u0648\u0627\u0642\u0641\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a ReID \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0645\u062a\u062a\u0628\u0639\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0646\u062c\u0627\u062d \u0628\u0639\u062f \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626<\/h3>\n\n\n\n<p>\u064a\u062d\u062f\u062b \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0642\u0648\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u062e\u0637\u0623 \u0628\u062a\u0639\u064a\u064a\u0646 \u0645\u0639\u0631\u0641 \u062c\u062f\u064a\u062f \u0644\u0643\u0627\u0626\u0646 \u0645\u0648\u062c\u0648\u062f\u060c \u0648\u062e\u0627\u0635\u0629\u064b \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0627\u0644\u0645\u0638\u0647\u0631. \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a (MOT)\u060c \u0645\u062b\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/p>\n\n\n\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0628\u0635\u0631\u064a \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621<\/strong> - \u0642\u062f \u064a\u062a\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0630\u0627\u062a \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0623\u0648 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0623\u0648 \u0627\u0644\u0642\u0648\u0627\u0645 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645<\/strong> - \u0627\u0644\u062a\u0633\u0627\u0631\u0639 \u0627\u0644\u0645\u0641\u0627\u062c\u0626 \u0623\u0648 \u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0627\u0631 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0639\u0637\u064a\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u062a\u0628\u0639.<\/li>\n\n\n\n<li><strong>\u062a\u0645\u062b\u064a\u0644 \u0636\u0639\u064a\u0641 \u0644\u0644\u0645\u064a\u0632\u0627\u062a<\/strong> \u2013 \u0642\u062f \u062a\u0641\u0634\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0641\u0642\u0637 \u0639\u0644\u0649 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u062f\u062f \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u062a\u0642\u0644\u064a\u0644 \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629\u060c \u062a\u0637\u0628\u0642 \u0623\u0637\u0631 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> - \u062f\u0645\u062c \u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062d\u0631\u0643\u0629 \u0645\u0639 \u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629.<\/li>\n\n\n\n<li><strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u062c\u0631\u064a\u0629 \u0644\u0631\u0628\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> - \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u0642\u0639 \u0648\u0627\u0644\u0645\u0638\u0647\u0631.<\/li>\n\n\n\n<li><strong>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629<\/strong> - \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0632\u0645\u0627\u0646\u064a\u0629 \u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621.<\/li>\n<\/ul>\n\n\n\n<p>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0629 Deep SORT \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u062a\u0633\u0627\u0642 \u0627\u0644\u0647\u0648\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062a\u062d\u062a\u0641\u0638 \u0628\u0645\u0639\u0631\u0641 \u0641\u0631\u064a\u062f \u0637\u0648\u0627\u0644 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639.<\/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\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062b\u0648\u0631\u0629 \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0643\u064a\u0646 \u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0648\u062f\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0637\u0631\u0642 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0635\u0646\u0648\u0639\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u0648\u0646\u0645\u0627\u0630\u062c \u062d\u0631\u0643\u0629 \u0623\u0633\u0627\u0633\u064a\u0629\u060c \u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649. \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u062a\u0628\u0639 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u062d\u064a\u062b \u062a\u062e\u0636\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0644\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0623\u0648 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0623\u0648 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u062d\u062c\u0645.<\/p>\n\n\n\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0625\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u062a\u062a\u0628\u0639 \u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u062a\u062a\u0628\u0639 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a\u060c \u0646\u0633\u062a\u0643\u0634\u0641 \u0628\u0639\u0636\u064b\u0627 \u0645\u0646 \u0623\u0643\u062b\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627\u060c \u0648\u0646\u0646\u0627\u0642\u0634 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627 \u0648\u062d\u062f\u0648\u062f\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u062a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646\u0627\u062a OpenCV<\/h3>\n\n\n\n<p>\u062a\u0648\u0641\u0631 OpenCV \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0644\u0628\u064a \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u062a\u0631\u0627\u0648\u062d \u0647\u0630\u0647 \u0627\u0644\u0645\u062a\u062a\u0628\u0639\u0627\u062a \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0625\u0644\u0649 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0645\u062a\u062a\u0628\u0639\u0627\u062a OpenCV \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0646\u0638\u0631\u064b\u0627 \u0644\u0637\u0628\u064a\u0639\u062a\u0647\u0627 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0648\u0643\u0641\u0627\u0621\u062a\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u062a\u062a\u0628\u0639\u0627\u062a OpenCV \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0639\u0632\u064a\u0632<\/strong> \u2013 \u0623\u062f\u0627\u0629 \u062a\u062a\u0628\u0639 \u0642\u062f\u064a\u0645\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0635\u0646\u064a\u0641 AdaBoost \u0644\u0644\u062a\u062a\u0628\u0639. \u0648\u0647\u064a \u0644\u064a\u0633\u062a \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0633\u0628\u0628 \u0633\u0631\u0639\u062a\u0647\u0627 \u0627\u0644\u0628\u0637\u064a\u0626\u0629 \u0646\u0633\u0628\u064a\u064b\u0627 \u0648\u0642\u0648\u062a\u0647\u0627 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a (MIL)<\/strong> \u2013 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0645\u0638\u0647\u0631 \u0627\u0644\u0647\u062f\u0641. \u0648\u0647\u0648 \u064a\u062a\u062d\u0633\u0646 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0648\u0644\u0643\u0646\u0647 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0639\u0631\u0636\u0629 \u0644\u0644\u0627\u0646\u062c\u0631\u0627\u0641 \u0639\u0646\u062f \u062d\u062f\u0648\u062b \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u062a\u0628\u0639 KCF (\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0646\u0648\u0627\u0629)<\/strong> - \u0623\u062f\u0627\u0629 \u062a\u0639\u0642\u0628 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u062a\u0637\u0628\u0642 \u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0641\u064a \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0633\u0631\u0639\u0629. \u0648\u062a\u0648\u0641\u0631 \u062a\u0648\u0627\u0632\u0646\u064b\u0627 \u062c\u064a\u062f\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u062a\u0628\u0639 \u0645\u0631\u0634\u062d \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u0645\u0639 \u0627\u0644\u0642\u0646\u0627\u0629 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 (CSRT)<\/strong> \u2013 \u064a\u0639\u062f CSRT \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0623\u062f\u0648\u0627\u062a \u062a\u0639\u0642\u0628 OpenCV \u062f\u0642\u0629\u060c \u062d\u064a\u062b \u064a\u062f\u0645\u062c \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0642\u0644 \u0623\u0647\u0645\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u062a\u0628\u0639 MOSSE (\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0646\u0627\u062a\u062c \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0644\u062e\u0637\u0623 \u0627\u0644\u062a\u0631\u0628\u064a\u0639\u064a)<\/strong> - \u0623\u0633\u0631\u0639 \u0623\u062f\u0627\u0629 \u062a\u062a\u0628\u0639 OpenCV\u060c \u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0636\u062d\u064a \u0628\u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u062a\u0628\u0639 GOTURN<\/strong> \u2013 \u0623\u062f\u0627\u0629 \u062a\u062a\u0628\u0639 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 (CNN) \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0648\u0647\u064a \u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a \u0648\u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u062a\u0633\u0631\u064a\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU) \u0644\u0623\u062f\u0627\u0621 \u0641\u0639\u0627\u0644.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062a\u0628\u0639 OpenCV:<\/h4>\n\n\n\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u062a\u062a\u0628\u0639 OpenCV \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 \u0646\u0638\u0631\u064b\u0627 \u0644\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0648\u0633\u0647\u0648\u0644\u0629 \u062a\u0646\u0641\u064a\u0630\u0647\u0627. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 CSRT \u0648KCF \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 MOSSE \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0646\u0638\u0631\u064b\u0627 \u0644\u0633\u0631\u0639\u062a\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Deep SORT (\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0633\u064a\u0637 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642)<\/h3>\n\n\n\n<p>Deep SORT \u0647\u064a \u0646\u0633\u062e\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 SORT (\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0633\u064a\u0637 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a)\u060c \u0648\u0627\u0644\u062a\u064a \u0627\u0639\u062a\u0645\u062f\u062a \u0641\u064a \u0627\u0644\u0623\u0635\u0644 \u0639\u0644\u0649 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u062f\u062f \u0648\u062a\u0635\u0641\u064a\u0629 \u0643\u0627\u0644\u0645\u0627\u0646 \u0644\u0644\u062a\u062a\u0628\u0639. \u0648\u0641\u064a \u062d\u064a\u0646 \u0643\u0627\u0646\u062a SORT \u0641\u0639\u0651\u0627\u0644\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u0648\u0627\u062c\u0647\u062a \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629.<\/p>\n\n\n\n<p>\u064a\u0639\u0645\u0644 Deep SORT \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0647\u0630\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646\u0647 \u0645\u0646 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0628\u0635\u0631\u064a\u064b\u0627. \u062a\u062a\u064a\u062d \u0644\u0647 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u062d\u062a\u0649 \u0628\u0639\u062f \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0627\u0644\u0645\u0624\u0642\u062a \u0623\u0648 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0641\u0627\u062c\u0626\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0631.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 Deep SORT:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u0634\u0641\u064a\u0631 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062a\u0628\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0647\u0648\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u0645\u0633\u0627\u0641\u0629 Mahalanobis \u0648\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0645\u062c\u0631\u064a\u0629 \u0644\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0623\u0634\u064a\u0627\u0621.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u062b\u0644 YOLO\u060c \u0648Faster R-CNN\u060c \u0648EfficientDet.<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646\u0647 \u062a\u062a\u0628\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u0634\u0648\u062f \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/h4>\n\n\n\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0629 Deep SORT \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629. \u0643\u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u0629\u060c \u062d\u064a\u062b \u062a\u062a\u064a\u062d \u062a\u062a\u0628\u0639 \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0625\u0646 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u064a\u062c\u0639\u0644\u0647\u0627 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0642\u0648\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u062a\u0627\u062d\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. MDNet (\u0634\u0628\u0643\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a) Tracker<\/h3>\n\n\n\n<p>MDNet \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a R-CNN (\u0634\u0628\u0643\u0629 CNN \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642\u0629). \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0637\u0631\u0642 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0645\u062b\u064a\u0644 \u0645\u064a\u0632\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u062a\u0633\u062a\u0641\u064a\u062f MDNet \u0645\u0646 \u0634\u0628\u0643\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0629 MDNet:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 (CNN) \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u0638\u0647\u0631 \u0627\u0644\u0643\u0627\u0626\u0646 \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0639\u0628\u0631 \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n<li>\u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0647\u064a\u0626\u0629\u060c \u062a\u0642\u0648\u0645 MDNet \u0628\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 \u0645\u0631\u0634\u062d\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0636\u0628\u0637 \u0634\u0628\u0643\u062a\u0647\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u062f\u0642\u0629 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0645\u062d\u062f\u062f \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u062a\u0639\u0642\u0628\u0647.<\/li>\n\n\n\n<li>\u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062a\u0639\u0642\u0628 \u0628\u062a\u062d\u062f\u064a\u062b \u0646\u0641\u0633\u0647 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0642\u0648\u064a\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0636\u062f \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0638\u0647\u0631 \u0648\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0642\u064a\u0648\u062f:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629:<\/strong> \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0627\u0644\u0645\u0645\u062a\u0627\u0632 \u0645\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0645\u0642\u0627\u0648\u0645\u0629 \u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0642\u064a\u0648\u062f:<\/strong> \u0645\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u064b\u0627 \u0648\u0623\u0628\u0637\u0623 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 OpenCV.