![\"\"](\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-20-1024x683.jpg\")
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- \n
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- \n
- \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0623\u062e\u0631\u0629<\/strong>:\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642 \u064a\u062a\u0645 \u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0639\u062f \u0627\u0644\u062a\u0642\u0627\u0637\u0647\u0627\u060c \u0641\u0642\u062f \u062a\u062a\u0641\u0627\u0642\u0645 \u0623\u064a \u0639\u064a\u0648\u0628 \u062a\u0645 \u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u0628\u062d\u0644\u0648\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0641\u064a\u0647 \u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a.<\/li>\n\n\n\n
- \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/strong>:\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0637\u0631\u0642 \u0634\u0628\u0647 \u0627\u0644\u0622\u0644\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u062a\u0641\u0633\u064a\u0631\u064b\u0627 \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0633\u0631\u0639\u0629.<\/li>\n\n\n\n
- \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0627\u062a<\/strong>\u0642\u062f \u0644\u0627 \u062a\u062a\u0645\u0643\u0646 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0645\u062b\u0644 \u0627\u0644\u0634\u0642\u0648\u0642 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u0627\u0644\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0623\u0636\u0631\u0627\u0631.<\/li>\n<\/ul>\n\n\n\n
\u062a\u0633\u0644\u0637 \u0623\u0648\u062c\u0647 \u0627\u0644\u0642\u0635\u0648\u0631 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0648\u0634\u0628\u0647 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062d\u0644\u0648\u0644 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0645\u0645\u0627 \u062f\u0641\u0639 \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u062a\u062d\u0644\u064a\u0644 \u0622\u0644\u064a \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u0642.<\/p>\n\n\n\n
2. \u062a\u062d\u0644\u064a\u0644 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u0628\u0634\u0643\u0644 \u0622\u0644\u064a \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/h3>\n\n\n\n
\u0644\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0639\u062f\u0645 \u0643\u0641\u0627\u0621\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0648\u0634\u0628\u0647 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0622\u0644\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0645\u0631\u0643\u0628\u0627\u062a \u0645\u0633\u062d \u0637\u0631\u0642 \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u0632\u0648\u062f\u0629 \u0628\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 LiDAR (\u0643\u0634\u0641 \u0627\u0644\u0636\u0648\u0621 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062f\u0649) \u0648\u0623\u062c\u0647\u0632\u0629 \u0645\u0633\u062d \u0628\u0627\u0644\u0623\u0634\u0639\u0629 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621 \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0645\u062a\u0642\u062f\u0645\u0629 \u0623\u062e\u0631\u0649 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0633\u0637\u062d \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/h4>\n\n\n\n
- \n
- \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0639\u0627\u0644\u064a \u0627\u0644\u062f\u0642\u0629<\/strong>:\u062a\u0644\u062a\u0642\u0637 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u062b\u0628\u062a\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u0642 \u0623\u062b\u0646\u0627\u0621 \u0633\u064a\u0631 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0628\u0633\u0631\u0639\u0627\u062a \u0639\u0627\u062f\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u063a\u0637\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0637\u0631\u0642.<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0633\u062d \u0627\u0644\u0636\u0648\u0626\u064a \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f (LiDAR)<\/strong>:\u062a\u0646\u062a\u062c \u0623\u0646\u0638\u0645\u0629 LiDAR \u062e\u0631\u0627\u0626\u0637 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0641\u0635\u0644\u0629 \u0644\u0633\u0637\u062d \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0648\u062a\u0643\u062a\u0634\u0641 \u062d\u062a\u0649 \u0627\u0644\u0645\u062e\u0627\u0644\u0641\u0627\u062a \u0627\u0644\u0633\u0637\u062d\u064a\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u0627\u0644\u0634\u0642\u0648\u0642 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u062d\u0641\u0631 \u0641\u064a \u0645\u0631\u0627\u062d\u0644\u0647\u0627 \u0627\u0644\u0645\u0628\u0643\u0631\u0629.<\/li>\n\n\n\n
- \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0627\u0644\u0623\u0634\u0639\u0629 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621<\/strong>:\u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a \u0628\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u062a\u062d\u062a \u0627\u0644\u0633\u0637\u062d \u0648\u0627\u0644\u062a\u064a \u0642\u062f \u0644\u0627 \u062a\u0643\u0648\u0646 \u0645\u0631\u0626\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u062e\u062a\u0631\u0627\u0642 \u0627\u0644\u0631\u0637\u0648\u0628\u0629 \u0623\u0648 \u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629.<\/li>\n\n\n\n
- \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0622\u0644\u064a\u0629<\/strong>:\u064a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0631\u0627\u0645\u062c \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0636\u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u062a\u0635\u0646\u064a\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0634\u062f\u062a\u0647\u0627 \u0648\u0646\u0648\u0639\u0647\u0627.<\/li>\n<\/ul>\n\n\n\n
\u0645\u0632\u0627\u064a\u0627 \u0641\u062d\u0635 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/h4>\n\n\n\n
- \n
- \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629<\/strong>:\u062a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0641\u0648\u062a\u0647\u0627 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u0642\u064a\u064a\u0645\u064b\u0627 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642.<\/li>\n\n\n\n
- \u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0648\u0627\u0644\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a<\/strong>:\u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0622\u0644\u064a \u0639\u0644\u0649 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0645\u0648\u062d\u062f\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0644\u0644\u0635\u064a\u0627\u0646\u0629 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644.<\/li>\n\n\n\n
- \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u0644\u0627\u0645\u0629<\/strong>:\u0644\u0627 \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u0641\u062a\u0634\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u062c\u062f \u0634\u062e\u0635\u064a\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062e\u0637\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0641\u064a \u0645\u0643\u0627\u0646 \u0627\u0644\u0639\u0645\u0644.<\/li>\n\n\n\n
- \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639<\/strong>:\u062a\u0633\u062a\u0637\u064a\u0639 \u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u0633\u062d \u0641\u062d\u0635 \u0627\u0644\u0637\u0631\u0642 \u0628\u0633\u0631\u0639\u0627\u062a \u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0643\u0645\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0641\u064a \u0641\u062a\u0631\u0629 \u0632\u0645\u0646\u064a\u0629 \u0623\u0642\u0635\u0631.<\/li>\n<\/ul>\n\n\n\n
