{"id":174006,"date":"2025-02-10T11:13:51","date_gmt":"2025-02-10T11:13:51","guid":{"rendered":"https:\/\/flypix.ai\/?p=174006"},"modified":"2025-02-10T11:13:53","modified_gmt":"2025-02-10T11:13:53","slug":"deep-learning-segmentation","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ar\/deep-learning-segmentation\/","title":{"rendered":"\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644"},"content":{"rendered":"<p>\u062a\u064f\u0639\u062f \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c 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\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629<\/h4>\n\n\n\n<p>\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u062a\u0635\u0646\u064a\u0641 \u062d\u0633\u0628 \u0627\u0644\u0628\u0643\u0633\u0644 \u062a\u0642\u0648\u0645 \u0628\u062a\u0639\u064a\u064a\u0646 \u062a\u0633\u0645\u064a\u0629 \u0641\u0626\u0629 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0647\u064a \u0644\u0627 \u062a\u0641\u0631\u0642 \u0628\u064a\u0646 \u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0646\u0641\u0633 \u0641\u0626\u0629 \u0627\u0644\u0643\u0627\u0626\u0646. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0645\u0634\u0647\u062f \u0627\u0644\u0634\u0627\u0631\u0639\u060c \u0642\u062f \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0646\u0641\u0633 \u062a\u0633\u0645\u064a\u0629 &quot;\u0627\u0644\u0633\u064a\u0627\u0631\u0629&quot; \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a\u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0631\u0643\u0628\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0645 \u0644\u0627.<\/p>\n\n\n\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629:<\/strong> \u0644\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u0627\u0644\u0639\u0642\u0628\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a:<\/strong> \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0623\u0639\u0636\u0627\u0621 \u0648\u0627\u0644\u0623\u0648\u0631\u0627\u0645 \u0648\u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062a\u0634\u0631\u064a\u062d\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629:<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u0631\u0627\u0636\u064a \u0648\u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u0637\u062d\u0627\u062a \u0627\u0644\u0645\u0627\u0626\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a<\/h4>\n\n\n\n<p>\u062a\u0645\u062a\u062f \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u062f\u0644\u0627\u0644\u064a \u0644\u064a\u0633 \u0641\u0642\u0637 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0635\u0646\u064a\u0641 \u0643\u0644 \u0628\u0643\u0633\u0644 \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0641\u0626\u0629. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0633\u0645\u064a\u0629 \u062c\u0645\u064a\u0639 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0641\u064a \u0635\u0648\u0631\u0629 \u0628\u0639\u0644\u0627\u0645\u0629 &quot;\u0633\u064a\u0627\u0631\u0629&quot; \u0639\u0627\u0645\u0629\u060c \u0641\u0625\u0646 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u062a\u0639\u064a\u0646 \u0645\u0639\u0631\u0641\u0627\u062a \u0641\u0631\u064a\u062f\u0629 \u0644\u0643\u0644 \u0645\u0631\u0643\u0628\u0629 \u0639\u0644\u0649 \u062d\u062f\u0629.<\/p>\n\n\n\n<p>\u064a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0645\u0641\u064a\u062f\u064b\u0627 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0641\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629:<\/strong> \u062a\u062d\u062f\u064a\u062f \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0623\u0648 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0645\u0634\u0647\u062f \u0645\u0627.<\/li>\n\n\n\n<li><strong>\u0632\u0631\u0627\u0639\u0629:<\/strong> \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0623\u0648 \u0627\u0644\u0641\u0648\u0627\u0643\u0647 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u0635\u0627\u062f \u0627\u0644\u0622\u0644\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a:<\/strong> \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0623\u0648 \u0627\u0644\u0623\u0646\u0633\u062c\u0629 \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062c\u0647\u0631\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0648\u0641\u0631 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u062d\u0628\u064a\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0647\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0637\u0631\u0642 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/h3>\n\n\n\n<p>\u0639\u0644\u0649 \u0645\u0631 \u0627\u0644\u0633\u0646\u064a\u0646\u060c \u062a\u0637\u0648\u0631 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0637\u0631\u0642 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/h4>\n\n\n\n<p>\u0642\u0628\u0644 \u0638\u0647\u0648\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0627\u0639\u062a\u0645\u062f\u062a \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0639\u062a\u0628\u0629:<\/strong> \u064a\u0642\u0633\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0642\u064a\u0645 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0628\u0643\u0633\u0644. \u0645\u0641\u064a\u062f \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0630\u0627\u062a \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u064a \u0648\u0644\u0643\u0646\u0647 \u063a\u064a\u0631 \u0641\u0639\u0627\u0644 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0645\u0646\u0637\u0642\u0629:<\/strong> \u062a\u0642\u0648\u0645 \u0628\u062a\u062c\u0645\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0645\u062b\u0644 \u0627\u0644\u0644\u0648\u0646 \u0623\u0648 \u0627\u0644\u0645\u0644\u0645\u0633. \u062a\u062a\u0648\u0633\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a \u0645\u0646 \u0648\u062d\u062f\u0629 \u0628\u0643\u0633\u0644 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0643\u0648\u064a\u0646 \u0645\u0646\u0627\u0637\u0642 \u0645\u062a\u0645\u0627\u0633\u0643\u0629.<\/li>\n\n\n\n<li><strong>\u0637\u0631\u0642 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0641\u0629:<\/strong> \u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0643\u062b\u0627\u0641\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0643\u0627\u0634\u0641 \u062d\u0627\u0641\u0629 \u0643\u0627\u0646\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u062d\u062f\u0648\u062f \u0627\u0644\u0623\u0634\u064a\u0627\u0621.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062c\u0645\u064a\u0639:<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 K-means \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0630\u0627\u062a \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629. \u0648\u0647\u0648 \u0641\u0639\u0627\u0644 \u0644\u0644\u0635\u0648\u0631 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0648\u0644\u0643\u0646\u0647 \u064a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0633\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0645\u064a\u0627\u0647:<\/strong> \u064a\u0639\u0627\u0645\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0631\u0645\u0627\u062f\u064a \u0643\u0633\u0637\u062d \u0637\u0628\u0648\u063a\u0631\u0627\u0641\u064a \u0648\u064a\u0642\u0633\u0645\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0623\u0639\u0644\u0649 \u0643\u062b\u0627\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0643\u0627\u0646\u062a \u062a\u062a\u0637\u0644\u0628 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627 \u0648\u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/h4>\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\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627. \u0623\u0635\u0628\u062d\u062a \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) \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u062d\u064a\u062b \u062a\u0648\u0641\u0631 \u062f\u0642\u0629 \u0648\u0645\u062a\u0627\u0646\u0629 \u0645\u062a\u0637\u0648\u0631\u0629.