{"id":12824,"date":"2026-02-15T21:14:26","date_gmt":"2026-02-15T20:14:26","guid":{"rendered":"https:\/\/geopard.tech\/?p=12824"},"modified":"2026-02-15T21:14:26","modified_gmt":"2026-02-15T20:14:26","slug":"%d8%af%d9%88%d8%b1-%d8%a7%d9%84%d8%b4%d8%a8%d9%83%d8%a7%d8%aa-%d8%a7%d9%84%d8%b9%d8%b5%d8%a8%d9%8a%d8%a9-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a%d8%a9-%d8%a7%d9%84%d9%85%d8%af%d8%b1","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ar\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/","title":{"rendered":"\u062f\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 (NAS) \u0627\u0644\u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0646\u0634\u0631 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631"},"content":{"rendered":"<p>\u062a\u064f\u062d\u062f\u062b \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 (UAVs)\u060c \u0623\u0648 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629\u060c \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0635\u0648\u0631 \u062c\u0648\u064a\u0629 \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u062d\u0642\u0648\u0644. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0633\u062d \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0635\u062d\u062a\u0647\u0627\u060c \u0648\u0645\u0631\u062d\u0644\u0629 \u0646\u0645\u0648\u0647\u0627\u060c \u0648\u0627\u0644\u0622\u0641\u0627\u062a\u060c \u0648\u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0645\u062d\u0635\u0648\u0644. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0645\u062a\u0644\u0643 \u0627\u0644\u0635\u064a\u0646 \u0627\u0644\u0622\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 250 \u0623\u0644\u0641 \u0637\u0627\u0626\u0631\u0629 \u0632\u0631\u0627\u0639\u064a\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0642\u064a\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0641\u064a \u062a\u0627\u064a\u0644\u0627\u0646\u062f\u060c \u062a\u0645\u062a \u062a\u063a\u0637\u064a\u0629 \u062d\u0648\u0627\u0644\u064a 30% \u0645\u0646 \u0627\u0644\u0623\u0631\u0627\u0636\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0631\u0634 \u0623\u0648 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0628\u062d\u0644\u0648\u0644 \u0639\u0627\u0645 2023. \u062a\u062c\u0639\u0644 \u0647\u0630\u0647 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0628\u0633\u0631\u0639\u0629 (\u0645\u062b\u0644 \u062a\u0641\u0634\u064a \u0627\u0644\u0622\u0641\u0627\u062a \u0623\u0648 \u0625\u062c\u0647\u0627\u062f \u0627\u0644\u0645\u064a\u0627\u0647) \u0627\u0644\u062a\u064a \u0642\u062f \u064a\u062a\u0645 \u062a\u0641\u0648\u064a\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0636.<\/p>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0645\u062a\u0644\u0643 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0642\u062f\u0631\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0639\u0644\u0649 \u0645\u062a\u0646\u0647\u0627 \u0648\u0639\u0645\u0631 \u0628\u0637\u0627\u0631\u064a\u0629 \u0642\u0635\u064a\u0631. \u0648\u0644\u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u062a\u0634\u063a\u064a\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u064a\u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u064b\u0627. \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 (\u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c YOLO \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u062a\u0644\u0643 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 MobileNet) \u062a\u0644\u0628\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u062c\u0632\u0626\u064a\u064b\u0627 \u0641\u0642\u0637: \u0641\u0647\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0636\u062d\u064a \u0628\u0627\u0644\u062f\u0642\u0629 \u0623\u0648 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u062a\u062a\u0637\u0644\u0628 \u0636\u0628\u0637\u064b\u0627 \u064a\u062f\u0648\u064a\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627. \u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u062a\u062d\u0641\u0632 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0622\u0644\u064a \u0639\u0646 \u0628\u0646\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NAS) \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631: \u0648\u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u062a\u0635\u0645\u064a\u0645 \u0622\u0644\u064a\u0629 \u062a\u0635\u0645\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0645\u064a\u062f\u0627\u0646\u064a\u0627\u064b.<\/p>\n<p>\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u0644\u0627 \u0637\u064a\u0627\u0631 (\u0627\u0644\u062f\u0631\u0648\u0646\u0632) \u0644\u0645\u0633\u062d \u0627\u0644\u062d\u0642\u0648\u0644 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0642 \u0641\u0648\u0642 \u0645\u0633\u0627\u062d\u0627\u062a \u0648\u0627\u0633\u0639\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062f\u0631\u0648\u0646\u0632 \u062c\u0645\u0639 \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0644\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0648\u0627\u0644\u062a\u0631\u0628\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062d\u0642\u0648\u0644. \u064a\u062a\u0645 \u062a\u063a\u0630\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631 \u0628\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0648\u062a\u0642\u062f\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 (\u0645\u062b\u0644 \u0639\u062f \u0627\u0644\u062b\u0645\u0627\u0631 \u0623\u0648 \u0627\u0644\u0633\u0646\u0627\u0628\u0644)\u060c \u0623\u0648 \u062a\u0643\u062a\u0634\u0641 \u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0628\u0643\u0631\u0629 \u0644\u0644\u0645\u0631\u0636 \u0623\u0648 \u0646\u0642\u0635 \u0627\u0644\u0645\u063a\u0630\u064a\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0633\u0645\u062d \u0627\u0644\u062f\u0631\u0648\u0646\u0632 \u0628\u0627\u0644\u0631\u0634 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 \u0644\u0645\u0628\u064a\u062f\u0627\u062a \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0639\u0644\u0649 \u0628\u0642\u0639 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u062f \u0627\u0644\u0643\u064a\u0645\u064a\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/p>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0645\u062a\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 (\u0648\u0627\u0644\u062a\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0628\u0636\u0639\u0629 \u0648\u0627\u0637 \u0645\u0646 \u0627\u0644\u0637\u0627\u0642\u0629) \u062a\u0643\u0627\u0641\u062d \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0633\u0631\u0639\u0629 \u0627\u0644\u0637\u064a\u0631\u0627\u0646. \u0647\u0630\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a: \u0625\u0630\u0627 \u0627\u0643\u062a\u0634\u0641\u062a \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u0634\u0643\u0644\u0629\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0628\u0633\u0631\u0639\u0629 \u0623\u0648 \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0628\u0644 \u0646\u0641\u0627\u062f \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629. \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0643\u0648\u0627\u0634\u0641 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c YOLOv8 nano\u060c YOLO-tiny\u060c MobileNets) \u064a\u062f\u0648\u064a\u064b\u0627 \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0636\u0645\u0646 \u0645\u0641\u0627\u0636\u0644\u0627\u062a: \u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0635\u063a\u0631 \u064a\u0633\u0631\u0651\u0639 \u062a\u0634\u063a\u064a\u0644\u0647\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0636\u0631 \u0628\u0627\u0644\u062f\u0642\u0629.