\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/h4>\n\n\n\n
\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0645\u0632\u0627\u064a\u0627\u0647\u0627\u060c \u0641\u0625\u0646 \u0623\u0646\u0638\u0645\u0629 \u0641\u062d\u0635 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062a\u0639\u0627\u0646\u064a \u0645\u0646 \u0642\u064a\u0648\u062f \u0643\u0628\u064a\u0631\u0629 \u062a\u062d\u062f \u0645\u0646 \u0627\u0639\u062a\u0645\u0627\u062f\u0647\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639:<\/p>\n\n\n\n
- \n
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![\"\"](\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg\")
<\/figure>\n\n\n\n\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062a\u0637\u0648\u064a\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\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
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\u0648\u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \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 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0644\u0648\u062d\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u060c \u0648\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0648\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0645\u062b\u0644 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u062d\u0641\u0631 \u0648\u0627\u0644\u0623\u062e\u0627\u062f\u064a\u062f. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062d\u0644\u0648\u0644\u0627\u064b \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0627\u062a\u0633\u0627\u0642\u064b\u0627 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631.<\/p>\n\n\n\n
\u0648\u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0628\u0631 \u0628\u064a\u0626\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u064a\u062a\u0645 \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 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062c\u0646\u0633\u064a\u0627\u062a \u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0645\u0646 \u0628\u0644\u062f\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u064a\u0633\u0627\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0641\u064a \u0627\u0644\u0642\u0636\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0646\u0634\u0623 \u0639\u0646 \u0638\u0631\u0648\u0641 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u0644 \u0645\u0646\u0637\u0642\u0629\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u062e\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u062f \u0648\u0638\u0631\u0648\u0641 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n\n\n\n
\u064a\u0639\u062a\u0645\u062f \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u062a\u064a\u0646 \u0645\u062a\u0642\u062f\u0645\u062a\u064a\u0646 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642:<\/p>\n\n\n\n
1. \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) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631<\/h3>\n\n\n\n
\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) \u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0623\u0634\u064a\u0627\u0621 \u0623\u0648 \u0639\u064a\u0648\u0628 \u0645\u0639\u064a\u0646\u0629. \u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u062c\u0627\u062d \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
\u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0628\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062a\u0632\u0627\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f:<\/p>\n\n\n\n
- \n
- \u062a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0645\u064a\u0632\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u0627\u0644\u0645\u0644\u0645\u0633.<\/li>\n\n\n\n
- \u062a\u0639\u0645\u0644 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/li>\n\n\n\n
- \u062a\u0642\u0648\u0645 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0643\u0623\u0646\u0648\u0627\u0639 \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0634\u0642\u0648\u0642\u060c \u0648\u0627\u0644\u062d\u0641\u0631).<\/li>\n<\/ul>\n\n\n\n
\u0647\u064a\u0627\u0643\u0644 CNN \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
\u0644\u0642\u062f \u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0647\u064a\u0627\u0643\u0644 CNN \u0628\u0646\u062c\u0627\u062d \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n\n\n\n
- \n
- \u0634\u0628\u0643\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 (VGGNet)<\/strong> - \u062a\u062a\u0645\u064a\u0632 \u0628\u062a\u0635\u0645\u064a\u0645\u0647\u0627 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631.<\/li>\n\n\n\n
- ResNet (\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629)<\/strong> - \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/li>\n\n\n\n
- \u0634\u0628\u0643\u0629 \u0641\u0639\u0651\u0627\u0644\u0629<\/strong> - \u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647 \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0648\u0627\u0644\u0645\u062f\u0645\u062c\u0629.<\/li>\n<\/ul>\n\n\n\n
\u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CNN \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0648\u062e\u0627\u0635\u0629\u064b \u0639\u0646\u062f \u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0639\u064a\u0648\u0628. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u062a\u0637\u0644\u0628 CNN \u063a\u0627\u0644\u0628\u064b\u0627 \u0642\u0648\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0628\u064a\u0631\u0629 \u0648\u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0642\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n
2. \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 YOLO: \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a<\/h3>\n\n\n\n
\u0648\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u064a \u062a\u0641\u0631\u0636\u0647\u0627 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CNN\u060c \u0644\u062c\u0623 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0625\u0644\u0649 YOLO (You Only Look Once)\u060c \u0648\u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u062a\u062a\u0645\u064a\u0632 \u0628\u0627\u0644\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0635\u0648\u0631 \u0631\u0642\u0639\u0629 \u0628\u0631\u0642\u0639\u0629\u060c \u062a\u0643\u062a\u0634\u0641 YOLO \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u064a\u0642 \u0648\u062a\u0635\u0646\u0641\u0647\u0627 \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0623\u0645\u0627\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0633\u0631\u0639 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u062a\u0637\u0628\u064a\u0642 YOLO \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
- \n
- \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0641\u0631\u062f\u064a<\/strong>:\u064a\u0642\u0648\u0645 YOLO \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0634\u0628\u0643\u0629 \u0648\u064a\u062a\u0648\u0642\u0639 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u064a\u0637\u0629 \u0648\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n\n\n\n
- \u0627\u0644\u0643\u0634\u0641 \u0639\u0627\u0644\u064a \u0627\u0644\u0633\u0631\u0639\u0629<\/strong>:\u0639\u0644\u0649 \u0639\u0643\u0633 \u0646\u0645\u0627\u0630\u062c R-CNN \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0645\u0631\u064a\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u062a\u0642\u0648\u0645 YOLO \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u064a\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u0646 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n