<\/p>\n\n\n\n<p>\u062a\u062a\u0636\u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 (FCNs):<\/strong> \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0637\u0628\u0642\u0627\u062a \u0645\u0644\u062a\u0648\u064a\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u062d\u0633\u0628 \u0643\u0644 \u0628\u0643\u0633\u0644.<\/li>\n\n\n\n<li><strong>\u064a\u0648 \u0646\u062a:<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0648\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629 \u0628\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0642\u0646\u0627\u0639 R-CNN:<\/strong> \u062a\u0648\u0633\u064a\u0639 \u0634\u0628\u0643\u0629 R-CNN \u0627\u0644\u0623\u0633\u0631\u0639 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0641\u0631\u0639 \u062a\u062c\u0632\u0626\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0641\u0639\u0627\u0644\u0629 \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u062f\u064a\u0628 \u0644\u0627\u0628:<\/strong> \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0645\u062a\u0642\u0637\u0639\u0629 (\u0645\u062a\u0648\u0633\u0639\u0629) \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u062a\u0639\u062f\u062f\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0644\u0623\u064a \u0634\u064a\u0621 (SAM):<\/strong> \u0646\u0645\u0648\u0630\u062c \u062a\u0642\u0633\u064a\u0645 \u0645\u062a\u0637\u0648\u0631 \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 Meta AI\u060c \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062f\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0645\u062d\u062f\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u062a\u0641\u0648\u0642 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0630\u0647 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629. \u0648\u0647\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0637\u0631\u0642 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0637\u0631\u0642 \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<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u062a\u0637\u0648\u0631 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0645\u0631 \u0627\u0644\u0633\u0646\u064a\u0646\u060c \u062d\u064a\u062b \u0627\u0646\u062a\u0642\u0644 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0625\u0644\u0649 \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. \u0627\u0639\u062a\u0645\u062f\u062a \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0628\u0643\u0633\u0644 \u0648\u0627\u0644\u0645\u0644\u0645\u0633 \u0648\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0627\u0641\u0629 \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0645\u063a\u0632\u0649. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0639 \u0638\u0647\u0648\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u062a\u062d\u0633\u0646\u062a \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0645\u0647\u0627\u0645 \u062a\u0642\u0633\u064a\u0645 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u062a\u0643\u064a\u0641\u064b\u0627. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a\u060c \u0646\u0633\u062a\u0643\u0634\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627\u060c \u0648\u062d\u062f\u0648\u062f\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0637\u0631\u0642 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/h3>\n\n\n\n<p>\u062a\u0633\u062a\u062e\u062f\u0645 \u0637\u0631\u0642 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u0642 \u0633\u0631\u064a\u0639\u0629 \u0648\u063a\u064a\u0631 \u0645\u0643\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0636\u0648\u0636\u0627\u0621 \u0623\u0648 \u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a \u0623\u0648 \u0638\u0631\u0648\u0641 \u0625\u0636\u0627\u0621\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u062a\u0628\u0629<\/h4>\n\n\n\n<p>\u062a\u0639\u062f \u0627\u0644\u0639\u062a\u0628\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0628\u0633\u0637 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0635\u0646\u0641 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646 \u0623\u0648 \u0623\u0643\u062b\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0642\u064a\u0645 \u0627\u0644\u0643\u062b\u0627\u0641\u0629. \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0642\u064a\u0645\u0629 \u0639\u062a\u0628\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0648\u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0625\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0634\u062f\u062a\u0647\u0627 \u0623\u0639\u0644\u0649 \u0623\u0648 \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0639\u062a\u0628\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u0642\u064a\u0645\u0629 \u062d\u062f\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0641\u0639\u0627\u0644\u0627\u064b \u0644\u0644\u0635\u0648\u0631 \u0630\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629.<\/li>\n\n\n\n<li><strong>\u0639\u062a\u0628\u0629 \u0627\u0644\u062a\u0643\u064a\u0641<\/strong> \u064a\u062d\u062f\u062f \u0628\u0634\u0643\u0644 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0623\u062c\u0632\u0627\u0621 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0641\u064a\u062f\u064b\u0627 \u0644\u0644\u0635\u0648\u0631 \u0630\u0627\u062a \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0633\u0637\u0648\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0630\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0627\u0644\u0625\u0636\u0627\u0621\u0629.<\/li>\n\n\n\n<li>\u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0630\u0627\u062a \u0627\u0644\u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629.<\/li>\n\n\n\n<li>\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0633\u0628\u0642\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0639\u064a\u0645 \u0623\u0648 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a<\/h4>\n\n\n\n<p>\u062a\u0639\u062f \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0646\u0645\u0648 \u0625\u062d\u062f\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0628\u062f\u0623 \u0628\u0628\u0643\u0633\u0644 \u0628\u0630\u0631\u0629 \u0623\u0648\u0644\u064a\u0629 \u0648\u062a\u0648\u0633\u0639 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0636\u0645\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u0645\u062c\u0627\u0648\u0631\u0629 \u0630\u0627\u062a \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0644\u0648\u0646 \u0623\u0648 \u0627\u0644\u0645\u0644\u0645\u0633.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0642\u0648\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0625\u0636\u0627\u0641\u0629 \u0648\u062d\u062f\u0627\u062a \u0628\u0643\u0633\u0644 \u0625\u0644\u0649 \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0646\u0645\u0648 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0637\u0627\u0644\u0645\u0627 \u0623\u0646\u0647\u0627 \u062a\u0644\u0628\u064a \u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/li>\n\n\n\n<li>\u064a\u062c\u0628 \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062a\u0648\u0642\u0641 \u0644\u0645\u0646\u0639 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0645\u0641\u0631\u0637 \u0648\u062f\u0645\u062c \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u0630\u0648\u0631.<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0625\u0630\u0627 \u062a\u0645 \u062a\u0634\u0643\u064a\u0644 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0646\u0627\u0637\u0642.