<\/p>\n<p>\u0648\u0646\u062a\u064a\u062c\u0629 \u0644\u0630\u0644\u0643\u060c \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0645\u0627\u0633\u0629 \u0644\u0637\u0631\u0642 \u062a\u062c\u062f \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0645\u0643\u0646 \u0641\u064a \u0638\u0644 \u0642\u064a\u0648\u062f \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u064a\u062a\u0646\u0627\u0633\u0628 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u062c\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0645\u0648\u0627\u0631\u062f (\u0627\u0644\u0643\u0645\u0648\u0646\u060c \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0627\u0644\u0630\u0627\u0643\u0631\u0629) \u0628\u0634\u0643\u0644 \u0645\u0634\u062a\u0631\u0643 \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u062a\u0642\u062f\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062e\u0635\u0635\u0629 \u062a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062f\u0642\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644.<\/p>\n<h2>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644<\/h2>\n<p>\u062a\u0624\u062f\u064a \u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0623\u0647\u0648\u0644\u0629 \u0645\u0647\u0627\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0628\u0635\u0631\u064a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u062a\u0637\u0644\u0628\u0627\u062a\u0647 \u0627\u0644\u062e\u0627\u0635\u0629:<\/p>\n<p><strong>1. \u0635\u062d\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0648\u0643\u0634\u0641 \u0627\u0644\u0625\u062c\u0647\u0627\u062f:<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0643\u0627\u0645\u064a\u0631\u0627\u062a RGB \u0623\u0648 \u062d\u0631\u0627\u0631\u064a\u0629 \u0623\u0648 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0637\u064a\u0627\u0641 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u0645\u062c\u0647\u062f\u0629 \u0623\u0648 \u0646\u0642\u0635 \u0627\u0644\u0645\u063a\u0630\u064a\u0627\u062a \u0623\u0648 \u0623\u0639\u0631\u0627\u0636 \u0627\u0644\u0623\u0645\u0631\u0627\u0636. \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u062d\u0642\u0648\u0644\u060c \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u064a \u0623\u0648 \u0627\u0644\u062a\u0633\u0645\u064a\u062f. \u064a\u0633\u0645\u062d \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0646 \u0639\u0644\u0627\u0645\u0627\u062a \u0625\u062c\u0647\u0627\u062f \u0627\u0644\u0646\u0628\u0627\u062a \u0628\u0627\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0625\u0646\u0642\u0627\u0630 \u0627\u0644\u0645\u062d\u0635\u0648\u0644.<\/p>\n<p><strong>2. \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629:<\/strong> \u0625\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0628\u0631\u0634 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u063a\u0648\u0628 \u0641\u064a\u0647\u0627 \u0641\u0642\u0637\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0645\u0628\u064a\u062f\u0627\u062a \u0627\u0644\u0623\u0639\u0634\u0627\u0628. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u062f\u0631\u0627\u0633\u0629 \u0639\u0644\u0649 \u062d\u0642\u0648\u0644 \u0627\u0644\u0642\u0637\u0646 \u0635\u0648\u0631\u064b\u0627 \u0645\u0646 \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u0639 \u0643\u0627\u0634\u0641 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 YOLOv7 \u0648\u062d\u0642\u0642\u062a \u062d\u0648\u0627\u0644\u064a 83% \u062f\u0642\u0629 \u0641\u064a \u0641\u0635\u0644 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0639\u0646 \u0627\u0644\u0642\u0637\u0646. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0644\u0627 \u064a\u0632\u0627\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u0628\u0647 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0635\u0631\u064a\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"12832\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/uav-object-detection-requirements-in-crop-monitoring\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/UAV-Object-Detection-Requirements-in-Crop-Monitoring.jpg?fit=1024%2C997&amp;ssl=1\" data-orig-size=\"1024,997\" data-comments-opened=\"1\" data-image-title=\"UAV Object Detection Requirements in Crop Monitoring\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/UAV-Object-Detection-Requirements-in-Crop-Monitoring.jpg?fit=1024%2C997&amp;ssl=1\" class=\"alignnone size-full wp-image-12832\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/UAV-Object-Detection-Requirements-in-Crop-Monitoring.jpg?resize=810%2C789&#038;ssl=1\" alt=\"\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\" width=\"810\" height=\"789\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/UAV-Object-Detection-Requirements-in-Crop-Monitoring.jpg?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/UAV-Object-Detection-Requirements-in-Crop-Monitoring.jpg?resize=300%2C292&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/UAV-Object-Detection-Requirements-in-Crop-Monitoring.jpg?resize=768%2C748&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>3. \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0622\u0641\u0627\u062a \u0648\u0627\u0644\u0623\u0645\u0631\u0627\u0636:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u062a\u0641\u0634\u064a \u0627\u0644\u0622\u0641\u0627\u062a (\u0645\u062b\u0644 \u0627\u0644\u062c\u0631\u0627\u062f \u0623\u0648 \u0627\u0644\u062d\u0634\u0631\u0627\u062a \u0623\u0648 \u0644\u0641\u062d\u0629 \u0627\u0644\u0641\u0637\u0631\u064a\u0627\u062a) \u0641\u064a \u0648\u0642\u062a \u0645\u0628\u0643\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0628\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u062f\u0627\u0645. \u062a\u062f\u0639\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0623\u064a\u0636\u064b\u0627 \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0644\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u0635\u0627\u0628\u0629 \u0628\u0627\u0644\u0622\u0641\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0637\u064a\u0627\u0641\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0651\u0646 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 (RGB) \u0648\u062d\u062f\u0647\u0627. \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0646 \u0627\u0644\u0622\u0641\u0627\u062a \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0645\u0646\u0639 \u0627\u0646\u062a\u0634\u0627\u0631\u0647\u0627.<\/p>\n<p><strong>4. \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0639\u0627\u0626\u062f:<\/strong> \u064a\u0633\u0627\u0639\u062f \u0639\u062f \u0627\u0644\u0641\u0648\u0627\u0643\u0647 \u0623\u0648 \u0631\u0624\u0648\u0633 \u0627\u0644\u062d\u0628\u0648\u0628 \u0623\u0648 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0645\u0646 \u0627\u0644\u062c\u0648 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0643\u0645\u064a\u0627\u062a \u0627\u0644\u062d\u0635\u0627\u062f. \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062a\u0641\u0627\u062d \u0623\u0648 \u0627\u0644\u0628\u0637\u064a\u062e \u0623\u0648 \u0631\u0624\u0648\u0633 \u0627\u0644\u0642\u0645\u062d \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u062a\u0633\u0631\u064a\u0639 \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0644\u062d\u0633\u0627\u0628 \u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0628\u0637\u064a\u062e \u0641\u064a \u0627\u0644\u062d\u0642\u0648\u0644.