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a MDNet:<\/h4>\n\n\n\n<p>\u062a\u0639\u062f \u062a\u0642\u0646\u064a\u0629 MDNet \u0645\u0641\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u062d\u064a\u062b \u0642\u062f \u062a\u062e\u0636\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0638\u0647\u0631 \u0628\u0633\u0628\u0628 \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0623\u0648 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a. \u0643\u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u060c \u062d\u064a\u062b \u062a\u062a\u0639\u0642\u0628 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062a\u0634\u0631\u064a\u062d\u064a\u0629 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a<\/h3>\n\n\n\n<p>\u0645\u0631\u0634\u062d \u0643\u0627\u0644\u0645\u0627\u0646 \u0647\u0648 \u0623\u062f\u0627\u0629 \u0631\u064a\u0627\u0636\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062c\u0633\u0627\u0645. \u0648\u0647\u0648 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u062f\u064a\u0631 \u0628\u0627\u064a\u0632\u064a\u0629 \u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647 \u0628\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0648\u0636\u0639 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0644\u0644\u062c\u0633\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062a\u0628\u0639:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0646\u0628\u0623 \u0628\u062d\u0631\u0643\u0629 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062a\u0633\u0627\u0631\u0639.<\/li>\n\n\n\n<li>\u064a\u0642\u0648\u0645 \u0628\u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0628\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0643\u0644 \u0625\u0637\u0627\u0631.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0630\u0627\u062a \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u060c \u062d\u064a\u062b \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0641\u0631\u0637\u0629 \u062d\u0633\u0627\u0628\u064a\u064b\u0627.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062f\u0645\u062c \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642:<\/h4>\n\n\n\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062f\u0645\u062c \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u062a\u0628\u0639. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 SORT \u0648Deep SORT \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n<li>\u062a\u062c\u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0647\u062c\u064a\u0646 \u0628\u064a\u0646 \u062a\u0635\u0641\u064a\u0629 \u0643\u0627\u0644\u0645\u0627\u0646 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 CNN \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646:<\/h4>\n\n\n\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0645\u0631\u0634\u062d\u0627\u062a \u0643\u0627\u0644\u0645\u0627\u0646 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0631\u0627\u062f\u0627\u0631\u060c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u062c\u0648\u064a\u0629\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a\u060c \u062d\u064a\u062b \u064a\u0644\u0639\u0628 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. ByteTrack \u2013 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062d\u062f\u064a\u062b\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/h3>\n\n\n\n<p>ByteTrack \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0637\u0648\u0631\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 (MOT) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0631\u0628\u0637 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0628\u0627\u0644\u062a\u062a\u0628\u0639.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 ByteTrack:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0649 \u0639\u0643\u0633 Deep SORT\u060c \u0627\u0644\u0630\u064a \u064a\u0642\u0648\u0645 \u0628\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629\u060c \u064a\u062d\u062a\u0641\u0638 ByteTrack \u0628\u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0648\u064a\u0639\u064a\u0646 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0643\u0627\u0626\u0646.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0647\u062c \u0631\u0628\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0633\u0644\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0648\u062a\u0628\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0647\u0648\u064a\u0629.<\/li>\n\n\n\n<li>\u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647 \u0644\u062a\u062d\u0642\u064a\u0642 \u0645\u0639\u0627\u0644\u062c\u0629 \u0633\u0631\u064a\u0639\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u0644\u0644 \u0645\u0646 \u062d\u0627\u0644\u0627\u062a \u0641\u0634\u0644 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0633\u0644\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0637\u0626\u0629 (\u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u062a\u0629).<\/li>\n\n\n\n<li>\u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 SORT \u0648Deep SORT \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0645\u0639 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u062d\u064a\u062b \u062a\u0638\u0647\u0631 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/h4>\n\n\n\n<p>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0637\u0628\u064a\u0642 ByteTrack \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062a\u064a\u062d \u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u0631\u0627\u0643\u0628\u064a \u0627\u0644\u062f\u0631\u0627\u062c\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0627\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0643\u0645\u0627 \u064a\u0643\u062a\u0633\u0628 \u0634\u0639\u0628\u064a\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0627\u0646.<\/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\">\u062a\u0646\u0641\u064a\u0630 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a: \u062d\u0644\u0648\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a<\/h2>\n\n\n\n<p>\u064a\u062a\u0637\u0644\u0628 \u0646\u0634\u0631 \u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0623\u062f\u0648\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0642\u0648\u064a\u0629 \u062a\u0648\u0641\u0631 \u0645\u0632\u064a\u062c\u064b\u0627 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0639\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0648\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0644\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u062a\u0644\u0628\u064a \u0627\u0644\u0623\u0637\u0631 \u0648\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a\u060c \u0646\u0633\u062a\u0643\u0634\u0641 \u0628\u0639\u0636\u064b\u0627 \u0645\u0646 \u0623\u0643\u062b\u0631 \u062d\u0644\u0648\u0644 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0645\u0639 \u062a\u0633\u0644\u064a\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0648\u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627 \u0648\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. OpenCV \u2013 \u0645\u0643\u062a\u0628\u0629 \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/h3>\n\n\n\n<p>OpenCV (\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631) \u0647\u064a \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0634\u064a\u0648\u0639\u064b\u0627 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627. \u0641\u0647\u064a \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0634\u0627\u0645\u0644\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u0627\u0644\u062a\u062a\u0628\u0639 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/strong> - \u064a\u062a\u0636\u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u062a\u0639\u0642\u0628 \u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0645\u062b\u0644 BOOSTING\u060c \u0648MIL\u060c \u0648KCF\u060c \u0648CSRT\u060c \u0648MOSSE\u060c \u0648GOTURN\u060c \u062d\u064a\u062b \u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u062a\u0639\u0642\u0628 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong> \u2013 \u062a\u0633\u0645\u062d \u062a\u0646\u0641\u064a\u0630\u0627\u062a C++ \u0648Python \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0628\u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0645\u062b\u0644 Raspberry Pi \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629.