<\/li>\n\n\n\n<li>\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0636\u0648\u0636\u0627\u0621\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0633\u0628\u0628 \u0646\u0645\u0648\u064b\u0627 \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0641\u0629<\/h4>\n\n\n\n<p>\u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0648\u0627\u0641 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u064a\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0643\u062b\u0627\u0641\u0629. \u062a\u062a\u0636\u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0634\u063a\u0644 \u0633\u0648\u0628\u0644:<\/strong> \u064a\u0643\u062a\u0634\u0641 \u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0641\u064a \u0627\u0644\u0643\u062b\u0627\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0643\u0627\u0634\u0641 \u0627\u0644\u062d\u0627\u0641\u0629 \u0627\u0644\u0630\u0643\u064a\u0629:<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0646\u0639\u064a\u0645 \u0627\u0644\u063a\u0627\u0648\u0633\u064a \u0645\u062a\u0628\u0648\u0639\u064b\u0627 \u0628\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u062f\u0631\u062c \u0648\u062a\u062e\u0641\u064a\u0641 \u0627\u0644\u062d\u0627\u0641\u0629 \u0644\u0625\u0646\u062a\u0627\u062c \u062d\u0648\u0627\u0641 \u062f\u0642\u064a\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u0634\u063a\u0644\u0648 \u0628\u0631\u064a\u0648\u064a\u062a \u0648\u0631\u0648\u0628\u0631\u062a\u0633:<\/strong> \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0634\u0627\u0628\u0647 \u0644\u0640 Sobel \u0648\u0644\u0643\u0646 \u0645\u0639 \u0646\u0648\u0649 \u0627\u0644\u062a\u0641\u0627\u0641 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0648\u0627\u0641\u060c \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0645\u0639\u0627\u0644\u062c\u0629 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0641\u0627\u0641 \u0623\u0648 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0635\u0631\u0641\u064a\u0629\u060c \u0644\u062a\u0634\u0643\u064a\u0644 \u062d\u062f\u0648\u062f \u0643\u0627\u0626\u0646\u0627\u062a \u0630\u0627\u062a \u0645\u0639\u0646\u0649.<\/p>\n\n\n\n<p>\u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0643\u0627\u0641\u062d \u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0636\u0648\u0636\u0627\u0626\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u062c \u062d\u0648\u0627\u0641\u064b\u0627 \u0632\u0627\u0626\u0641\u0629.<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0641\u0634\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u062d\u062f\u0648\u062f \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0636\u0639\u064a\u0641\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0648\u0627\u0636\u062d\u0629.<\/li>\n\n\n\n<li>\u0644\u0627 \u064a\u0646\u062a\u062c \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0645\u0646\u0627\u0637\u0642 \u0645\u062c\u0632\u0623\u0629 \u0643\u0627\u0645\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0625\u0636\u0627\u0641\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062c\u0645\u064a\u0639<\/h4>\n\n\n\n<p>\u062a\u0642\u0648\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u062a\u062c\u0645\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0645\u0639\u064b\u0627 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0623\u0643\u062b\u0631 \u0637\u0631\u0642 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062c\u0645\u064a\u0639 K-means:<\/strong> \u064a\u0642\u0648\u0645 \u0628\u062a\u0639\u064a\u064a\u0646 \u0643\u0644 \u0628\u0643\u0633\u0644 \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a K \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u062f\u0627\u062e\u0644 \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637:<\/strong> \u062a\u0642\u0646\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u063a\u064a\u0631 \u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u062a\u0642\u0648\u0645 \u0628\u062a\u062c\u0645\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0643\u062b\u0627\u0641\u062a\u0647\u0627 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0645\u064a\u0632\u0629.<\/li>\n\n\n\n<li><strong>\u064a\u0639\u0646\u064a C \u0627\u0644\u0636\u0628\u0627\u0628\u064a:<\/strong> \u062a\u0646\u0648\u0639 \u0641\u064a K-means \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0623\u0646 \u064a\u0646\u062a\u0645\u064a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u062f\u0631\u062c\u0627\u062a \u0645\u062a\u0641\u0627\u0648\u062a\u0629 \u0645\u0646 \u0627\u0644\u0639\u0636\u0648\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u064a\u062f\u0648\u064a \u0644\u0639\u062f\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a (K).<\/li>\n\n\n\n<li>\u0642\u062f \u064a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0643\u062b\u0627\u0641\u0627\u062a \u0645\u062a\u062f\u0627\u062e\u0644\u0629 \u0644\u0644\u0623\u0634\u064a\u0627\u0621.<\/li>\n\n\n\n<li>\u0645\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u064b\u0627 \u0644\u0644\u0635\u0648\u0631 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0633\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0645\u064a\u0627\u0647<\/h4>\n\n\n\n<p>\u062a\u062a\u0639\u0627\u0645\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0633\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0645\u064a\u0627\u0647 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0633\u0637\u062d\u064b\u0627 \u0637\u0628\u0648\u063a\u0631\u0627\u0641\u064a\u064b\u0627 \u062d\u064a\u062b \u062a\u0645\u062b\u0644 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639. \u0648\u0647\u064a \u062a\u062d\u0627\u0643\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0641\u064a\u0636\u0627\u0646 \u062d\u064a\u062b \u062a\u0646\u0645\u0648 \u0627\u0644\u0623\u062d\u0648\u0627\u0636 \u0645\u0646 \u0623\u062f\u0646\u0649 \u0645\u0633\u062a\u0648\u064a\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u062d\u062a\u0649 \u062a\u0644\u062a\u0642\u064a\u060c \u0644\u062a\u0634\u0643\u0644 \u062d\u062f\u0648\u062f\u064b\u0627 \u062a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u064a\u0645\u0643\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0633\u0628\u0642\u064b\u0627<\/strong> \u0644\u062a\u0648\u062c\u064a\u0647 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u0641\u0631\u0637\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0635\u0631\u0641\u064a\u0629<\/strong> \u0645\u062b\u0644 \u0627\u0644\u062a\u0622\u0643\u0644 \u0648\u0627\u0644\u062a\u0645\u062f\u062f \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0642\u0628\u0644 \u062a\u0642\u0633\u064a\u0645 \u0645\u0633\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0645\u064a\u0627\u0647 \u0644\u062a\u062d\u0633\u064a\u0646 \u062d\u062f\u0648\u062f \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0639\u062a\u0628\u0631 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0623\u0645\u0631\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627 \u0641\u064a \u062d\u0627\u0644\u0629 \u0648\u062c\u0648\u062f \u0627\u0644\u0636\u0648\u0636\u0627\u0621.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0633\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u062f\u0642\u064a\u0642\u0629.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u062a\u0628\u0629.<\/li>\n<\/ul>\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<h3 class=\"wp-block-heading\">\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<\/h3>\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\u062d\u0633\u064a\u0646 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627\u060c \u0641\u0625\u0646 \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 \u062a\u0633\u062a\u062e\u0631\u062c \u0648\u062a\u0635\u0646\u0641 \u0627\u0644\u0633\u0645\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 (FCNs)<\/h4>\n\n\n\n<p>\u062a\u062d\u0644 \u0634\u0628\u0643\u0627\u062a FCN \u0645\u062d\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0628\u0637\u0628\u0642\u0627\u062a \u0645\u0644\u062a\u0648\u064a\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0634\u0628\u0643\u0629 \u0628\u062a\u0635\u0646\u064a\u0641 \u0643\u0644 \u0628\u0643\u0633\u0644 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062a\u0643\u0648\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0645\u0646 \u062c\u0647\u0627\u0632 \u062a\u0631\u0645\u064a\u0632 \u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u062c\u0647\u0627\u0632 \u0641\u0643 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0630\u064a \u064a\u0631\u0641\u0639 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0625\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629.