<\/p>\n<p><strong>5. \u0627\u0644\u0645\u0633\u062d \u0648\u0631\u0633\u0645 \u0627\u0644\u062e\u0631\u0627\u0626\u0637:<\/strong> \u0643\u0645\u0627 \u062a\u0646\u0634\u0626 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u062e\u0631\u0627\u0626\u0637 \u0645\u064a\u062f\u0627\u0646\u064a\u0629 (\u0627\u0644\u062a\u0636\u0627\u0631\u064a\u0633\u060c \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u062a\u0631\u0628\u0629) \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0632\u0631\u0627\u0639\u0629. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u0627\u0643\u062a\u0634\u0627\u0641\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0625\u0644\u0627 \u0623\u0646 \u0647\u0630\u0627 \u064a\u0634\u0643\u0644 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631.<\/p>\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064b\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627: \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u062a\u062d\u0644\u0642 \u0641\u0648\u0642 \u0627\u0644\u062d\u0642\u0648\u0644 \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0641\u0648\u0631\u064b\u0627 (\u0639\u062f\u0629 \u0625\u0637\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629) \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 (\u0645\u062b\u0644 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0623\u0648 \u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u0631\u0634\u0627\u0634) \u0639\u0644\u0649 \u0627\u0644\u0641\u0648\u0631. \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0623\u062e\u0631\u0649\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0623\u062e\u064a\u0631\u0627\u062a \u0627\u0644\u0637\u0641\u064a\u0641\u0629 (\u062b\u0648\u0627\u0646\u064d) \u0645\u0642\u0628\u0648\u0644\u0629 \u0625\u0630\u0627 \u062a\u0645 \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0639\u062f \u0627\u0644\u0647\u0628\u0648\u0637.<\/p>\n<p>\u0628\u0634\u0643\u0644 \u0647\u0627\u0645\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0639\u0627\u0644\u062c \u0631\u0624\u064a\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0628\u064a\u0626\u064a: \u0636\u0648\u0621 \u0627\u0644\u0634\u0645\u0633 \u0627\u0644\u0633\u0627\u0637\u0639\u060c \u0627\u0644\u0638\u0644\u0627\u0644\u060c \u0636\u0628\u0627\u0628\u064a\u0629 \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u062d\u0641\u0632\u0629 \u0628\u0627\u0644\u0631\u064a\u0627\u062d\u060c \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u0628\u0633\u0628\u0628 \u062a\u062f\u0627\u062e\u0644 \u0627\u0644\u0623\u0648\u0631\u0627\u0642\u060c \u0623\u0648 \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0648\u0627\u0644\u0632\u0627\u0648\u064a\u0629. \u062a\u062e\u062a\u0644\u0641 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a (\u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0627\u0644\u0642\u0631\u064a\u0628\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0622\u0641\u0627\u062a \u0627\u0644\u0628\u0639\u064a\u062f\u0629)\u060c \u0644\u0630\u0644\u0643 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0639\u0627\u0645\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0645\u0639 \u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633.<\/p>\n<p>\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u062a\u062a\u0636\u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u062a\u0623\u062e\u064a\u0631 \u0648\u0627\u0644\u0637\u0627\u0642\u0629. \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062f\u0642\u0629 \u0643\u0634\u0641 \u0639\u0627\u0644\u064a\u0629 \u0644\u062a\u062c\u0646\u0628 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0623\u0648 \u0627\u0644\u0622\u0641\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 \u0634\u0628\u0643\u0629 \u0639\u0645\u064a\u0642\u0629 \u062c\u062f\u064b\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u062a\u0646\u0632\u0641 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0628\u0633\u0631\u0639\u0629. \u0644\u0630\u0644\u0643\u060c \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0633\u0631\u064a\u0639\u064b\u0627 \u0648\u0641\u0639\u0627\u0644\u0627\u064b \u0644\u0644\u0637\u0627\u0642\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062f\u0642\u062a\u0647 \u0627\u0644\u0643\u0627\u0641\u064a\u0629 \u0644\u0644\u0645\u0647\u0645\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0635\u0627\u0631\u0645\u0629 \u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0633\u0628\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062e\u0635\u0635\u0629 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629.<\/p>\n<h2>\u0643\u0648\u0627\u0634\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631<\/h2>\n<p>\u0643\u0627\u0634\u0641\u0627\u062a \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0647\u064a \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062d\u062f\u0648\u062f\u0629. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u064a\u0627\u0643\u0644 \u0623\u0633\u0627\u0633\u064a\u0629 \u0635\u063a\u064a\u0631\u0629 (\u0645\u062b\u0644 MobileNet \u0623\u0648 ShuffleNet)\u060c \u0623\u0648 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0639\u062f\u062f \u0637\u0628\u0642\u0627\u062a\u0647\u0627\u060c \u0623\u0648 \u062a\u0628\u0633\u0637 \u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0627\u0644\u0631\u0642\u0628\u0629\/\u0627\u0644\u0631\u0623\u0633. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u062a\u0636\u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0639\u0627\u0626\u0644\u0629 YOLO \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u201c\u0646\u0627\u0646\u0648\u201d \u0648 \u201c\u062a\u0627\u064a\u0646\u064a\u201d (\u0645\u062b\u0644 YOLOv8n\u060c YOLOv5s) \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0648\u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0644\u064a\u0627\u062a \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0642\u0644 (FLOPs).<\/p>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0643\u0648\u0627\u0634\u0641 \u0628\u0633\u0631\u0639\u0629 \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062f\u0645\u062c\u0629 \u0645\u062b\u0644 NVIDIA Jetson Nano \u0623\u0648 Google Coral. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0643\u0627\u0646 Ag-YOLO \u0643\u0627\u0634\u0641\u064b\u0627 \u0645\u062e\u0635\u0635\u064b\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 YOLO \u0644\u0645\u0632\u0627\u0631\u0639 \u0646\u062e\u064a\u0644 \u0627\u0644\u062a\u0645\u0631\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 36.5 \u0625\u0637\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 Intel Neural Compute Stick 2 (\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 1.5 \u0648\u0627\u062a \u0641\u0642\u0637) \u0648\u062d\u0642\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 (F1 = 0.9205). \u0627\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u062f\u062f\u064b\u0627 \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u062d\u0648\u0627\u0644\u064a 12 \u0645\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 YOLOv3-Tiny \u0645\u0639 \u0645\u0636\u0627\u0639\u0641\u0629 \u0633\u0631\u0639\u062a\u0647.