- \u0645\u062f\u0645\u062c\u0629 \u0648\u0641\u0639\u0627\u0644\u0629<\/strong>:\u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0646\u0634\u0631 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0644\u0648\u062d\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0645\u062c\u0629.<\/li>\n<\/ul>\n\n\n\n
\u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062d\u0642\u0642\u062a\u0647\u0627 YOLO \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
\u064a\u0642\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u062d\u062f\u062b \u0645\u0646 YOLO\u060c YOLOv8\u060c \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629:<\/p>\n\n\n\n
- \n
- \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u0648\u0647 (DAT)<\/strong> - \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u062d\u0631\u062c\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0630\u0627\u062a \u0627\u0644\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n
- \u0648\u062d\u062f\u0629 Slim-Neck \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 GSConv<\/strong> - \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629.<\/li>\n\n\n\n
- \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 MPDIoU<\/strong> - \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u062f\u062f\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0636\u0631\u0631.<\/li>\n<\/ul>\n\n\n\n
\u062a\u062c\u0639\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0645\u0646 YOLO \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0648\u0627\u0644\u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0646\u0648\u0627\u0639 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u062f\u0642\u0629.<\/p>\n\n\n\n
\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062a\u0637\u0648\u064a\u0631 \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0637\u0631\u0642 \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
\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0628\u062f\u064a\u0644\u0627\u064b \u0641\u0639\u0627\u0644\u0627\u064b \u0648\u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0639\u064a\u0648\u0628 \u0627\u0644\u0637\u0631\u0642 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627\u060c \u0645\u062b\u0644 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u062d\u0641\u0631 \u0648\u0627\u0644\u062e\u0637\u0648\u0637 \u0648\u0627\u0644\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0633\u0637\u062d\u064a\u0629. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0641\u0625\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0642\u0636\u064a \u0639\u0644\u0649 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0648\u062a\u0633\u0631\u0639 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631\u060c \u0648\u062a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n
\u0644\u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0639\u0645\u064a\u0645\u0647\u060c \u062a\u0639\u062a\u0645\u062f \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062c\u0646\u0633\u064a\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0638\u0631\u0648\u0641 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0648\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0621\u0629\u060c \u0648\u0645\u0648\u0627\u062f \u0627\u0644\u0633\u0637\u062d. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 YOLO\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0637\u0631\u0642 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n
1. \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) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631<\/h3>\n\n\n\n
\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) \u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u062a\u062e\u0635\u0635 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062f\u062e\u0644 \u064a\u062f\u0648\u064a. \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 CNNs \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u064f\u0633\u0645\u064e\u0651\u0627\u0629 \u062d\u064a\u062b \u064a\u062a\u0645 \u0634\u0631\u062d \u0627\u0644\u0635\u0648\u0631 \u0628\u0645\u0648\u0627\u0642\u0639 \u0648\u0623\u0646\u0648\u0627\u0639 \u0639\u064a\u0648\u0628 \u0627\u0644\u0637\u0631\u0642. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u0627\u0644\u062a\u0646\u0634\u064a\u0637\u060c \u062a\u062a\u0639\u0644\u0645 CNNs \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0623\u0633\u0637\u062d \u063a\u064a\u0631 \u0627\u0644\u062a\u0627\u0644\u0641\u0629.<\/p>\n\n\n\n
\u0645\u0632\u0627\u064a\u0627 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
- \n
- \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629<\/strong> \u2013 \u062a\u0633\u062a\u0637\u064a\u0639 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0643\u062a\u0634\u0627\u0641 \u062d\u062a\u0649 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u0645\u062e\u0627\u0644\u0641\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u064a\u062a\u063a\u0627\u0641\u0644 \u0639\u0646\u0647\u0627 \u0627\u0644\u0645\u0641\u062a\u0634\u0648\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0648\u0646.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u0645\u064a\u0632\u0627\u062a<\/strong> - \u0639\u0644\u0649 \u0639\u0643\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0628\u064a\u0626\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n
- \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong> \u2013 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u062d\u0644\u064a\u0644 \u0622\u0644\u0627\u0641 \u0627\u0644\u0635\u0648\u0631 \u0628\u0633\u0631\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0623\u0645\u0631\u064b\u0627 \u0645\u0645\u0643\u0646\u064b\u0627.<\/li>\n<\/ol>\n\n\n\n
\u0647\u064a\u0627\u0643\u0644 CNN \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
\u0644\u0642\u062f \u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 CNN \u0628\u0646\u062c\u0627\u062d \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n\n\n\n
- \n
- \u0634\u0628\u0643\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 (VGGNet)<\/strong> \u2013 \u062a\u0634\u062a\u0647\u0631 VGGNet \u0628\u0628\u0646\u064a\u062a\u0647\u0627 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0648\u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629\u060c \u0648\u0647\u064a \u0641\u0639\u0627\u0644\u0629 \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0642\u0648\u0642 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0633\u0637\u062d.<\/li>\n\n\n\n
- ResNet (\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629)<\/strong> - \u064a\u062a\u063a\u0644\u0628 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u0637\u0631\u0642 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/li>\n\n\n\n
- \u0634\u0628\u0643\u0629 \u0641\u0639\u0651\u0627\u0644\u0629<\/strong> \u2013 \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629.<\/li>\n<\/ul>\n\n\n\n
\u0644\u0642\u062f \u0623\u062f\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CNN \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u062a\u0635\u0646\u064a\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u0634\u0643\u0644 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0623\u0646\u0638\u0645\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\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. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0631\u0643\u0632 CNN \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0645\u062b\u0644 YOLO\u060c \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u062f\u0642\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n\n\n\n