<\/li>\n\n\n\n<li>\u062a\u0634\u0643\u0644 \u0634\u0628\u0643\u0627\u062a FCN \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0630\u0627\u062a \u0623\u062d\u062c\u0627\u0645 \u0639\u0634\u0648\u0627\u0626\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u062a\u0635\u0646\u064a\u0641\u064b\u0627 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u062c\u0632\u0626\u0629 \u062f\u0642\u064a\u0642\u0629.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u064a\u0648 \u0646\u062a<\/h4>\n\n\n\n<p>U-Net \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u062a\u0642\u0633\u064a\u0645 \u0645\u062a\u0642\u062f\u0645 \u0645\u0635\u0645\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629. \u0648\u0647\u0648 \u064a\u062a\u0628\u0639 \u0628\u0646\u064a\u0629 \u062a\u0631\u0645\u064a\u0632 \u0648\u0641\u0643 \u062a\u0634\u0641\u064a\u0631 \u0645\u0639 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u062a\u062e\u0637\u064a \u062a\u0633\u0645\u062d \u0628\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0623\u062b\u0646\u0627\u0621 \u0631\u0641\u0639 \u0627\u0644\u0639\u064a\u0646\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0648\u0631\u0627\u0645 \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0623\u0639\u0636\u0627\u0621.<\/li>\n\n\n\n<li>\u0641\u0639\u0627\u0644\u0629 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0628\u0633\u0628\u0628 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0646 FCNs.<\/li>\n\n\n\n<li>\u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629.<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u062d\u062f\u0648\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u0642\u0646\u0627\u0639 R-CNN<\/h4>\n\n\n\n<p>\u064a\u0645\u062a\u062f \u0642\u0646\u0627\u0639 R-CNN \u0625\u0644\u0649 Faster R-CNN \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0641\u0631\u0639 \u062a\u062c\u0632\u0626\u0629 \u064a\u0646\u0634\u0626 \u0623\u0642\u0646\u0639\u0629 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0644\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0645\u0647\u0627\u0645 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a\u060c \u0648\u062a\u0645\u064a\u064a\u0632 \u0623\u0634\u064a\u0627\u0621 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0641\u0626\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0648\u0641\u0631 \u0643\u0644 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u064a\u0637 \u0648\u0627\u0644\u0623\u0642\u0646\u0639\u0629 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062f\u0642\u0629 \u0645\u062a\u0637\u0648\u0631\u0629 \u0641\u064a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0639\u064a\u0646\u0627\u062a.<\/li>\n\n\n\n<li>\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u062b\u0644 COCO.<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0636\u0628\u0637\u0647\u0627 \u0644\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u062f\u064a\u0628 \u0644\u0627\u0628<\/h4>\n\n\n\n<p>DeepLab \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0645\u062a\u0648\u0633\u0639\u0629 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0633\u064a\u0627\u0642\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633. \u0643\u0645\u0627 \u0623\u0646\u0647\u0627 \u062a\u062a\u0636\u0645\u0646 \u062d\u0642\u0648\u0644\u064b\u0627 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u0634\u0631\u0648\u0637\u0629 (CRFs) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u062f\u0642\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0639\u0645\u0644 DeepLabv3+ \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0623\u0641\u0636\u0644.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 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\u0623\u064a \u0644\u0642\u0637\u0629. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628\u064b\u0627 \u0645\u062d\u062f\u062f\u064b\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0648\u0630\u062c SAM \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0628\u0631 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u062f\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0625\u0636\u0627\u0641\u064a.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0646\u0637\u0627\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u062f\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u064f\u0633\u0645\u0651\u0627\u0629.<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0632\u064a\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641\u0629.<\/li>\n\n\n\n<li>\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0636\u0628\u0637.<\/li>\n\n\n\n<li>\u064a\u0638\u0647\u0631 \u0642\u062f\u0631\u0627\u062a \u062a\u0639\u0645\u064a\u0645 \u0645\u062a\u0641\u0648\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0639\u0628\u062a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062f\u0648\u0631\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629\u060c \u0644\u0643\u0646 \u0642\u064a\u0648\u062f\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0623\u062f\u062a 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\u0648\u0627\u0644\u0622\u0641\u0629:<\/strong> \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0641\u062d\u0648\u0635\u0627\u062a \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 \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0645\u0642\u0637\u0639\u064a \u0628\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0628\u0648\u0632\u064a\u062a\u0631\u0648\u0646\u064a \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0645 \u0648\u0627\u0644\u0622\u0641\u0627\u062a \u0648\u0627\u0644\u062a\u0634\u0648\u0647\u0627\u062a. \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0648\u0631\u0645 \u0627\u0644\u0623\u0637\u0628\u0627\u0621 \u0641\u064a \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0639\u0644\u0627\u062c \u0627\u0644\u0625\u0634\u0639\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u062c\u0631\u0627\u062d\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0623\u0639\u0636\u0627\u0621 \u0648\u0627\u0644\u0623\u0646\u0633\u062c\u0629:<\/strong> \u062a\u0642\u0648\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0623\u0639\u0636\u0627\u0621 \u0645\u062b\u0644 \u0627\u0644\u0643\u0628\u062f \u0648\u0627\u0644\u0631\u0626\u062a\u064a\u0646 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class=\"wp-block-heading\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0633\u0627\u0631 \u0648\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0637\u0631\u064a\u0642:<\/strong> \u062a\u0642\u0648\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0645\u0645\u0631\u0627\u062a \u0648\u0627\u0644\u0623\u0631\u0635\u0641\u0629 \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u0622\u0645\u0646\u0629 \u0648\u0645\u0646\u0639 \u062d\u0648\u0627\u062f\u062b \u0645\u063a\u0627\u062f\u0631\u0629 \u0627\u0644\u0645\u0633\u0627\u0631.