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"12833\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/lightweight-object-detectors-for-uav-platforms\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Lightweight Object Detectors for UAV Platforms\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-12833\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u0643\u0648\u0627\u0634\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Lightweight-Object-Detectors-for-UAV-Platforms.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u062a\u0648\u0636\u062d \u0647\u0630\u0647 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c: \u062a\u0642\u0644\u064a\u0644 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0648 \u062a\u0639\u0642\u064a\u062f\u0647 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0623\u0648 \u0627\u0644\u0642\u0646\u0648\u0627\u062a) \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0633\u0631\u0639 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0644\u0643\u0646\u0647 \u0642\u062f \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062f\u0642\u0629. \u0636\u062d\u0649 Ag-YOLO \u0628\u0628\u0639\u0636 \u0627\u0644\u0642\u062f\u0631\u0629 \u0644\u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629\u060c \u0648\u0645\u0639 \u0630\u0644\u0643 \u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u062f\u0631\u062c\u0629 F1 \u0639\u0627\u0644\u064a\u0629 \u0628\u0644\u063a\u062a 0.92 \u0641\u064a \u0645\u0647\u0645\u062a\u0647.<\/p>\n<p>\u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c \u062a\u0645\u062a \u0645\u0642\u0627\u0631\u0646\u0629 \u062b\u0644\u0627\u062b\u0629 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u0646 YOLOv7 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629: \u062d\u0642\u0642 YOLOv7 \u0627\u0644\u0643\u0627\u0645\u0644 \u062f\u0642\u0629% 83\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0646\u062e\u0641\u0636\u062a \u0634\u0628\u0643\u0629 YOLOv7-w6 \u0627\u0644\u0623\u0635\u063a\u0631 \u0625\u0644\u0649 \u062f\u0642\u0629% 63. \u064a\u0648\u0636\u062d \u0647\u0630\u0627 \u0623\u062d\u062f \u0642\u064a\u0648\u062f \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0639\u0627\u0645\u0629: \u0642\u062f \u0644\u0627 \u062a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u064f\u062d\u0633\u0651\u0646\u0629 \u0644\u0628\u064a\u0626\u0629 \u0645\u0639\u064a\u0646\u0629 \u0623\u0648 \u0646\u0648\u0639 \u0643\u0627\u0626\u0646 \u0645\u0639\u064a\u0646 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0639\u0644\u0649 \u0628\u064a\u0626\u0629 \u0623\u062e\u0631\u0649. \u0642\u062f \u064a\u0641\u0648\u062a \u062c\u0647\u0627\u0632 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u0635\u063a\u064a\u0631\u0647 \u0644\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u0627\u0644\u0645\u0645\u0648\u0647\u0629)\u060c \u0645\u0645\u0627 \u064a\u0636\u0631 \u0628\u0627\u0644\u0635\u0644\u0627\u0628\u0629 \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0645\u062a\u0641\u0627\u0648\u062a\u0629.<\/p>\n<p>\u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629\u060c \u0642\u062f \u0644\u0627 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0639\u0627\u0645\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u062f\u0648\u0646 \u062a\u0639\u062f\u064a\u0644 \u0625\u0636\u0627\u0641\u064a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u0644\u0627 \u064a\u062a\u0639\u0627\u0645\u0644 \u0646\u0645\u0648\u0630\u062c YOLOv7 \u0627\u0644\u0645\u062f\u0631\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0627\u0626\u0639\u0629 \u0645\u0639 \u0627\u0644\u0623\u0646\u0633\u062c\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0634\u0643\u0644 \u0645\u062b\u0627\u0644\u064a. \u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u0647\u0645\u0629 \u0648\u0627\u0644\u0645\u0646\u0635\u0629 \u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u0639\u062f \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u064a\u062f\u0648\u064a (\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0637\u0628\u0642\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643) \u0644\u0643\u0644 \u0646\u0648\u0639 \u062c\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0623\u0648 \u0635\u0646\u0641 \u0645\u062d\u0635\u0648\u0644\u064a \u0643\u062b\u064a\u0641 \u0627\u0644\u0639\u0645\u0627\u0644\u0629. \u0647\u0630\u0627 \u064a\u062d\u0641\u0632 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0622\u0644\u064a\u0629 - \u0645\u062b\u0644 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 - \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0644\u0645\u0646\u0635\u0629 \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u0639\u064a\u0646\u0629 \u0648\u062a\u0637\u0628\u064a\u0642 \u0632\u0631\u0627\u0639\u064a \u0645\u0639\u064a\u0646.<\/p>\n<h2>\u0628\u062d\u062b \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631<\/h2>\n<p>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0622\u0644\u064a \u0639\u0646 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NAS) \u0647\u0648 \u0637\u0631\u064a\u0642\u0629 \u0622\u0644\u064a\u0629 \u0644\u062a\u0635\u0645\u064a\u0645 \u0628\u0646\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a\u060c \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u064a\u062f\u0648\u064a\u0627\u064b\u060c \u064a\u0633\u062a\u062e\u062f\u0645 NAS \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a (\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632\u060c \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0637\u0648\u0631\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u062c) \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0633\u0627\u062d\u0629 \u0645\u0646 \u0627\u0644\u062a\u0635\u0627\u0645\u064a\u0645 \u0627\u0644\u0645\u0645\u0643\u0646\u0629 \u0648\u0625\u064a\u062c\u0627\u062f \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062d\u0633\u0646 \u0647\u062f\u0641\u0627\u064b \u0645\u062e\u062a\u0627\u0631\u0627\u064b (\u0645\u062b\u0644 \u0627\u0644\u062f\u0642\u0629).<\/p>\n<p>\u062a\u0645 \u0628\u0627\u0644\u0641\u0639\u0644 \u062a\u0637\u0628\u064a\u0642 NAS \u0644\u0625\u0646\u0634\u0627\u0621 \u0634\u0628\u0643\u0627\u062a \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0643\u0627\u0646 MnasNet \u0645\u0646 Google \u0645\u0646 \u0623\u0648\u0627\u0626\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a NAS \u201c\u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0645\u0646\u0635\u0629\u201d \u0627\u0644\u062a\u064a \u062a\u0636\u0645\u0646\u062a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0644\u062c\u0647\u0627\u0632 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0627\u0644\u0647\u062f\u0641. \u0642\u0627\u0633 MnasNet \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0647\u0627\u062a\u0641 Google Pixel \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0631\u0634\u062d \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0628\u062d\u062b\u060c \u0648\u0648\u0627\u0648\u0627\u0632\u0646 \u0627\u0644\u062f\u0642\u0629 \u0645\u0642\u0627\u0628\u0644 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0642\u0627\u0633 \u0647\u0630\u0627. \u0648\u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0639\u0627\u0626\u0644\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0633\u0631\u064a\u0639\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629\u060c \u0648\u062a\u0641\u0648\u0642\u062a \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c MobileNets \u0648NASNet \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u0639\u0644\u0649 ImageNet.