<\/li>\n\n\n\n<li><strong>\u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0631\u0643\u0629<\/strong> - \u064a\u062a\u0636\u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u0635\u0631\u064a \u0645\u062b\u0644 \u062a\u062a\u0628\u0639 Lucas-Kanade \u0648\u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u0635\u0631\u064a Farneback\u060c \u0648\u0647\u0648 \u0645\u0641\u064a\u062f \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n<li><strong>\u0646\u0634\u0631 \u0627\u0644\u062d\u0627\u0641\u0629<\/strong> - \u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 OpenVINO \u0648 TensorRT\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0633\u0631\u064a\u0639.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629<\/h4>\n\n\n\n<p>OpenCV \u0647\u0648 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0640:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0639\u0642\u0628 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0625\u064a\u0645\u0627\u0621\u0627\u062a\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0648\u0627\u0644\u0645\u062a\u0646\u0642\u0644\u0629\u060c \u062d\u064a\u062b \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0643\u0644\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/li>\n\n\n\n<li>\u0644\u0623\u063a\u0631\u0627\u0636 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0628\u062d\u062b\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0644\u062a\u062c\u0631\u064a\u0628 \u0627\u0644\u0633\u0631\u064a\u0639.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062e\u0627\u0631\u062c\u064a \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629.<\/li>\n\n\n\n<li>\u064a\u0646\u062e\u0641\u0636 \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0639 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0648\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. MATLAB \u2013 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/h3>\n\n\n\n<p>\u064a\u0648\u0641\u0631 MATLAB \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0642\u0648\u064a\u0629 \u062a\u0645\u0643\u0646 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0645\u0646 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u062a\u0631\u0645\u064a\u0632. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 OpenCV\u060c \u064a\u0648\u0641\u0631 MATLAB \u0628\u064a\u0626\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u062a\u0637\u0648\u064a\u0631 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0639\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/strong> - \u064a\u062a\u0636\u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 Kanade-Lucas-Tomasi (KLT)\u060c \u0648CAMShift\u060c \u0648\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u062c\u0633\u064a\u0645\u0627\u062a \u0644\u062a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646 \u0648\u0627\u062d\u062f \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644<\/strong> - \u064a\u062f\u0639\u0645 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c YOLO \u0648SSD \u0648Faster R-CNN \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062a\u0628\u0639\u0647\u0627.<\/li>\n\n\n\n<li><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0647<\/strong> - \u064a\u0648\u0641\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0625\u0637\u0627\u0631 \u062a\u0644\u0648 \u0627\u0644\u0622\u062e\u0631\u060c \u0648\u0637\u0631\u062d \u0627\u0644\u062e\u0644\u0641\u064a\u0629\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062d\u0631\u0643\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0627\u0644\u062a\u062a\u0628\u0639.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631<\/strong> - \u064a\u0633\u0645\u062d \u0628\u0645\u062d\u0627\u0643\u0627\u0629 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0642\u0628\u0644 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629<\/h4>\n\n\n\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 MATLAB \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a \u0648\u0627\u0644\u0635\u0646\u0627\u0639\u064a\u060c \u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629\u060c \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0627\u0644\u062d\u064a\u0648\u064a\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/li>\n\n\n\n<li>\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0648\u0644\u064a\u0629 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n\n\n\n<li>\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629\u060c \u062d\u064a\u062b \u064a\u0639\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u062f\u0642\u0629 \u0623\u0645\u0631\u064b\u0627 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u062a\u0631\u062e\u064a\u0635\u064b\u0627 \u0645\u062f\u0641\u0648\u0639\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0642\u0644 \u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n\n\n\n<li>\u0623\u0628\u0637\u0623 \u0645\u0646 \u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0645\u062b\u0644 TensorFlow \u0623\u0648 PyTorch \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Viso Suite \u2013 \u0645\u0646\u0635\u0629 \u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0634\u0627\u0645\u0644\u0629<\/h3>\n\n\n\n<p>Viso Suite \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u0646\u0635\u0629 \u0631\u0624\u064a\u0629 \u062a\u062c\u0627\u0631\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0635\u0645\u0645\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0648\u0646\u0634\u0631\u0647\u0627 \u0648\u0625\u062f\u0627\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 OpenCV \u0648MATLAB\u060c \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u064a\u062f\u0648\u064a \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u062a\u0642\u062f\u0645 Viso Suite \u0646\u0647\u062c\u064b\u0627 \u0628\u062f\u0648\u0646 \u0623\u0643\u0648\u0627\u062f \u0623\u0648 \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \u0644\u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0633\u062d\u0628 \u0648\u0627\u0644\u0625\u0641\u0644\u0627\u062a<\/strong> - \u064a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0645\u0631\u0626\u064a\u0629 \u0644\u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0634\u0641\u064a\u0631 \u0645\u0643\u062b\u0641.<\/li>\n\n\n\n<li><strong>\u062f\u0639\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> - \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633 \u0644\u0640 YOLO\u060c \u0648Deep SORT\u060c \u0648ByteTrack\u060c \u0648\u0623\u0637\u0631 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n\n\n\n<li><strong>\u062a\u062a\u0628\u0639 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a<\/strong> - \u064a\u0633\u0645\u062d \u0628\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0628\u0631 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0639 \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u0648\u0627\u0644\u062d\u0627\u0641\u0629<\/strong> - \u064a\u062f\u0639\u0645 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u0627\u0641\u0629 (\u0627\u0644\u062a\u062a\u0628\u0639 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632) \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062d\u0644\u0648\u0644 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u0631\u0624\u0649<\/strong> - \u064a\u0648\u0641\u0631 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0642\u0628\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0648\u0643 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629<\/h4>\n\n\n\n<p>\u064a\u0639\u062f Viso Suite \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0640:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629\u060c \u0648\u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0645\u0646.