<\/li>\n\n\n\n<li><strong>\u0643\u0634\u0641 \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a:<\/strong> \u062a\u0641\u0631\u0642 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0628\u064a\u0646 \u0639\u062f\u0629 \u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0628\u062a\u062a\u0628\u0639 \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 \u0628\u062f\u0642\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0636\u0648\u0626\u064a\u0629:<\/strong> \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u062a\u0641\u0633\u064a\u0631 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0636\u0648\u0626\u064a\u0629\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0645\u0631\u0648\u0631.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u062f\u0629:<\/strong> \u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u062c\u0632\u0626\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 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0633\u0637\u062d \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0645\u0644\u0627\u062d\u0629\u060c \u0648\u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0639\u0628\u062f\u0629\u060c \u0648\u0627\u0644\u0623\u0631\u0635\u0641\u0629\u060c \u0648\u0627\u0644\u0639\u0634\u0628\u060c \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u063a\u064a\u0631 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u062f\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u0648\u0627\u0626\u0642 \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0627\u0635\u0637\u062f\u0627\u0645:<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0639\u0648\u0627\u0626\u0642 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629 \u0623\u0648 \u0627\u0644\u062b\u0627\u0628\u062a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0648\u0627\u0644\u0648\u0642\u0627\u064a\u0629 \u0645\u0646 \u0627\u0644\u062d\u0648\u0627\u062f\u062b.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 \u0623\u0645\u0627\u0646\u064b\u0627 \u0648\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/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\/1-17-1024x683.jpg\" alt=\"\" class=\"wp-image-173972\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-2048x1365.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-17-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u062a\u062d\u0644\u064a\u0644 \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<\/h3>\n\n\n\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u062c\u0648\u064a \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0648\u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0648\u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629. \u062a\u062a\u064a\u062d \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629\u060c \u0639\u0646\u062f \u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u0627\u0644\u062a\u062c\u0632\u0626\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\u060c \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\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 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u0639\u062f \u0648\u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629:<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u0648\u0645\u062e\u0637\u0637\u0648 \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062d\u0636\u0631\u064a \u0648\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0637\u0631\u0642 \u0648\u0628\u0635\u0645\u0627\u062a \u0627\u0644\u0645\u0628\u0627\u0646\u064a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631:<\/strong> \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062c\u0632\u0626\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 \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0648\u0627\u0644\u0641\u064a\u0636\u0627\u0646\u0627\u062a \u0648\u062d\u0631\u0627\u0626\u0642 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644:<\/strong> \u062a\u0645\u0643\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0645\u0646 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0644\u0623\u0631\u0627\u0636\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0648\u0635\u062d\u0629 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0639\u0627\u0626\u062f.<\/li>\n\n\n\n<li><strong>\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0648\u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0628\u064a\u0626\u064a:<\/strong> \u062a\u062a\u0628\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646\u0645\u0627\u0637 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u062d\u0631 \u0648\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0623\u0631\u0627\u0636\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062c\u0647\u0648\u062f \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0626\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0633\u0643\u0631\u064a\u0629 \u0648\u0627\u0644\u062f\u0641\u0627\u0639\u064a\u0629:<\/strong> \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0633\u064a\u0645 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u062f\u0648\u062f \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0635\u0648\u0644 \u0623\u0648 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0639\u0633\u0643\u0631\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u062a\u0648\u0641\u0631 \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 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\u0627\u0644\u0639\u064a\u0648\u0628 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a:<\/strong> \u062a\u0639\u0645\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062e\u062f\u0648\u0634 \u0648\u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0639\u062f\u0645 \u0627\u0644\u0645\u062d\u0627\u0630\u0627\u0629 \u0648\u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0646\u062a\u062c.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0648\u0627\u062f \u0648\u0641\u0631\u0632\u0647\u0627:<\/strong> \u062a\u0642\u0648\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u0648\u0627\u062f \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0639\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0648\u0627\u062f \u0627\u0644\u062e\u0627\u0645.<\/li>\n\n\n\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u062e\u0637 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0622\u0644\u064a:<\/strong> \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0622\u0644\u0627\u062a \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0648\u062a\u062c\u0645\u064a\u0639\u0647\u0627 \u0628\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0648\u0642\u0639 \u0627\u0644\u0628\u0646\u0627\u0621:<\/strong> \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\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 \u062a\u0642\u062f\u0645 \u0627\u0644\u0628\u0646\u0627\u0621\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0633\u0644\u0627\u0645\u0629\u060c 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\u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \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\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0622\u0644\u064a \u0639\u0646 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a. \u062a\u0639\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0648\u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0645\u0634\u0628\u0648\u0647\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 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0623\u0645\u0646:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0634\u0648\u062f \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u062e\u0627\u0635:<\/strong> \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0627\u0644\u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0633\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c 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\u0627\u0644\u0648\u062c\u0647 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0647\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0637\u0627\u0631\u0627\u062a \u0648\u0623\u0645\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644.