2. \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 YOLO<\/h3>\n\n\n\n
\u0641\u064a \u062d\u064a\u0646 \u062a\u062a\u0641\u0648\u0642 \u0634\u0628\u0643\u0627\u062a CNN \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0642\u062f\u0631\u0627\u062a \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u062f \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642. YOLO (You Only Look Once) \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0637\u0648\u0631 \u0644\u0643\u0634\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0644\u0627 \u064a\u0635\u0646\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u062d\u062f\u062f \u0645\u0648\u0642\u0639\u0647\u0627 \u0628\u062f\u0642\u0629 \u0623\u064a\u0636\u064b\u0627 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n\n\n\n
\u0639\u0644\u0649 \u0639\u0643\u0633 \u0637\u0631\u0642 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u062e\u0637\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u064a\u0643\u062a\u0634\u0641 YOLO \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u064a\u0642 \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0623\u0645\u0627\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0633\u0631\u064a\u0639\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0642\u064a\u0645\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u062b\u0644:<\/p>\n\n\n\n
- \n
- \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0639\u0628\u0631 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629<\/li>\n\n\n\n
- \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062b\u0628\u062a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0644\u062a\u0642\u064a\u064a\u0645 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631<\/li>\n\n\n\n
- \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u0637\u0631\u0642 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/li>\n<\/ul>\n\n\n\n
\u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 YOLO \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
- \n
- \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong> \u2013 \u064a\u0645\u0643\u0646 \u0644\u0640 YOLO \u062a\u062d\u0644\u064a\u0644 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u0644\u0637\u0631\u0642 \u0645\u0646 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n
- \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0639\u0627\u0644\u064a\u0629<\/strong> \u2013 \u062a\u062a\u0636\u0645\u0646 \u0623\u062d\u062f\u062b \u0637\u0631\u0627\u0632\u0627\u062a YOLO \u0622\u0644\u064a\u0627\u062a \u0627\u0646\u062a\u0628\u0627\u0647 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0636\u0631\u0631 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629<\/strong> \u2013 \u0639\u0644\u0649 \u0639\u0643\u0633 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062e\u0637\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u064a\u0643\u062a\u0634\u0641 YOLO \u0639\u064a\u0648\u0628 \u0627\u0644\u0637\u0631\u064a\u0642 \u0648\u064a\u0635\u0646\u0641\u0647\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0645\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/li>\n<\/ol>\n\n\n\n
YOLOv8: \u0646\u0645\u0648\u0630\u062c YOLO \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642<\/h3>\n\n\n\n
\u064a\u0642\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u062d\u062f\u062b\u060c YOLOv8\u060c \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0633\u0631\u0639\u0629 \u0627\u0644\u0643\u0634\u0641 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642. \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a:<\/p>\n\n\n\n
1. \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u0648\u0647<\/h4>\n\n\n\n
- \n
- \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/strong> \u2013 \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0642\u0648\u0644 \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u062b\u0627\u0628\u062a\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0644\u0644\u0637\u0631\u0642.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u062a\u0643\u064a\u0641\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/strong> \u2013 \u062a\u0633\u0645\u062d \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u0648\u0647 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0628\u0634\u0643\u0644 \u0627\u0646\u062a\u0642\u0627\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u062d\u0641\u0631 \u0648\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0633\u0637\u062d \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u0644\u0637\u0642\u0633 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n<\/ul>\n\n\n\n
2. \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 (MPDIoU)<\/h4>\n\n\n\n
- \n
- \u062f\u0642\u0629 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u062d\u0633\u0646\u0629<\/strong> \u2013 \u062a\u0639\u0645\u0644 \u062f\u0627\u0644\u0629 \u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u0646\u0642\u0627\u0637 \u0639\u0646\u062f \u062a\u0642\u0627\u0637\u0639 \u0627\u0644\u0627\u062a\u062d\u0627\u062f (MPDIoU) \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u062f\u062f\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0628\u062f\u0642\u0629 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0637\u0626\u0629.<\/li>\n\n\n\n
- \u062a\u0642\u0627\u0631\u0628 \u0623\u0633\u0631\u0639<\/strong> - \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0643\u064a\u0641\u064a\u0629 \u0636\u0628\u0637 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0639\u0644\u0645 YOLOv8 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642.<\/li>\n<\/ul>\n\n\n\n
3. \u0628\u0646\u064a\u0629 \u0630\u0627\u062a \u0631\u0642\u0628\u0629 \u0631\u0641\u064a\u0639\u0629 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0636\u0645\u0646<\/h4>\n\n\n\n
- \n
- \u0627\u0646\u062e\u0641\u0627\u0636 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629<\/strong> \u2013 \u064a\u062f\u0645\u062c YOLOv8 GSConv (\u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641 \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0641\u0635\u0644) \u0648\u0648\u062d\u062f\u0629 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0631\u0641\u064a\u0639\u0629 \u0627\u0644\u0639\u0646\u0642\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a.<\/li>\n\n\n\n
- \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0639\u0627\u0644\u064a\u0629<\/strong> \u2013 \u062d\u062a\u0649 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a\u060c \u064a\u062d\u0627\u0641\u0638 YOLOv8 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0632\u064a\u062f \u0639\u0646 300 \u0625\u0637\u0627\u0631 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u062d\u062f \u0623\u0633\u0631\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642.<\/li>\n<\/ul>\n\n\n\n
![\"\"](\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-17-1024x512.jpg\")
<\/figure>\n\n\n\n\u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u062f \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h3>\n\n\n\n
\u064a\u0645\u062b\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0642\u062f\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0648\u0641\u0631:<\/p>\n\n\n\n
- \n