<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0628\u062d\u062b \u0639\u0646 \u062d\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0634\u0627\u0645\u0644 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u0645\u062a\u0639\u0645\u0642\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n\n\n\n<li>\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u064a\u062b \u064a\u062a\u0639\u064a\u0646 \u062f\u0645\u062c \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u062a\u062a\u0628\u0639 \u0645\u0631\u0643\u0632\u064a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0646\u062a\u062c \u062a\u062c\u0627\u0631\u064a \u0628\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0634\u062a\u0631\u0627\u0643\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0642\u0644 \u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/li>\n\n\n\n<li>\u062a\u062e\u0635\u064a\u0635 \u0645\u062d\u062f\u0648\u062f \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0645\u062b\u0644 TensorFlow \u0623\u0648 PyTorch.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Ikomia API \u2013 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n\n\n\n<p>Ikomia API \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0648\u0647\u0648 \u064a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Python \u062a\u062a\u064a\u062d \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0625\u0646\u0634\u0627\u0621 \u062a\u062f\u0641\u0642\u0627\u062a \u0639\u0645\u0644 \u062a\u062a\u0628\u0639 \u0628\u0633\u0631\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062a\u0637\u0648\u0631\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/strong> - \u064a\u062a\u0636\u0645\u0646 \u062d\u0644\u0648\u0644 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 Deep SORT \u0648ByteTrack \u0648\u0645\u0631\u0634\u062d Kalman.<\/li>\n\n\n\n<li><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> - \u064a\u062f\u0639\u0645 YOLOv7\u060c \u0648Faster R-CNN\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062a\u0628\u0639\u0647\u0627.<\/li>\n\n\n\n<li><strong>\u062a\u062a\u0628\u0639 \u0641\u0639\u0627\u0644 \u0644\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/strong> - \u064a\u0648\u0641\u0631 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u062a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f.<\/li>\n\n\n\n<li><strong>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0631\u0646\u0629 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646<\/strong> - \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0628\u0639\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629<\/h4>\n\n\n\n<p>\u062a\u0639\u062a\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Ikomia \u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0640:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0631\u0646 \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0627\u062d\u062b\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u062d\u064a\u062b \u062a\u062a\u064a\u062d \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0647\u0644 \u0645\u0639 TensorFlow \u0648PyTorch.<\/li>\n\n\n\n<li>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u062b\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u0629\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u062a\u0643\u0648\u064a\u0646\u064b\u0627 \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062a\u0628\u0639\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0642\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u062b\u0644 Viso Suite.<\/li>\n\n\n\n<li>\u0644\u064a\u0633\u062a \u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0645\u062b\u0644 \u0628\u0639\u0636 \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u062a\u0646\u0641\u064a\u0630 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0644\u0644\u0645\u0634\u0631\u0648\u0639.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0639\u062f OpenCV \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062e\u0641\u064a\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u064a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0633\u0631\u0639\u0627\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0633\u0631\u064a\u0639\u0629.<\/li>\n\n\n\n<li>\u064a\u0639\u062f MATLAB \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0628\u062d\u062b \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0648\u0641\u0631 \u0628\u064a\u0626\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a.<\/li>\n\n\n\n<li>Viso Suite \u0647\u0648 \u062d\u0644 \u0645\u0624\u0633\u0633\u064a \u0642\u0648\u064a \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u0646\u0634\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u0629 \u0645\u0643\u062b\u0641\u0629.<\/li>\n\n\n\n<li>\u062a\u0648\u0641\u0631 Ikomia API \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0631\u0646\u064b\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0647\u0648 \u0645\u062b\u0627\u0644\u064a \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0637\u0644\u0639\u0648\u0646 \u0625\u0644\u0649 \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0645.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0623\u0635\u0628\u062d\u062a \u062d\u0644\u0648\u0644 \u0628\u0631\u0627\u0645\u062c \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u062a\u062a\u0628\u0639 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a.<\/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\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u0635\u0628\u062d \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u062a\u0642\u0646\u064a\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u062a\u0648\u0641\u0631 \u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u062f\u0642\u0629 \u0644\u0627 \u0645\u062b\u064a\u0644 \u0644\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0646\u0642\u0644 \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a\u060c \u0646\u0633\u062a\u0643\u0634\u0641 \u0623\u0647\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0623\u0645\u0646<\/h3>\n\n\n\n<p>\u062a\u0644\u0639\u0628 \u062a\u0642\u0646\u064a\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u062f\u0648\u0631\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u062d\u064a\u062b \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0645\u0634\u0628\u0648\u0647\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0648\u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0623\u0645\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0645\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0648\u0642\u0627\u064a\u0629 \u0645\u0646 \u0627\u0644\u062c\u0631\u064a\u0645\u0629<\/strong> \u2013 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u0643\u0627\u0644\u0627\u062a \u0625\u0646\u0641\u0627\u0630 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0646\u0634\u0627\u0637 \u0625\u062c\u0631\u0627\u0645\u064a.<\/li>\n\n\n\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631<\/strong> - \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u062a\u062a\u0639\u0642\u0628 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0645\u062e\u0627\u0644\u0641\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u0648\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621 \u0648\u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u063a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a \u0644\u0644\u0645\u0633\u0627\u0631\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629<\/strong> \u2013 \u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a CCTV \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0629\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0645\u062a\u0639\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u0645\u0646\u0639 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u062d\u0634\u0648\u062f.