<\/li>\n\n\n\n<li><strong>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0648\u0627\u0644\u062a\u0637\u0641\u0644:<\/strong> \u062a\u0642\u0648\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0628\u062a\u062c\u0632\u0626\u0629 \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062d\u0631\u0643\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062d\u0638\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0644\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u0631\u062e\u064a\u0635 (LPR):<\/strong> \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0641\u064a \u062a\u062d\u0635\u064a\u0644 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0625\u0646\u0641\u0627\u0630 \u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0645\u0631\u0648\u0631 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0644\u0648\u062d\u0627\u062a \u062a\u0631\u062e\u064a\u0635 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u0628\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u0646\u0627\u0626\u064a \u0648\u0627\u0644\u062a\u062d\u0642\u064a\u0642 \u0641\u064a \u0645\u0633\u0631\u062d \u0627\u0644\u062c\u0631\u064a\u0645\u0629:<\/strong> \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062c\u0632\u0626\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 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0644\u0642\u0637\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0645\u0639\u0646\u064a\u064a\u0646\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621 \u0645\u0633\u0631\u062d \u0627\u0644\u062c\u0631\u064a\u0645\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0645\u0639 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a 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\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062c\u0645\u0647\u0648\u0631 \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629. \u062a\u062a\u0646\u0648\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0648\u062a\u0644\u0628\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0648\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0641\u0635\u0644 \u0644\u0623\u0643\u062b\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. PASCAL VOC (\u0641\u0626\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629)<\/h3>\n\n\n\n<p>\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a PASCAL VOC \u0647\u064a \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0642\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0643\u062b\u0631\u0647\u0627 \u062a\u0623\u062b\u064a\u0631\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0648\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627. \u0648\u0642\u062f \u062a\u0645 \u062a\u0642\u062f\u064a\u0645\u0647\u0627 \u0643\u062c\u0632\u0621 \u0645\u0646 \u062a\u062d\u062f\u064a \u0641\u0626\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 PASCAL\u060c \u0628\u0647\u062f\u0641 \u062a\u0639\u0632\u064a\u0632 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 21 \u0641\u0626\u0629 \u0645\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a (\u0627\u0644\u0633\u064a\u0627\u0631\u0629\u060c \u0627\u0644\u0642\u0637\u0627\u0631\u060c \u0627\u0644\u0637\u0627\u0626\u0631\u0629)\u060c \u0648\u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a (\u0627\u0644\u0643\u0644\u0628\u060c \u0627\u0644\u0642\u0637\u060c \u0627\u0644\u062d\u0635\u0627\u0646)\u060c \u0648\u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0645\u0646\u0632\u0644\u064a\u0629 (\u0627\u0644\u0623\u0631\u064a\u0643\u0629\u060c \u0627\u0644\u0643\u0631\u0633\u064a\u060c \u0627\u0644\u062a\u0644\u0641\u0632\u064a\u0648\u0646).<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u0623\u0642\u0646\u0639\u0629 \u062a\u0642\u0633\u064a\u0645 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0639\u0644\u0649 \u062d\u062f\u0629 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0645\u0631\u0628\u0639 \u0627\u0644\u062a\u062d\u062f\u064a\u062f.<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 11,530 \u0635\u0648\u0631\u0629 \u0645\u0639 \u0645\u0627 \u064a\u0642\u0631\u0628 \u0645\u0646 27,450 \u0643\u0627\u0626\u0646\u064b\u0627 \u0645\u064f\u0633\u0645\u0651\u0649.<\/li>\n\n\n\n<li>\u064a\u062a\u0636\u0645\u0646 \u0645\u0647\u0627\u0645 \u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a\u060c \u0648\u0627\u0644\u0643\u0634\u0641.<\/li>\n<\/ul>\n\n\n\n<p>\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 PASCAL VOC \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0645\u0639\u0627\u064a\u0631\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0641\u064a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631. \u0648\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u062b \u0642\u062f \u062a\u062c\u0627\u0648\u0632\u062a\u0647\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062d\u062c\u0645\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u062a\u0638\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0633\u064a\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Microsoft COCO (\u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642)<\/h3>\n\n\n\n<p>\u062a\u064f\u0639\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a Microsoft COCO \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0645\u0648\u0644\u0627\u064b \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0648\u062a\u0631\u062c\u0645\u062a\u0647\u0627. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 PASCAL VOC\u060c \u062a\u0631\u0643\u0632 COCO \u0639\u0644\u0649 \u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u062a\u062d\u062f\u064a\u0627\u062a \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 328000 \u0635\u0648\u0631\u0629 \u0645\u0639 2.5 \u0645\u0644\u064a\u0648\u0646 \u0645\u062b\u064a\u0644 \u0645\u064f\u0633\u0645\u0651\u0649.<\/li>\n\n\n\n<li>\u062a\u062a\u0636\u0645\u0646 91 \u0641\u0626\u0629 \u0645\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u062a\u063a\u0637\u064a \u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062d\u064a\u0627\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0648\u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062b\u0627\u062b \u0648\u0627\u0644\u0637\u0639\u0627\u0645.<\/li>\n\n\n\n<li>\u064a\u062a\u0645\u064a\u0632 \u0628\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0643\u062b\u064a\u0641\u0629\u060c \u0628\u0645\u062a\u0648\u0633\u0637 7 \u0623\u0645\u062b\u0644\u0629 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0623\u0645\u062b\u0644\u0629.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u0623\u0642\u0646\u0639\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062d\u0634\u0648\u062f\u060c \u0648\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629 \u0648\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 COCO \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0645\u062b\u0644 Mask R-CNN\u060c \u0641\u0636\u0644\u0627\u064b \u0639\u0646 \u0645\u0639\u0627\u064a\u0631\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u062a\u062c\u0639\u0644 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646\u0647\u0627 \u0645\u0648\u0631\u062f\u064b\u0627 \u0642\u064a\u0645\u064b\u0627 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u0628\u064a\u0626\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0645\u0646\u0627\u0638\u0631 \u0627\u0644\u0645\u062f\u064a\u0646\u0629<\/h3>\n\n\n\n<p>\u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a Cityscapes \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u062d\u062c\u0631 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0644\u0623\u0628\u062d\u0627\u062b \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629. \u0641\u0647\u064a \u062a\u0648\u0641\u0631 \u0635\u0648\u0631\u064b\u0627 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0645\u0648\u0636\u062d\u0629 \u0628\u0627\u0644\u0628\u0643\u0633\u0644 \u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0634\u0648\u0627\u0631\u0639 \u0645\u0646 \u0645\u062f\u0646 \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 5000 \u0635\u0648\u0631\u0629 \u0630\u0627\u062a \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u062f\u0642\u064a\u0642\u0629 \u064820000 \u0635\u0648\u0631\u0629 \u0630\u0627\u062a \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0636\u0639\u064a\u0641\u0629.