- \u0633\u0631\u0639\u0629 \u0648\u062f\u0642\u0629 \u0644\u0627 \u0645\u062b\u064a\u0644 \u0644\u0647\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/li>\n\n\n\n
- \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0628\u062a\u0643\u0644\u0641\u0629 \u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0631\u0643\u0628\u0627\u062a \u0645\u0633\u062d \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646<\/li>\n\n\n\n
- \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0627\u0633\u062a\u0628\u0627\u0642\u064a\u0629<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0645\u062f\u064a\u0646\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629<\/li>\n<\/ul>\n\n\n\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0642\u0648\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0646\u0645\u0627\u0630\u062c YOLO\u060c \u064a\u062a\u0641\u0648\u0642 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u0642\u064a\u064a\u0645 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u0642 \u0628\u0633\u0631\u0639\u0629 \u0648\u062f\u0642\u0629 \u0648\u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/p>\n\n\n\n
\u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 \u0648\u062a\u0643\u0627\u0645\u0644 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0645\u0646 \u0627\u0644\u0645\u0642\u0631\u0631 \u0623\u0646 \u064a\u0635\u0628\u062d \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639\u064a\u0627\u0631\u064b\u0627 \u0639\u0627\u0644\u0645\u064a\u064b\u0627 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u0642\u0648\u062f \u0645\u0633\u062a\u0642\u0628\u0644 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0646\u0642\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b \u0648\u0623\u0645\u0627\u0646\u064b\u0627 \u0648\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n
\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h2>\n\n\n\n
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\u0648\u0644\u0636\u0645\u0627\u0646 \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0637\u0631\u0642 \u0628\u062f\u0642\u0629 \u0648\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0648\u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u064a\u0648\u0635\u0649 \u0628\u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0648\u0627\u0644\u062c\u0647\u0648\u062f \u0627\u0644\u062a\u0639\u0627\u0648\u0646\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n
1. \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629<\/h3>\n\n\n\n
\u064a\u0639\u062f \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0623\u062d\u062f \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0648\u0627\u0639\u062f\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0644\u0622\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0643\u0623\u062c\u0647\u0632\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0644\u0644\u0637\u0631\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
- \n
- \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u0645\u0627\u0639\u064a\u0629<\/strong> - \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0641\u0642\u0637 \u0639\u0644\u0649 \u0641\u0631\u0642 \u0645\u0633\u062d \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0644\u062f\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0645\u0646 \u0627\u0644\u0633\u0627\u0626\u0642\u064a\u0646 \u0627\u0644\u064a\u0648\u0645\u064a\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629.<\/li>\n\n\n\n
- \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u2013 \u062a\u0633\u062a\u0637\u064a\u0639 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u0642\u0627\u0637 \u0635\u0648\u0631 \u0644\u0633\u0637\u062d \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u062d\u0641\u0631 \u0648\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0633\u0637\u062d \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n
- \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627<\/strong> \u2013 \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0639\u0644\u0649 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0646\u0638\u0627\u0645 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0639\u0627\u0644\u0645\u064a (GPS) \u0644\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0633\u0644\u0637\u0627\u062a \u0628\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062e\u0631\u064a\u0637\u0629 \u0645\u062d\u062f\u062b\u0629 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u062f\u0648\u0646 \u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0641\u062a\u064a\u0634 \u064a\u062f\u0648\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n
\u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629: \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u0627\u0644\u064a\u0627\u0628\u0627\u0646<\/h4>\n\n\n\n
\u0644\u0642\u062f \u0637\u0628\u0642\u062a \u0627\u0644\u064a\u0627\u0628\u0627\u0646 \u0628\u0627\u0644\u0641\u0639\u0644 \u062d\u0644\u0648\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u062d\u064a\u062b \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\u062d\u0644\u064a\u0644 \u0644\u0642\u0637\u0627\u062a \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0644\u0648\u062d\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0639\u064a\u0648\u0628 \u0627\u0644\u0637\u0631\u0642. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0628\u0646\u064a \u0646\u0647\u062c \u0645\u0645\u0627\u062b\u0644 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062f\u0646:<\/p>\n\n\n\n
- \n
- \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0633\u062d \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0645\u0631\u0643\u0628\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646.<\/li>\n\n\n\n
- \u0642\u0645 \u0628\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0631\u0643\u0627\u0628 \u0627\u0644\u064a\u0648\u0645\u064a\u064a\u0646 \u0648\u0645\u0631\u0643\u0628\u0627\u062a \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0631\u0643\u0648\u0628.<\/li>\n\n\n\n
- \u062a\u0633\u0631\u064a\u0639 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0637\u0646\u064a\u0646 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n<\/ul>\n\n\n\n
\u064a\u0642\u062f\u0645 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0628\u0631 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u062f\u064a\u0644\u0627\u064b \u0645\u064a\u0633\u0648\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0645\u0633\u062d \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062d\u0644\u0627\u064b \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u062f\u0648\u0644 \u0627\u0644\u0646\u0627\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621.<\/p>\n\n\n\n
2. \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629<\/h3>\n\n\n\n
\u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0648 \u062d\u0644\u0648\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 - \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\u060c \u064a\u062c\u0628 \u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 \u0645\u062b\u0644:<\/p>\n\n\n\n
- \n
- NVIDIA Jetson (\u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a).<\/li>\n\n\n\n
- Raspberry Pi (\u062c\u0647\u0627\u0632 \u062d\u0648\u0633\u0628\u0629 \u0645\u062f\u0645\u062c \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0644\u062a\u0631\u0643\u064a\u0628\u0627\u062a \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u0637\u0631\u064a\u0642).<\/li>\n\n\n\n
- \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 (\u0644\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u062c\u0648\u064a \u0644\u0644\u0637\u0631\u0642 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629).<\/li>\n<\/ul>\n\n\n\n