<\/p>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0631\u0643\u0632 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0628\u0646\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 (NAS) \u0645\u062b\u0644 MnasNet \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 (\u062a\u0635\u0646\u064a\u0641 \u0635\u0648\u0631 ImageNet \u0623\u0648 \u0627\u0643\u062a\u0634\u0627\u0641 \u0643\u0627\u0626\u0646\u0627\u062a COCO) \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629). \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0623\u0643\u062b\u0631 \u062a\u062e\u0635\u0635\u0627\u064b. \u0646\u0631\u064a\u062f \u0643\u0627\u0634\u0641\u0627\u062a \u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0641\u0626\u0627\u062a \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629 (\u0646\u0628\u0627\u062a\u0627\u062a\u060c \u0623\u0639\u0634\u0627\u0628 \u0636\u0627\u0631\u0629\u060c \u0622\u0641\u0627\u062a) \u0648\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0645\u0644\u0641 \u062a\u0639\u0631\u064a\u0641 \u0631\u062d\u0644\u0627\u062a\u0647\u0627. \u0642\u062f \u064a\u0647\u0645\u0644 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0628\u0646\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u0630\u064a \u064a\u062d\u0633\u0651\u0646 \u0627\u0644\u062f\u0642\u0629 \u0623\u0648 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0639\u0627\u0645 \u0641\u0642\u0637 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u0642\u064a\u0648\u062f \u0627\u0644\u0637\u0627\u0642\u0629.<\/p>\n<p>\u0623\u064a\u0636\u064b\u0627\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0637\u0631\u0642 NAS \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 (\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0623\u064a\u0627\u0645\u064b\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a GPU \u0643\u0628\u064a\u0631\u0629)\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u062f\u0627\u0626\u0645\u064b\u0627 \u0644\u0628\u0627\u062d\u062b\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629. \u0644\u0630\u0644\u0643\u060c \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0644\u0623\u0637\u0631 \u0639\u0645\u0644 NAS \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0647\u0645\u0629 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0645\u0639\u0627\u064a\u064a\u0631 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0623\u0646 \u062a\u0643\u0648\u0646 \u0641\u0639\u0627\u0644\u0629 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646.<\/p>\n<p>\u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u064a\u0639\u062a\u0628\u0631 \u0627\u0644\u0648\u0639\u064a \u0628\u0627\u0644\u0642\u064a\u0648\u062f \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629: \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0646\u0638\u0627\u0645 NAS \u0648\u0627\u0639\u064a\u064b\u0627 \u0628\u0642\u064a\u0648\u062f \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 (\u0639\u0644\u0649 \u063a\u0631\u0627\u0631 MnasNet) \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0637\u064a\u0631\u0627\u0646. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0628\u062d\u062b \u0628\u0637\u064a\u0626\u064b\u0627 \u062c\u062f\u064b\u0627 \u0623\u0648 \u062a\u062c\u0627\u0647\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0641\u0642\u062f \u0644\u0627 \u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0627\u062a\u062c \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0641\u064a \u0627\u0644\u0645\u064a\u062f\u0627\u0646.<\/p>\n<p>\u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u062a\u062a\u0636\u0645\u0646 \u0634\u0628\u0643\u0629 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 (NAS) \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u062c\u0648\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0623\u0647\u0648\u0644\u0629 (UAV) \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0628\u062d\u062b. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0631\u0621 \u0642\u064a\u0627\u0633 \u0645\u0639\u062f\u0644 \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0643\u0627\u0634\u0641 \u0627\u0644\u0645\u0631\u0634\u062d \u0639\u0644\u0649 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0641\u0639\u0644\u064a (\u0645\u062b\u0644 NVIDIA Jetson) \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0643\u062f\u0631\u062c\u0629. \u0647\u0630\u0627 \u064a\u062a\u0646\u0627\u0642\u0636 \u0645\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0643\u0644\u0627\u0621 \u0628\u0633\u064a\u0637\u064a\u0646 \u0645\u062b\u0644 FLOPs\u060c \u0648\u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0644\u062a\u0642\u0637 \u0627\u0644\u0633\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/p>\n<p>\u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 NAS \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u063a\u0644 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062c\u0647\u0627\u0632 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0648\u062c\u0647. \u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u062a\u0642\u062f\u0645 NAS \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0643\u0627\u0634\u0641\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629\u060c \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u062a\u0643\u064a\u064a\u0641\u0647\u0627 \u0644\u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0643\u0641\u0627\u0621\u0629.<\/p>\n<h2>\u0634\u0628\u0643\u0627\u062a NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631: \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/h2>\n<p>\u064a\u0648\u0633\u0639 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0646\u0634\u0631 (Deployment-aware NAS) \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629 (hardware-aware NAS) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0636\u0645\u064a\u0646 \u0633\u064a\u0627\u0642 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0635\u0645\u064a\u0645. \u0628\u0639\u0628\u0627\u0631\u0629 \u0623\u062e\u0631\u0649\u060c \u0641\u0647\u0648 \u0644\u0627 \u064a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0641\u0642\u0637 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 (\u0633\u0631\u0639\u0629 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629\/\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u062d\u062f\u0648\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0637\u0627\u0642\u0629)\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0645\u0627 \u0633\u062a\u0648\u0627\u062c\u0647\u0647 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0641\u0639\u0644\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u064a\u062f\u0627\u0646. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0635\u0631\u064a\u062d \u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u060c \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0627\u0644\u062d\u062c\u0645 \u0644\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0643\u0644 \u0630\u0644\u0643 \u0645\u0639 \u0627\u0644\u0633\u0639\u064a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0639\u0627\u0644\u064a\u0629.<\/p>\n<p>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0623\u062b\u0646\u0627\u0621 NAS\u060c \u064a\u0645\u0643\u0646 \u0646\u0634\u0631 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0631\u0634\u062d \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 Jetson Nano \u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0627\u0644\u0645\u0633\u064a\u0651\u0631\u0629 \u0648\u062a\u0633\u062c\u064a\u0644 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629. \u064a\u0633\u0627\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0641\u064a \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0628\u062d\u062b \u0646\u062d\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0644\u0628\u064a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0646\u0634\u0631 \u0641\u0639\u0644\u064a\u064b\u0627.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"12834\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/deployment-aware-nas-core-principles\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Deployment-Aware NAS Core Principles\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-12834\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u0634\u0628\u0643\u0627\u062a NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631: \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Deployment-Aware-NAS-Core-Principles.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u064a\u0631\u0643\u0632 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u064a \u0627\u0644\u0648\u0627\u0639\u064a \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629 (\u0645\u062b\u0644 MnasNet) \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062c\u0647\u0627\u0632\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0630\u0647\u0628 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u064a \u0627\u0644\u0648\u0627\u0639\u064a \u0628\u0627\u0644\u0646\u0634\u0631 \u0625\u0644\u0649 \u0623\u0628\u0639\u062f \u0645\u0646 \u0630\u0644\u0643: \u0641\u0642\u062f \u064a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u062e\u0635\u0627\u0626\u0635 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a (\u0645\u062b\u0644 \u062f\u0642\u0629 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0648\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0637\u064a\u0641 \u0627\u0644\u0645\u062a\u0639\u062f\u062f) \u0648\u0623\u0647\u062f\u0627\u0641 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 (\u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629). \u064a\u0645\u0643\u0646\u0647 \u062d\u062a\u0649 \u062f\u0645\u062c \u0642\u064a\u0648\u062f \u0627\u0644\u0637\u064a\u0631\u0627\u0646 \u0645\u062b\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0633\u0645\u0648\u062d \u0628\u0647\u0627 \u0623\u0648 \u062a\u0636\u0645\u064a\u0646 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0627\u0647\u062a\u0632\u0627\u0632 \u0627\u0644\u0631\u064a\u0627\u062d \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0623\u0648 \u0636\u0628\u0627\u0628\u064a\u0629 \u0627\u0644\u062d\u0631\u0643\u0629.<\/p>\n<p>\u0642\u062f \u062a\u0639\u0627\u0642\u0628 \u0634\u0628\u0643\u0627\u062a NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u062a\u064a \u062a\u062a\u062c\u0627\u0648\u0632\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0637\u0627\u0642\u0629 5 \u0648\u0627\u0637 \u0623\u0648 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u064a\u0645\u062a\u0644\u0643\u0647 \u0627\u0644\u062f\u0631\u0648\u0646. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643\u060c \u064a\u0645\u064a\u0644 \u0627\u0644\u0628\u062d\u062b \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a \u0646\u062d\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0645\u064a\u062f\u0627\u0646\u064a \u0644\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0641\u064a \u062c\u0648\u0647\u0631\u0647\u0627\u060c \u064a\u062a\u0639\u0644\u0642 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0628\u0625\u063a\u0644\u0627\u0642 \u0627\u0644\u062d\u0644\u0642\u0629 \u0628\u064a\u0646 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u0646\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0639\u0644\u0649 \u062d\u062f\u0629 \u0648\u0627\u0644\u0623\u0645\u0644 \u0641\u064a \u0623\u0646 \u062a\u0639\u0645\u0644\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u062a\u0636\u0645\u0646 \u0628\u0634\u0643\u0644 \u0645\u0646\u0647\u062c\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0628\u062d\u062b.<\/p>\n<p>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u062e\u062f\u0645 Kerec \u0648\u0622\u062e\u0631\u0648\u0646 (2026) \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0637\u0631 \u0644\u0644\u0628\u062d\u062b \u0639\u0646 \u0643\u0627\u0634\u0641 \u0637\u0627\u0626\u0631\u0627\u062a \u0645\u0633\u064a\u0631\u0629: \u0641\u0642\u062f \u0628\u0646\u0648\u0627 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 YOLOv8n \u0648\u0644\u0643\u0646\u0647\u0645 \u0623\u062f\u0631\u062c\u0648\u0627 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 Jetson Nano \u0648\u0637\u0627\u0642\u062a\u0647 \u0641\u064a \u0627\u0644\u0628\u062d\u062b. \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0627\u062a\u062c \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649% \u062c\u064a\u062c\u0627\u0641\u0644\u0648\u0628\u0633 \u0623\u0642\u0644 \u0648% \u0645\u0639\u0644\u0645\u0629 \u0623\u0642\u0644 \u0628\u0646\u0633\u0628\u0629 61 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 YOLOv8n\u060c \u0645\u0639 \u0627\u0646\u062e\u0641\u0627\u0636 \u0628\u0646\u0633\u0628\u0629 1.96 \u0641\u0642\u0637 \u0641\u064a mAP. \u0647\u0630\u0627 \u064a\u0648\u0636\u062d \u0628\u0648\u0636\u0648\u062d \u0643\u064a\u0641 \u0648\u062c\u0647\u062a \u0642\u064a\u0648\u062f \u0627\u0644\u0646\u0634\u0631 NAS \u0625\u0644\u0649 \u0634\u0628\u0643\u0629 \u0623\u062e\u0641 \u0648\u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631.<\/p>\n<h2>\u062f\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0640 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0623\u0646 \u064a\u062d\u0633\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0643\u0648\u0627\u0634\u0641 \u0644\u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0641\u0636\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0631\u0641\u064a\u0639\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0627\u0644\u0636\u064a\u0642\u0629 \u0623\u0648 \u0634\u062a\u0644\u0627\u062a \u0627\u0644\u0630\u0631\u0629 \u0627\u0644\u0631\u0641\u064a\u0639\u0629) \u0623\u0648 \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0648\u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u062a\u0631\u0628\u0629. \u064a\u0645\u0643\u0646\u0647 \u062a\u0639\u062f\u064a\u0644 \u0639\u0645\u0642 \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0637\u064a\u0631\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a: \u0639\u0644\u0649 \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u0646\u062e\u0641\u0636\u060c \u062a\u0645\u0644\u0623 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u062a\u0641\u0627\u0635\u064a\u0644 \u062f\u0642\u064a\u0642\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u0639\u0644\u0649 \u0627\u0631\u062a\u0641\u0627\u0639 \u0623\u0639\u0644\u0649 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u062c\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0635\u063a\u064a\u0631. \u064a\u0645\u0643\u0646 \u0644\u0640 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u062a\u0631\u0645\u064a\u0632 \u0647\u0630\u0647 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0628\u062d\u062b\u0647.