<\/li>\n\n\n\n<li>\u062a\u0645 \u0627\u0644\u062a\u0642\u0627\u0637 \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a 50 \u0645\u062f\u064a\u0646\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u062a\u063a\u0637\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0637\u0642\u0633 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n\n\n\n<li>\u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 30 \u0641\u0626\u0629 \u062f\u0644\u0627\u0644\u064a\u0629\u060c \u0645\u0642\u0633\u0645\u0629 \u0625\u0644\u0649 8 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062b\u0644 \u0623\u0633\u0637\u062d \u0627\u0644\u0637\u0631\u0642\u060c \u0648\u0627\u0644\u0628\u0634\u0631\u060c \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a\u060c \u0648\u0627\u0644\u0637\u0628\u064a\u0639\u0629.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u0631\u0624\u064a\u0629 \u0645\u062c\u0633\u0645\u0629 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0641\u0642 \u0628\u0635\u0631\u064a\u060c \u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0639\u0645\u0642 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0631\u0643\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0645\u0646\u0627\u0638\u0631 \u0627\u0644\u0645\u062f\u064a\u0646\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0645\u0645\u0631\u0627\u062a \u0648\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a. \u0643\u0645\u0627 \u062a\u0639\u0645\u0644 \u0643\u0645\u0639\u064a\u0627\u0631 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. ADE20K (\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0647\u062f)<\/h3>\n\n\n\n<p>\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a ADE20K \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062d\u062c\u0645 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0647\u062f \u0648\u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0648\u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0647\u062f. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062b\u0644 COCO\u060c \u062a\u0648\u0641\u0631 ADE20K \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0628\u062d\u062b \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0647\u062f \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 20,210 \u0635\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629\u060c \u06482,000 \u0635\u0648\u0631\u0629 \u0644\u0644\u062a\u062d\u0642\u0642\u060c \u06483,000 \u0635\u0648\u0631\u0629 \u0627\u062e\u062a\u0628\u0627\u0631.<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 150 \u0641\u0626\u0629 \u062f\u0644\u0627\u0644\u064a\u0629\u060c \u062a\u063a\u0637\u064a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0627\u0644\u063a\u0631\u0641 \u0648\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0648\u0627\u0644\u0645\u0646\u0627\u0638\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u062d\u0636\u0631\u064a\u0629.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u0623\u0642\u0646\u0639\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0623\u0642\u0646\u0639\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062c\u0632\u0626\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062d\u0628\u064a\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n\n\n\n<li>\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c DeepLab\u060c \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u062a\u0642\u062f\u0645\u064b\u0627.<\/li>\n<\/ul>\n\n\n\n<p>\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 ADE20K \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0647\u062f\u060c \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0641\u0647\u0645\u064b\u0627 \u0639\u0645\u064a\u0642\u064b\u0627 \u0644\u0644\u0645\u0634\u0627\u0647\u062f \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u0645\u0639\u0647\u062f \u0643\u0627\u0631\u0644\u0633\u0631\u0648\u0647 \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0645\u0639\u0647\u062f \u062a\u0648\u064a\u0648\u062a\u0627 \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 (KITTI)<\/h3>\n\n\n\n<p>\u062a\u064f\u0639\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a KITTI \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629 \u0644\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u0639\u0631\u0636 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YouTube-VOS (\u062a\u062c\u0632\u0626\u0629 \u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648)<\/h3>\n\n\n\n<p>\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a YouTube-VOS \u0647\u064a \u0623\u0643\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0647\u064a \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u062c\u0632\u0626\u0629 \u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 (VOS) \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629\u060c \u062a\u0648\u0641\u0631 YouTube-VOS \u062a\u0633\u0644\u0633\u0644\u0627\u062a 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\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u064a\u064f\u0633\u062a\u062e\u062f\u0645 YouTube-VOS \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632. \u0641\u0647\u0648 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0628\u0645\u0631\u0648\u0631 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100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631<\/h2>\n\n\n\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0644\u062d\u0648\u0638 \u0641\u064a \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0625\u0644\u0627 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0632\u0627\u0644 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\u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0623\u062e\u064a\u0631 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629:<\/strong> \u0646\u0645\u0627\u0630\u062c \u0623\u0633\u0631\u0639\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 <strong>\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 MobileNet<\/strong>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0636\u062d\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0628\u0627\u0644\u062f\u0642\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u062a\u0643\u0648\u0646 \u0628\u0637\u064a\u0626\u0629 \u062c\u062f\u064b\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0623\u062c\u0647\u0632\u0629:<\/strong> \u064a\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0623\u0648 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0628\u0633\u0628\u0628 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0645\u0643\u0646\u0629: \u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u062b\u0644 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 YOLO \u0648Fast-SCNN \u0648MobileViT \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0623\u0641\u0636\u0644 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0642\u0644\u064a\u0645 \u0648\u062a\u0642\u0637\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645\u060c \u0644\u0636\u063a\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0644\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 \u0648\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u062a\u0645 \u062f\u0645\u062c \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 \u0648\u062d\u062f\u0627\u062a TPU \u0648FPGA \u0648\u0645\u0633\u0631\u0639\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0639\u0627\u0644.