\u062a\u062d\u062f\u064a\u0627\u062a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629<\/h4>\n\n\n\n
- \n
- \u0642\u0648\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629<\/strong> - \u0639\u0644\u0649 \u0639\u0643\u0633 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u062a\u062a\u0645\u062a\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 \u0628\u0642\u062f\u0631\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0642\u0644.<\/li>\n\n\n\n
- \u0642\u064a\u0648\u062f \u0627\u0644\u0637\u0627\u0642\u0629<\/strong> - \u064a\u062c\u0628 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u062a\u0646\u0642\u0644\u0629 \u0623\u0648 \u0627\u0644\u0628\u0639\u064a\u062f\u0629 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629.<\/li>\n\n\n\n
- \u0642\u064a\u0648\u062f \u0627\u0644\u062a\u062e\u0632\u064a\u0646<\/strong> \u2013 \u062a\u062a\u0637\u0644\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u0633\u0627\u062d\u0629 \u062a\u062e\u0632\u064a\u0646 \u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u064a\u0647\u0627 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0637\u0627\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n
\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0644\u062a\u0642\u0644\u064a\u0644 \u062d\u062c\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629<\/h4>\n\n\n\n
\u0644\u0636\u0645\u0627\u0646 \u0623\u062f\u0627\u0621 \u0633\u0644\u0633 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629\u060c \u064a\u062c\u0628 \u0636\u063a\u0637 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u062f\u0648\u0646 \u0627\u0644\u062a\u0636\u062d\u064a\u0629 \u0628\u0627\u0644\u062f\u0642\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n
1. \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u0645.<\/strong> \u064a\u0632\u064a\u0644 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0636\u0631\u0648\u0631\u064a\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0639 \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0633\u0627\u0647\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/p>\n\n\n\n
2. \u0627\u0644\u062a\u0643\u0645\u064a\u0645.<\/strong> \u064a\u062d\u0648\u0644 \u0645\u0639\u0644\u0645\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629 32 \u0628\u062a \u0625\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0623\u0639\u062f\u0627\u062f \u0627\u0644\u0635\u062d\u064a\u062d\u0629 8 \u0628\u062a\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0645\u062a\u0637\u0627\u0628\u0642 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0639 \u062c\u0639\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0642\u0629.<\/p>\n\n\n\n
3. \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0642\u0637\u064a\u0631.<\/strong> \u064a\u0642\u0648\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0623\u0635\u063a\u0631 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 (\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0637\u0627\u0644\u0628) \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062f\u0631\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0643\u0628\u0631 (\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0644\u0645). \u064a\u062a\u064a\u062d \u0627\u0644\u0646\u0634\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n\n\n\n
\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a<\/h4>\n\n\n\n
\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u062f\u0646\u060c \u064a\u062a\u0645 \u0628\u0627\u0644\u0641\u0639\u0644 \u062a\u062b\u0628\u064a\u062a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 NVIDIA Jetson \u0641\u064a \u0627\u0644\u062d\u0627\u0641\u0644\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0628\u0644\u062f\u064a\u0629 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u0642 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u0648\u0645\u0639 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0644\u062a\u0634\u0645\u0644 \u0623\u0633\u0627\u0637\u064a\u0644 \u0627\u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0634\u062a\u0631\u0643 \u0648\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u062a\u0648\u0635\u064a\u0644\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062f\u064a\u0646\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642 \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n
![\"\"](\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-4-1024x853.jpg\")
<\/figure>\n\n\n\n3. \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n\n\n\n
\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0637\u0631\u0642 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0633\u0644\u0637\u0627\u062a \u0628\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0627\u0633\u062a\u0628\u0627\u0642\u064a.<\/p>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0644\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
- \n
- \u064a\u062a\u0645 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0623\u0646\u0645\u0627\u0637 \u062a\u0642\u062f\u0645 \u0627\u0644\u0636\u0631\u0631.<\/li>\n\n\n\n
- \u062a\u062a\u0646\u0628\u0623 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0645\u0648\u0639\u062f \u0648\u0645\u0643\u0627\u0646 \u062d\u062f\u0648\u062b \u0639\u064a\u0648\u0628 \u0627\u0644\u0637\u0631\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649: \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 (\u0623\u064a \u0627\u0644\u0637\u0631\u0642 \u062a\u062a\u0639\u0631\u0636 \u0644\u0623\u0643\u0628\u0631 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0636\u063a\u0637). \u0627\u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u062c\u0648\u064a\u0629 (\u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0648\u062a\u0642\u0644\u0628\u0627\u062a \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u062f \u0648\u0627\u0644\u0630\u0648\u0628\u0627\u0646). \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0633\u0627\u0628\u0642\u0629 (\u0623\u064a \u0627\u0644\u0645\u0648\u0627\u062f \u0648\u0627\u0644\u0637\u0631\u0642 \u062a\u062a\u0645\u062a\u0639 \u0628\u0623\u0637\u0648\u0644 \u0641\u062a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0645\u062a\u0627\u0646\u0629).<\/li>\n\n\n\n
- \u0648\u062a\u0633\u0645\u062d \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0644\u0644\u0628\u0644\u062f\u064a\u0627\u062a \u0628\u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0648\u0642\u0627\u0626\u064a\u0629 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062a\u0641\u0627\u0642\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 \u062d\u0641\u0631 \u062e\u0637\u064a\u0631\u0629 \u0623\u0648 \u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0637\u0631\u0642.<\/li>\n<\/ul>\n\n\n\n
\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h4>\n\n\n\n
- \n
- \u064a\u0642\u0644\u0644 \u0645\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644<\/strong> - \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0648\u0642\u0627\u0626\u064a\u0629 \u0645\u0647\u0645\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0623\u0631\u062e\u0635<\/strong> \u0645\u0646 \u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0637\u0627\u0631\u0626\u0629.
\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0627\u0636\u0637\u0631\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631\u064a\u0629<\/strong> \u2013 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0627\u0632\u062f\u062d\u0627\u0645.