<\/li>\n\n\n\n<li><strong>\u0643\u0634\u0641 \u0627\u0644\u062a\u0637\u0641\u0644<\/strong> \u2013 \u062a\u062f\u0645\u062c \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0645\u0646\u0632\u0644\u064a \u062e\u0627\u0635\u064a\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647 \u0648\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0625\u0646\u0630\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062d\u0638\u0648\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deep SORT \u0648YOLO \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u0631\u062e\u064a\u0635 (LPR) \u0644\u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0645\u0647\u0645\u064a\u0646<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h4>\n\n\n\n<p>\u0641\u064a \u0634\u0628\u0643\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u0644\u0646\u062f\u0646\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0622\u0644\u0627\u0641 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0634\u0627\u0629\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062c\u0631\u064a\u0645\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0641\u064a \u0627\u0644\u0645\u062f\u064a\u0646\u0629 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u0627\u0644\u0646\u0642\u0644 \u0627\u0644\u0630\u0643\u064a<\/h3>\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0633\u0627\u0626\u0642 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0648\u062a\u0648\u0642\u0639 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0631\u0627\u0643\u0628\u064a \u0627\u0644\u062f\u0631\u0627\u062c\u0627\u062a \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649. \u064a\u0639\u062f \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062f\u0642\u064a\u0642 \u0623\u0645\u0631\u064b\u0627 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0644\u0636\u0645\u0627\u0646 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0631\u0643\u0627\u0628 \u0648\u0627\u0644\u0645\u0634\u0627\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0627\u0635\u0637\u062f\u0627\u0645<\/strong> - \u064a\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0648\u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0642\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0645\u0646\u0639 \u0627\u0644\u062d\u0648\u0627\u062f\u062b.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0645\u0646 \u0645\u0631\u0643\u0628\u0629 \u0625\u0644\u0649 \u0645\u0631\u0643\u0628\u0629 (V2V)<\/strong> \u2013 \u062a\u0642\u0648\u0645 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u064a\u0637\u0629 \u0648\u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0629.<\/li>\n\n\n\n<li><strong>\u0646\u0638\u0627\u0645 \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0643\u064a\u0641\u064a \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0633\u0627\u0631<\/strong> - \u064a\u0633\u062a\u062e\u062f\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0644\u0636\u0628\u0637 \u0633\u0631\u0639\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0629\u060c \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0645\u0648\u0627\u0636\u0639 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0645\u063a\u0627\u062f\u0631\u0629 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u062a\u062f\u0641\u0642 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631<\/strong> \u2013 \u062a\u0639\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u062a\u0628\u0639 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0644\u0636\u0628\u0637 \u062a\u0648\u0642\u064a\u062a\u0627\u062a \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0648\u0645\u0646\u0639 \u0627\u0644\u0627\u0632\u062f\u062d\u0627\u0645.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LiDAR (\u0643\u0634\u0641 \u0627\u0644\u0636\u0648\u0621 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062f\u0649) \u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0639\u0645\u0642<\/li>\n\n\n\n<li>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (YOLO\u060c Faster R-CNN) \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a<\/li>\n\n\n\n<li>\u062f\u0645\u062c \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 (\u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 + \u0627\u0644\u0631\u0627\u062f\u0627\u0631 + \u0627\u0644\u0644\u064a\u062f\u0627\u0631) \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h4>\n\n\n\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0638\u0627\u0645 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 (FSD) \u0645\u0646 Tesla \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u0645\u0633\u062a\u062e\u062f\u0645\u064a \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0622\u062e\u0631\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062a\u0646\u0642\u0644 \u0627\u0644\u0645\u0633\u062a\u0642\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0645\u0627\u0646\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u062a\u062a\u0628\u0639 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/h3>\n\n\n\n<p>\u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u062a\u062c\u0632\u0626\u0629\u060c \u064a\u0633\u0627\u0639\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062e\u0637\u064a\u0637\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062c\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062a\u0628\u0639 \u062a\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0648\u0642\u064a\u0646\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062a\u0627\u062c\u0631 \u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0639\u0638\u064a\u0645 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u062e\u0631\u064a\u0637\u0629 \u062d\u0631\u0627\u0631\u064a\u0629 \u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong> - \u064a\u062a\u062a\u0628\u0639 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0648\u0642\u064a\u0646 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062a\u062c\u0631 \u0627\u0644\u062a\u064a \u062a\u062a\u0644\u0642\u0649 \u0623\u0643\u0628\u0631 \u0642\u062f\u0631 \u0645\u0646 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0634\u0627\u0629.<\/li>\n\n\n\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0637\u0648\u0627\u0628\u064a\u0631 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646<\/strong> - \u0645\u0631\u0627\u0642\u0628\u0629 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u062e\u0637\u0648\u0637 \u0627\u0644\u062e\u0631\u0648\u062c \u0648\u062a\u0639\u062f\u064a\u0644 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0628\u0634\u0643\u0644 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0644\u062a\u0642\u0644\u064a\u0644 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631.<\/li>\n\n\n\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0632\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u0631\u0641\u0648\u0641<\/strong> - \u062a\u062a\u0628\u0639 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0648\u0646 \u0641\u064a \u0627\u0644\u0648\u0642\u062a 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class=\"wp-block-heading\">\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0648\u0636\u0639\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0636\u0637\u0631\u0627\u0628 \u0627\u0644\u062d\u0631\u0643\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0642\u064a\u064a\u0645 \u0645\u0631\u0636 \u0628\u0627\u0631\u0643\u0646\u0633\u0648\u0646)<\/li>\n\n\n\n<li>\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0628\u0627\u0644\u0631\u0646\u064a\u0646 \u0627\u0644\u0645\u063a\u0646\u0627\u0637\u064a\u0633\u064a \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0645\u0642\u0637\u0639\u064a \u0627\u0644\u0645\u062d\u0648\u0633\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 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\u0627\u0644\u0637\u0628\u064a\u060c \u0641\u0625\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062a\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0648\u062f\u0641\u0639 \u062d\u062f\u0648\u062f \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631.