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"311\" height=\"67\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png\" alt=\"\" class=\"wp-image-155864\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png 311w, https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo-300x65.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">FlyPix AI: \u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \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 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/h2>\n\n\n\n<p>\u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u060c \u064a\u0639\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u062a\u062d\u062f\u064a\u064b\u0627\u060c \u062d\u064a\u062b \u064a\u0644\u0632\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u0648\u064a\u0629 \u0648\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 \u0628\u0643\u0641\u0627\u0621\u0629. <a href=\"https:\/\/flypix.ai\/ar\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0641\u0644\u0627\u064a \u0628\u064a\u0643\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>\u0646\u062d\u0646 \u0645\u062a\u062e\u0635\u0635\u0648\u0646 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0637\u062d \u0627\u0644\u0623\u0631\u0636 \u0628\u062f\u0642\u0629 \u0648\u0633\u0631\u0639\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631. \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0645\u0646\u0635\u062a\u0646\u0627 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0641\u064a \u0635\u0648\u0631 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0648\u0627\u0644\u0628\u0646\u0627\u0621 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0626\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0629 FlyPix AI \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0644\u0644\u0628\u064a\u0627\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>\u062a\u0648\u0627\u062c\u0647 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0634\u0643\u0644 \u0648\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0637\u064a\u0641\u064a\u0629. \u064a\u062a\u063a\u0644\u0628 \u0646\u0647\u062c\u0646\u0627 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0622\u0644\u064a \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627<\/strong> - \u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0627\u0630\u062c\u0646\u0627 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0648\u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a 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\u062d\u064a\u0646 \u0623\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 U-Net \u0648Mask R-CNN \u0648DeepLab \u0642\u062f \u062d\u0633\u0646\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0642\u0633\u064a\u0645. \u0648\u0642\u062f \u0623\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0625\u0644\u0649 \u062a\u0628\u0646\u064a \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0639\u0628\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0646 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 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class=\"schema-faq-question\">\u0645\u0627 \u0647\u064a \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0627\u0626\u0639\u0629 U-Net\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u060c \u0648Mask R-CNN \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0623\u0645\u062b\u0644\u0629\u060c \u0648DeepLab\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0645\u064a\u0632 \u0628\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629. \u0646\u0645\u0648\u0630\u062c Segment Anything (SAM) \u0647\u0648 \u062a\u0642\u062f\u0645 \u062d\u062f\u064a\u062b \u064a\u0645\u0643\u0646\u0647 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u062f\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0625\u0636\u0627\u0641\u064a.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185632181\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0648\u0645\u064f\u0635\u0646\u0641\u0629\u060c \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u062d\u0633\u0627\u0628\u064a\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0626\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0638\u0644 \u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u064a\u0634\u0643\u0644 \u062a\u062d\u062f\u064a\u064b\u0627\u060c \u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739185646486\"><strong class=\"schema-faq-question\">\u0645\u0627 \u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0639\u0627\u062f\u0629\u064b \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u061f<\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 PASCAL VOC \u0648MS COCO \u0648Cityscapes \u0648ADE20K \u0648KITTI. \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0639\u0628\u0631 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Image segmentation is a crucial process in computer vision that involves partitioning an image into meaningful segments. With the evolution of deep learning, segmentation techniques have advanced significantly, enabling highly accurate object detection and classification. This article provides an in-depth look at deep learning segmentation, its techniques, applications, and the most widely used datasets. Understanding [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173922,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174006","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 Image Segmentation: Techniques &amp; Applications<\/title>\n<meta name=\"description\" content=\"Discover deep learning image segmentation, its techniques, applications, and datasets. Learn how AI-powered segmentation is transforming industries like healthcare and autonomous driving.\" \/>\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-segmentation\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep Learning Image Segmentation: Techniques &amp; Applications\" \/>\n<meta property=\"og:description\" content=\"Discover deep learning image segmentation, its techniques, applications, and datasets. Learn how AI-powered segmentation is transforming industries like healthcare and autonomous driving.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ar\/deep-learning-segmentation\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-10T11:13:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-10T11:13:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/istockphoto-861148402-612x612-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"612\" \/>\n\t<meta property=\"og:image:height\" content=\"408\" \/>\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=\"25 \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\\\/deep-learning-segmentation\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"Deep Learning-Based Image Segmentation: A Comprehensive Guide\",\"datePublished\":\"2025-02-10T11:13:51+00:00\",\"dateModified\":\"2025-02-10T11:13:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/\"},\"wordCount\":5253,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/istockphoto-861148402-612x612-1.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"ar\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/\",\"name\":\"Deep Learning Image Segmentation: Techniques & Applications\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/deep-learning-segmentation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/istockphoto-861148402-612x612-1.jpg\",\"datePublished\":\"2025-02-10T11:13:51+00:00\",\"dateModified\":\"2025-02-10T11:13:53+00:00\",\"description\":\"Discover deep learning image segmentation, its techniques, applications, and datasets. 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