\u064a\u0632\u064a\u062f \u0645\u0646 \u0639\u0645\u0631 \u0627\u0644\u0637\u0631\u064a\u0642<\/strong> - \u062a\u0633\u0627\u0647\u0645 \u0627\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0645\u062a\u0627\u0646\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n\u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629: \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\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 \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629<\/h4>\n\n\n\n
\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629\u060c \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\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0631\u0635\u064a\u0641 \u0642\u0628\u0644 \u0633\u0646\u0648\u0627\u062a. \u0648\u0647\u0630\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0628\u0643\u0641\u0627\u0621\u0629 \u0623\u0643\u0628\u0631\u060c \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u063a\u064a\u0631 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0645\u0639 \u0636\u0645\u0627\u0646 \u0628\u0642\u0627\u0621 \u0627\u0644\u0637\u0631\u0642 \u0630\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u062d\u0627\u0644\u0629 \u062c\u064a\u062f\u0629.<\/p>\n\n\n\n
4. \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u062d\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n\n\n\n
\u0648\u0644\u0643\u064a \u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0646\u0627\u0637\u0642\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u062f\u0648\u0644\u064a \u0636\u0631\u0648\u0631\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629 \u0645\u0648\u062d\u062f\u0629 \u0644\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u062a\u064a \u0644\u062d\u0642\u062a \u0628\u0627\u0644\u0637\u0631\u0642.<\/p>\n\n\n\n
\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642<\/h4>\n\n\n\n
- \n
- \u062a\u0646\u0648\u0639 \u062c\u063a\u0631\u0627\u0641\u064a \u0645\u062d\u062f\u0648\u062f<\/strong> - \u064a\u062a\u0645 \u062c\u0645\u0639 \u0645\u0639\u0638\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0628\u0644\u062f\u0627\u0646\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n
- \u0645\u0648\u0627\u062f \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/strong> \u2013 \u062a\u062a\u0645\u062a\u0639 \u0643\u0644 \u062f\u0648\u0644\u0629 \u0628\u062a\u0631\u0643\u064a\u0628\u0629 \u0641\u0631\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u0631\u0635\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0646\u0627\u0642\u0636\u0627\u062a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n
- \u0637\u0631\u0642 \u062c\u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629<\/strong> \u2013 \u062a\u0624\u062b\u0631 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0632\u0648\u0627\u064a\u0627 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0648\u0638\u0631\u0648\u0641 \u0627\u0644\u0637\u0631\u064a\u0642 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n\n\n\n
\u0627\u0644\u062d\u0644 \u0627\u0644\u0645\u0642\u062a\u0631\u062d: \u0634\u0628\u0643\u0629 \u062a\u0639\u0627\u0648\u0646 \u0639\u0627\u0644\u0645\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h4>\n\n\n\n
\u064a\u0646\u0628\u063a\u064a \u0644\u0644\u062f\u0648\u0644 \u0648\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0623\u0646 \u062a\u062a\u0642\u0627\u0633\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n
- \n
- \u062a\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0638\u0631\u0648\u0641 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/li>\n\n\n\n
- \u062a\u0645 \u0636\u0628\u0637\u0647\u0627 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0646\u0627\u0637\u0642 \u0645\u062d\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631.<\/li>\n\n\n\n
- \u062a\u0645 \u0645\u0642\u0627\u0631\u0646\u062a\u0647 \u0628\u0645\u0639\u064a\u0627\u0631 \u0639\u0627\u0644\u0645\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0625\u062c\u0631\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0639\u0627\u062f\u0644\u0629 \u0644\u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n\n\n\n
\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646 \u064a\u0641\u064a\u062f \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0637\u0631\u0642 \u0641\u064a \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u0645<\/h4>\n\n\n\n
- \n
- \u064a\u0645\u0643\u0646 \u0644\u0644\u062f\u0648\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u0648\u0641\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u0623\u0628\u062d\u0627\u062b.
<\/li>\n\n\n\n - \u064a\u0645\u0643\u0646 \u0644\u0644\u062f\u0648\u0644 \u0627\u0644\u0646\u0627\u0645\u064a\u0629 \u0623\u0646 \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0648\u0641\u064a\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0639\u0646 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0648\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n\n\n\n
- \u064a\u0645\u0643\u0646 \u0644\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0645\u0644 \u0645\u0639\u064b\u0627 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0633\u064a\u0627\u0633\u0627\u062a \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0648\u062f \u0628\u0627\u0644\u0646\u0641\u0639 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0646\u0627\u0637\u0642.<\/li>\n<\/ul>\n\n\n\n
\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0631\u0642<\/h3>\n\n\n\n
\u0645\u0639 \u062a\u0642\u062f\u0645 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0633\u064a\u062a\u0645 \u062a\u0634\u0643\u064a\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0637\u0631\u0642 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0648\u0641\u0631 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627 \u0627\u0644\u0645\u0648\u0636\u062d\u0629 \u0623\u0639\u0644\u0627\u0647 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0644\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0645\u0646 \u0623\u062c\u0644:<\/p>\n\n\n\n
- \u064a\u0645\u0643\u0646 \u0644\u0644\u062f\u0648\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u0648\u0641\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u0623\u0628\u062d\u0627\u062b.
- \u0645\u0648\u0627\u062f \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/strong> \u2013 \u062a\u062a\u0645\u062a\u0639 \u0643\u0644 \u062f\u0648\u0644\u0629 \u0628\u062a\u0631\u0643\u064a\u0628\u0629 \u0641\u0631\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u0631\u0635\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0646\u0627\u0642\u0636\u0627\u062a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n
- \u062a\u0646\u0648\u0639 \u062c\u063a\u0631\u0627\u0641\u064a \u0645\u062d\u062f\u0648\u062f<\/strong> - \u064a\u062a\u0645 \u062c\u0645\u0639 \u0645\u0639\u0638\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0628\u0644\u062f\u0627\u0646\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n
- \u064a\u0642\u0644\u0644 \u0645\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644<\/strong> - \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0648\u0642\u0627\u0626\u064a\u0629 \u0645\u0647\u0645\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0623\u0631\u062e\u0635<\/strong> \u0645\u0646 \u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0637\u0627\u0631\u0626\u0629.