<\/p>\n\n\n\n<p>\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 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alt=\"\u0641\u0644\u0627\u064a \u0628\u064a\u0643\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\" 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\">\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 FlyPix AI<\/h2>\n\n\n\n<p>\u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u064a\u0639\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u062f\u064a\u064b\u0627 \u0648\u0625\u0628\u062f\u0627\u0639\u064b\u0627. \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0627\u0644\u0623\u0645\u0631 \u064a\u062a\u0639\u0644\u0642 \u0628\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629\u060c \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u0641\u0625\u0646 \u0637\u0631\u0642 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062d\u062c\u0645 \u0648\u062f\u0642\u0629 \u0648\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0644\u062a\u0642\u0637\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u0648\u064a\u0629.<\/p>\n\n\n\n<p>\u0641\u064a <a href=\"https:\/\/flypix.ai\/ar\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0641\u0644\u0627\u064a\u0628\u064a\u0643\u0633 \u0627\u064a \u0627\u064a\u060c<\/a> \u0646\u0642\u062f\u0645 \u062d\u0644\u0648\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u062a\u062a\u064a\u062d \u0645\u0646\u0635\u062a\u0646\u0627 \u0627\u0643\u062a\u0634\u0627\u0641 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\u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0645\u0646 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0628\u0646\u0627\u0621 \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629<\/strong> - \u0645\u062a\u0627\u0628\u0639\u0629 \u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u062a\u0648\u0633\u0639\u0629 \u0627\u0644\u0637\u0631\u0642 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644.<\/li>\n\n\n\n<li><strong>\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0646\u0626 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629<\/strong> - \u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u0636\u0627\u0626\u0639 \u0648\u062a\u062a\u0628\u0639 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u062a\u0648\u0631\u064a\u062f.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0648\u0627\u0644\u063a\u0627\u0628\u0627\u062a<\/strong> - \u062a\u062d\u062f\u064a\u062f \u0622\u062b\u0627\u0631 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0627\u062a\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0635\u062d\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0648\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0639\u0627\u0626\u062f.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062d\u0643\u0648\u0645\u0629 \u0648\u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629<\/strong> - \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u0648\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0631\u0627\u0636\u064a\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0645\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u0629<\/strong> - \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0646\u0634\u0622\u062a \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u062a\u062c\u062f\u062f\u0629 \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0641\u0637 \u0648\u0627\u0644\u063a\u0627\u0632 \u0648\u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0628\u064a\u0626\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI: \u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/h3>\n\n\n\n<p>\u0641\u064a FlyPix AI\u060c \u0646\u0639\u0645\u0644 \u0639\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u0631\u064a\u0641 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0645\u0646\u0635\u062a\u0646\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u062a\u062a\u0628\u0639\u0647\u0627 \u0639\u0628\u0631 \u0645\u0646\u0627\u0637\u0642 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0634\u0627\u0633\u0639\u0629 \u0628\u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n<p>\u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0648\u0643\u0627\u0644\u0629 \u062d\u0643\u0648\u0645\u064a\u0629 \u0623\u0648 \u0628\u0627\u062d\u062b\u064b\u0627 \u0628\u064a\u0626\u064a\u064b\u0627 \u0623\u0648 \u0645\u062f\u064a\u0631\u064b\u0627 \u0644\u0648\u062c\u0633\u062a\u064a\u064b\u0627 \u0623\u0648 \u0645\u062e\u0637\u0637\u064b\u0627 \u062d\u0636\u0631\u064a\u064b\u0627\u060c \u062a\u0648\u0641\u0631 FlyPix AI \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u0648\u064a\u0629 \u0648\u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u062f\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0625\u0644\u0649 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0633\u0631\u0639\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629. \u062a\u062a\u064a\u062d \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u062b\u0644 Deep SORT \u0648\u062a\u062a\u0628\u0639 OpenCV \u0648MDNet \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a \u0648\u062a\u0634\u062a\u064a\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0648\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u062d\u062c\u0645. \u062c\u0639\u0644\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0645\u0646 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629.<\/p>\n\n\n\n<p>\u0648\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062c\u0627\u0631\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u0648\u0645\u0639 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0641\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0627\u0639\u062f\u060c \u0645\u0645\u0627 \u064a\u0645\u0647\u062f \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u0627\u064b \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a<\/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. \u0645\u0627 \u0647\u0648 \u062a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062a\u0628\u0639\u0647\u0627 \u0641\u064a \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0623\u0648 \u0627\u0644\u0635\u0648\u0631. \u0641\u0647\u0648 \u064a\u0639\u064a\u0646 \u0645\u0639\u0631\u0641\u0627\u062a \u0641\u0631\u064a\u062f\u0629 \u0644\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u064a\u062a\u0627\u0628\u0639\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a\u060c \u062d\u062a\u0649 \u0625\u0630\u0627 \u062a\u0639\u0631\u0636\u062a \u0644\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0623\u0648 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0638\u0647\u0631.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829101053\"><strong class=\"schema-faq-question\">2. \u0645\u0627 \u0647\u064a \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646 \u0627\u0644\u0641\u0631\u062f\u064a (SOT)\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646 \u0648\u0627\u062d\u062f \u0637\u0648\u0627\u0644 \u0645\u0642\u0637\u0639 \u0641\u064a\u062f\u064a\u0648\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 (MOT)\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u062a\u0628\u0639 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f. \u064a\u062a\u0639\u0627\u0645\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0645\u0639 \u0644\u0642\u0637\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0648 \u0645\u0633\u062c\u0644\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0646\u0628\u0623 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0635\u0631\u064a \u0628\u0627\u0644\u0645\u0648\u0636\u0639 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0644\u0644\u0643\u0627\u0626\u0646. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0635\u0648\u0631 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0648\u062a\u062a\u0628\u0639\u0647\u0627 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829107385\"><strong class=\"schema-faq-question\">3. \u0645\u0627 \u0647\u064a \u0623\u0643\u0628\u0631 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u0623\u062d\u062f \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0647\u0648 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u060c \u062d\u064a\u062b \u062a\u0635\u0628\u062d \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u062e\u0641\u064a\u0629 \u062c\u0632\u0626\u064a\u064b\u0627 \u0623\u0648 \u0643\u0644\u064a\u064b\u0627. \u064a\u062d\u062f\u062b \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0647\u0648\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u0627\u0644\u062e\u0644\u0637 \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629. \u062a\u062c\u0639\u0644 \u0627\u0644\u0641\u0648\u0636\u0649 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0643\u0634\u0641 \u0623\u0643\u062b\u0631 \u0635\u0639\u0648\u0628\u0629\u060c \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062b\u0631 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0627\u0644\u062d\u062c\u0645 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829114652\"><strong class=\"schema-faq-question\">4. \u0645\u0627 \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 Deep SORT\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 OpenCV \u0645\u062b\u0644 CSRT \u0648KCF\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 MDNet. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0645\u0631\u0634\u062d\u0627\u062a Kalman \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062d\u0631\u0643\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0639\u0645\u0644 ByteTrack \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0643\u0634\u0641 \u0642\u0628\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829126198\"><strong class=\"schema-faq-question\">5. \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 Deep SORT \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u0639\u062a\u0645\u062f Deep SORT \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 SORT \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0647 \u0628\u0625\u0639\u0627\u062f\u0629 \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0628\u0639\u062f \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u062a\u0628\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0647\u0648\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829158907\"><strong class=\"schema-faq-question\">6. \u0645\u0627 \u0647\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u0639\u062f \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0623\u0645\u0631\u064b\u0627 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u0629. \u0641\u0647\u0648 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0648\u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u062a\u0639\u0632\u064a\u0632 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829170343\"><strong class=\"schema-faq-question\">7. \u0645\u0627 \u0647\u064a \u062d\u0644\u0648\u0644 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u062d\u0644\u0648\u0644 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0634\u0627\u0626\u0639\u0629 OpenCV \u0648MATLAB&#039;s Computer Vision Toolbox \u0648Viso Suite \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648Ikomia API \u0644\u062f\u0645\u062c Deep SORT \u0645\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 YOLO. \u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062a\u0646\u0641\u064a\u0630 \u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629.<\/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\/ar\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\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. A comprehensive guide to state-of-the-art tracking methods.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ar\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T21:53:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-18T12:03:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-divinetechygirl-1181263-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1709\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"26 \u062f\u0642\u064a\u0642\u0629\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"Deep Learning Object Tracking: A Comprehensive Guide\",\"datePublished\":\"2025-02-17T21:53:04+00:00\",\"dateModified\":\"2025-02-18T12:03:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\"},\"wordCount\":5664,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/pexels-divinetechygirl-1181263-scaled.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"ar\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\",\"name\":\"Deep Learning Object Tracking: Algorithms, Challenges, and Applications\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/pexels-divinetechygirl-1181263-scaled.jpg\",\"datePublished\":\"2025-02-17T21:53:04+00:00\",\"dateModified\":\"2025-02-18T12:03:16+00:00\",\"description\":\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. 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What is deep learning object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Deep learning object tracking is a method that uses neural networks to detect and track objects in videos or images. It assigns unique IDs to objects and follows them across frames, even if they undergo occlusion or changes in appearance.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@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. What are the main types of object tracking?\",\"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\":\"ar\"},\"inLanguage\":\"ar\"},{\"@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. What are the biggest challenges in object tracking?\",\"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\":\"ar\"},\"inLanguage\":\"ar\"},{\"@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. What are the most popular object tracking algorithms?\",\"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. 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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":"ar"},"inLanguage":"ar"},{"@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. \u0645\u0627 \u0647\u064a \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f","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":"ar"},"inLanguage":"ar"},{"@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. \u0645\u0627 \u0647\u064a \u0623\u0643\u0628\u0631 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f","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":"ar"},"inLanguage":"ar"},{"@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. \u0645\u0627 \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u061f","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":"ar"},"inLanguage":"ar"},{"@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. \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 Deep SORT \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f","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. 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