- \u0642\u064a\u0648\u062f \u0627\u0644\u0637\u0627\u0642\u0629<\/strong> - \u064a\u062c\u0628 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u062a\u0646\u0642\u0644\u0629 \u0623\u0648 \u0627\u0644\u0628\u0639\u064a\u062f\u0629 \u0645\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629.<\/li>\n\n\n\n
- \u0642\u0648\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629<\/strong> - \u0639\u0644\u0649 \u0639\u0643\u0633 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u062a\u062a\u0645\u062a\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 \u0628\u0642\u062f\u0631\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0642\u0644.<\/li>\n\n\n\n
- \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u2013 \u062a\u0633\u062a\u0637\u064a\u0639 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u0642\u0627\u0637 \u0635\u0648\u0631 \u0644\u0633\u0637\u062d \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u062d\u0641\u0631 \u0648\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0633\u0637\u062d \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n
- \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u0645\u0627\u0639\u064a\u0629<\/strong> - \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0641\u0642\u0637 \u0639\u0644\u0649 \u0641\u0631\u0642 \u0645\u0633\u062d \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0644\u062f\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0645\u0646 \u0627\u0644\u0633\u0627\u0626\u0642\u064a\u0646 \u0627\u0644\u064a\u0648\u0645\u064a\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0639\u0627\u0644\u064a\u0629<\/strong> \u2013 \u062d\u062a\u0649 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a\u060c \u064a\u062d\u0627\u0641\u0638 YOLOv8 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0632\u064a\u062f \u0639\u0646 300 \u0625\u0637\u0627\u0631 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u062d\u062f \u0623\u0633\u0631\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642.<\/li>\n<\/ul>\n\n\n\n
- \u062a\u0642\u0627\u0631\u0628 \u0623\u0633\u0631\u0639<\/strong> - \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0643\u064a\u0641\u064a\u0629 \u0636\u0628\u0637 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0639\u0644\u0645 YOLOv8 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0637\u0631\u0642.<\/li>\n<\/ul>\n\n\n\n
- \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u062a\u0643\u064a\u0641\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/strong> \u2013 \u062a\u0633\u0645\u062d \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u0648\u0647 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0628\u0634\u0643\u0644 \u0627\u0646\u062a\u0642\u0627\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0642\u0648\u0642 \u0648\u0627\u0644\u062d\u0641\u0631 \u0648\u062a\u0634\u0648\u0647\u0627\u062a \u0627\u0644\u0633\u0637\u062d \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u0644\u0637\u0642\u0633 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n<\/ul>\n\n\n\n
- \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0639\u0627\u0644\u064a\u0629<\/strong> \u2013 \u062a\u062a\u0636\u0645\u0646 \u0623\u062d\u062f\u062b \u0637\u0631\u0627\u0632\u0627\u062a YOLO \u0622\u0644\u064a\u0627\u062a \u0627\u0646\u062a\u0628\u0627\u0647 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0636\u0631\u0631 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong> \u2013 \u064a\u0645\u0643\u0646 \u0644\u0640 YOLO \u062a\u062d\u0644\u064a\u0644 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u0644\u0637\u0631\u0642 \u0645\u0646 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n
- ResNet (\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629)<\/strong> - \u064a\u062a\u063a\u0644\u0628 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u0637\u0631\u0642 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u0645\u064a\u0632\u0627\u062a<\/strong> - \u0639\u0644\u0649 \u0639\u0643\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0628\u064a\u0626\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n
- \u0648\u062d\u062f\u0629 Slim-Neck \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 GSConv<\/strong> - \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0643\u0634\u0641 \u0639\u0627\u0644\u064a \u0627\u0644\u0633\u0631\u0639\u0629<\/strong>:\u0639\u0644\u0649 \u0639\u0643\u0633 \u0646\u0645\u0627\u0630\u062c R-CNN \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0645\u0631\u064a\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u062a\u0642\u0648\u0645 YOLO \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u064a\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u0646 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629.<\/li>\n\n\n\n
- ResNet (\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629)<\/strong> - \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/li>\n\n\n\n
- \u0634\u0628\u0643\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 (VGGNet)<\/strong> - \u062a\u062a\u0645\u064a\u0632 \u0628\u062a\u0635\u0645\u064a\u0645\u0647\u0627 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631.<\/li>\n\n\n\n
- \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0646\u0634\u0631<\/strong>:\u0625\u0646 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u064a\u062a\u0637\u0644\u0628 \u0645\u0648\u0638\u0641\u064a\u0646 \u0645\u062f\u0631\u0628\u064a\u0646\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u064a\u062d\u062f \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0627\u0644\u0645\u0645\u0648\u0644\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f.<\/li>\n\n\n\n
- \u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0648\u0627\u0644\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a<\/strong>:\u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0622\u0644\u064a \u0639\u0644\u0649 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0645\u0648\u062d\u062f\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0644\u0644\u0635\u064a\u0627\u0646\u0629 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644.<\/li>\n\n\n\n
- \u0627\u0644\u0645\u0633\u062d \u0627\u0644\u0636\u0648\u0626\u064a \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f (LiDAR)<\/strong>:\u062a\u0646\u062a\u062c \u0623\u0646\u0638\u0645\u0629 LiDAR \u062e\u0631\u0627\u0626\u0637 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0641\u0635\u0644\u0629 \u0644\u0633\u0637\u062d \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0648\u062a\u0643\u062a\u0634\u0641 \u062d\u062a\u0649 \u0627\u0644\u0645\u062e\u0627\u0644\u0641\u0627\u062a \u0627\u0644\u0633\u0637\u062d\u064a\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u0627\u0644\u0634\u0642\u0648\u0642 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u062d\u0641\u0631 \u0641\u064a \u0645\u0631\u0627\u062d\u0644\u0647\u0627 \u0627\u0644\u0645\u0628\u0643\u0631\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/strong>:\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0637\u0631\u0642 \u0634\u0628\u0647 \u0627\u0644\u0622\u0644\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u062a\u0641\u0633\u064a\u0631\u064b\u0627 \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0631\u0642\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0633\u0631\u0639\u0629.<\/li>\n\n\n\n
- \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0627\u0642\u0636<\/strong>:\u064a\u062e\u062a\u0644\u0641 \u0627\u0644\u062d\u0643\u0645 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0646\u0627\u0642\u0636\u0627\u062a \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631. \u0648\u0642\u062f \u064a\u0635\u0646\u0641 \u0645\u0641\u062a\u0634\u0648\u0646 \u0645\u062e\u062a\u0644\u0641\u0648\u0646 \u0646\u0641\u0633 \u0627\u0644\u0639\u064a\u0628 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u0645\u0627 \u064a\u0624\u062b\u0631 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a.<\/li>\n\n\n\n
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