<\/p>\n<p>\u0627\u0644\u0633\u0631\u0639\u0629 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u064a\u062f\u0627\u0646. \u062a\u062e\u064a\u0644 \u0623\u0646 \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u062a\u0643\u062a\u0634\u0641 \u062a\u0641\u0634\u064a \u0622\u0641\u0629\u061b \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0633\u0631\u064a\u0639\u064b\u0627 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0645\u0639\u062f\u0644\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c 30 \u0625\u0637\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0641\u064a\u0645\u0643\u0646\u0647 \u062a\u0646\u0628\u064a\u0647 \u0627\u0644\u0637\u064a\u0627\u0631 \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0625\u062c\u0631\u0627\u0621 \u0639\u0644\u0627\u062c \u0641\u0648\u0631\u064a. \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c \u0643\u0627\u0646 \u0646\u0645\u0648\u0630\u062c \u0645\u0635\u0645\u0645 \u0628\u0640 NAS \u0623\u0633\u0631\u0639 \u0628\u0645\u0642\u062f\u0627\u0631 28% \u0639\u0644\u0649 Jetson Nano \u0645\u0646 YOLOv8n \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0648\u0630\u0644\u0643 \u0628\u0641\u0636\u0644 \u0628\u0646\u064a\u062a\u0647 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629. \u0643\u0645\u0627 \u0623\u0646\u0647 \u0627\u0633\u062a\u062e\u062f\u0645 \u0637\u0627\u0642\u0629 \u0623\u0642\u0644 \u0628\u0645\u0642\u062f\u0627\u0631 18.5% \u062a\u062d\u062a ONNX runtime\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0637\u064a\u0631 \u0644\u0641\u062a\u0631\u0629 \u0623\u0637\u0648\u0644 \u0628\u0646\u0641\u0633 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0627\u0633\u0628 \u062a\u062c\u0639\u0644 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0637\u064a\u0631\u0627\u0646 \u0623\u0643\u062b\u0631 \u062c\u062f\u0648\u0649 \u0648\u062a\u0645\u062a\u062f \u0645\u062f\u0629 \u0627\u0644\u0645\u0647\u0645\u0629.<\/p>\n<p>\u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0641\u0627\u0626\u062f\u0629 \u0623\u062e\u0631\u0649. \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 NAS \u0627\u0644\u0648\u0627\u0639\u064a \u0628\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u064a\u062a\u0636\u0645\u0646 \u062a\u0642\u064a\u064a\u0645\u064b\u0627 \u0641\u0639\u0644\u064a\u064b\u0627 \u0644\u0644\u062c\u0647\u0627\u0632\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0634\u0645\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0645\u062a\u0641\u0627\u0648\u062a\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u064a\u062d\u0627\u0643\u064a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0623\u0648 \u064a\u062a\u0636\u0645\u0646 \u0635\u0648\u0631 \u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0641\u062c\u0631 \u0648\u0627\u0644\u063a\u0633\u0642\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u062d\u062a\u0641\u0627\u0638 \u0627\u0644\u0643\u0627\u0634\u0641 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0628\u0627\u0644\u062f\u0642\u0629 \u062a\u062d\u062a \u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0637\u0642\u0633 \u0648\u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u0623\u0638\u0647\u0631 \u0627\u0644\u0639\u0645\u0644 \u0623\u0646 \u0627\u0644\u0643\u0627\u0634\u0641 \u0627\u0644\u0645\u0634\u062a\u0642 \u0645\u0646 NAS \u062a\u0639\u0645\u0645 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f: \u0644\u0642\u062f \u0627\u062e\u062a\u0628\u0631\u0648\u0647 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u0627\u0635\u064a\u0644 \u0645\u062e\u062a\u0644\u0641\u062a\u064a\u0646 (\u0631\u0624\u0648\u0633 \u0627\u0644\u0642\u0645\u062d \u0648\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u0642\u0637\u0646) \u0648\u0648\u062c\u062f\u0648\u0627 \u0623\u062f\u0627\u0621\u064b \u0642\u0648\u064a\u064b\u0627 \u0641\u064a \u0643\u0644\u064a\u0647\u0645\u0627.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"12835\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/role-of-deployment-aware-nas-in-precision-agriculture-monitoring\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Role of Deployment-Aware NAS in Precision Agriculture Monitoring\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-12835\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u062f\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-in-Precision-Agriculture-Monitoring.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u064a\u0634\u064a\u0631 \u0647\u0630\u0627 \u0625\u0644\u0649 \u0623\u0646 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0634\u062a\u0631\u0643\u0629 \u0648\u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u0632\u0631\u0627\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u062d\u0642\u0648\u0644 \u062c\u062f\u064a\u062f\u0629. \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u064a\u0633\u0627\u0639\u062f NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0641\u064a \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u062f\u0642\u0629 \u0645\u0639 \u0648\u0642\u062a \u0637\u064a\u0631\u0627\u0646 \u0623\u0637\u0648\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a\u060c \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0637\u0627\u0642\u0629 \u0623\u0642\u0644 \u0648\u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u062d\u0629 \u0644\u0643\u0644 \u0634\u062d\u0646\u0629 \u0628\u0637\u0627\u0631\u064a\u0629\u060c \u0643\u0644 \u0630\u0644\u0643 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0648\u0627\u0644\u0622\u0641\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0648\u062b\u0648\u0642.<\/p>\n<h2>\u062a\u0635\u0645\u064a\u0645 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0644\u0643\u0627\u0634\u0641\u0627\u062a \u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629<\/h2>\n<p>\u062c\u0632\u0621 \u0647\u0627\u0645 \u0645\u0646 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0647\u0648 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b - \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u064a\u0629 \u0627\u0644\u0645\u0645\u0643\u0646\u0629 \u0627\u0644\u062a\u064a \u064a\u0646\u0638\u0631 \u0641\u064a\u0647\u0627. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0643\u0648\u0627\u0634\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 (UAV)\u060c \u064a\u0645\u0643\u0646 \u0635\u064a\u0627\u063a\u0629 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0644\u062a\u0634\u0645\u0644 \u0628\u0646\u0649 \u0648\u0627\u0639\u062f\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0648\u062a\u0634\u0645\u0644 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n<p><strong>1. \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a:<\/strong> \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0647\u0648 \u0645\u0633\u062a\u062e\u0644\u0635 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0642\u062f \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0631\u0621 \u0643\u062a\u0644 \u0628\u0646\u0627\u0621 \u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0645\u062b\u0644 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0641\u0635\u0644 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0639\u0645\u0642 (\u0643\u0645\u0627 \u0647\u0648 \u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a MobileNet)\u060c \u0623\u0648 \u0643\u062a\u0644 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0645\u0642\u0644\u0648\u0628\u0629. \u062a\u0634\u062a\u0647\u0631 \u0643\u062a\u0644 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0645\u0642\u0644\u0648\u0628\u0629 \u0648\u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629 \u0627\u0644\u062e\u0637\u064a (\u0623\u0633\u0644\u0648\u0628 MobileNetV2) \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u064a\u0645\u0643\u0646 \u0644\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0623\u0646 \u062a\u0633\u0645\u062d \u0628\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0639\u0631\u0636 (\u0639\u062f\u062f \u0627\u0644\u0642\u0646\u0648\u0627\u062a) \u0648\u0627\u0644\u0639\u0645\u0642 \u0644\u0643\u0644 \u0643\u062a\u0644\u0629 \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0642\u062f \u064a\u062a\u0645 \u0623\u064a\u0636\u064b\u0627 \u062a\u0636\u0645\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0623\u0648 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u064a\u0645\u0643\u0646 \u062a\u062d\u0645\u0644\u0647\u0627 \u0628\u062a\u0643\u0644\u0641\u0629 \u0637\u0627\u0642\u0629 \u0645\u0646\u062e\u0641\u0636\u0629.<\/p>\n<p><strong>2. \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0631\u0642\u0628\u0629:<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0643\u0627\u0634\u0641\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u0647\u0631\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a (FPN) \u0623\u0648 \u0634\u0628\u0643\u0627\u062a \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u0627\u0631 \u0644\u062f\u0645\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u062d\u062b \u0634\u0628\u0643\u0627\u062a FPN \u0645\u0628\u0633\u0637\u0629 \u0623\u0648 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0631\u0623\u0633 \u0623\u062d\u0627\u062f\u064a \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0645\u0642\u0627\u0628\u0644 \u0631\u0624\u0648\u0633 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u062e\u064a\u0627\u0631\u0627\u062a. \u0642\u062f \u062a\u0633\u0645\u062d \u0627\u0644\u0645\u0633\u0627\u062d\u0629 \u0628\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0623\u0648 \u0648\u0635\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0623\u062d\u062c\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p><strong>3. \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0631\u0623\u0633:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062a\u063a\u064a\u064a\u0631 \u0631\u0623\u0633 \u0627\u0644\u0643\u0634\u0641 (\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0635\u0646\u062f\u0648\u0642). \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u062a\u064a \u062a\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629\u060c \u0642\u062f \u064a\u0643\u0641\u064a \u0631\u0623\u0633 \u0623\u0628\u0633\u0637. \u0648\u0644\u0643\u0646 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062d\u0634\u0627\u0626\u0634 \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u060c \u0642\u062f \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0637\u0628\u0642\u0627\u062a \u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0623\u0648 \u0645\u062e\u0637\u0637\u0627\u062a \u062a\u062b\u0628\u064a\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p><strong>4. \u0639\u0645\u0644\u064a\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0623\u0646 \u062a\u0633\u0645\u062d \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d \u0641\u0642\u0637 \u0628\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0641 3\u00d73 \u0645\u0642\u0627\u0628\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0641 \u0645\u0641\u0643\u0643\u0629 \u0623\u0631\u062e\u0635 1\u00d73+3\u00d71\u060c \u0623\u0648 \u062a\u0636\u0645\u064a\u0646 \u0648\u062d\u062f\u0627\u062a GhostNet. \u064a\u0645\u0643\u0646\u0647\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0633\u0645\u0627\u062d \u0628\u0623\u062d\u062c\u0627\u0645 \u0646\u0648\u0627\u0629 \u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u0623\u0628\u0639\u0627\u062f \u0645\u062e\u0641\u0636\u0629 \u0644\u0644\u062d\u062f \u0645\u0646 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a. \u0643\u0644 \u0647\u0630\u0647 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0642\u062f \u062a\u0645\u0646\u0639 \u0627\u0644\u0645\u0633\u0627\u062d\u0629 \u0623\u064a \u062a\u0643\u0648\u064a\u0646 \u0637\u0628\u0642\u0629 \u064a\u062a\u062c\u0627\u0648\u0632 \u062d\u062f \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0623\u0648 \u0639\u062a\u0628\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/p>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0635\u0645\u064a\u0645 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0647\u0630\u0647 \u0628\u0639\u0646\u0627\u064a\u0629\u060c \u064a\u062a\u0645 \u062a\u0648\u062c\u064a\u0647 \u0639\u0645\u0644\u064a\u0629 NAS \u0646\u062d\u0648 \u0645\u0639\u0645\u0627\u0631\u064a\u0627\u062a \u0641\u0639\u0627\u0644\u0629 \u0648\u0630\u0627\u062a \u0643\u0641\u0627\u0621\u0629. \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0645\u0632\u064a\u062c\u064b\u0627 \u062c\u062f\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0643\u062a\u0644 \u0627\u0644\u062a\u064a \u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a\u0647\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629. \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u0641\u0636\u0644 \u0643\u0627\u0634\u0641 \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647 \u062e\u064a\u0627\u0631\u0627\u062a \u0643\u062a\u0644 \u0645\u062e\u0635\u0635\u0629 \u0642\u0644\u0644\u062a GFLOPs \u0628\u0646\u0633\u0628\u0629 37% \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0646\u0633\u0628\u0629 61% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 YOLOv8n.<\/p>\n<p>\u0643\u0627\u0646 \u0647\u0630\u0627 \u0645\u0645\u0643\u0646\u064b\u0627 \u0644\u0623\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 (NAS) \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0645\u0632\u062c \u0628\u064a\u0646 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0648\u0627\u0644\u0631\u0623\u0633 \u062a\u062d\u062a \u0642\u064a\u0648\u062f \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u062a\u0631\u0643\u0632 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0644\u0643\u0627\u0634\u0641\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0639\u0644\u0649 \u0643\u062a\u0644 \u0628\u0646\u0627\u0621 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0643\u0644 \u0630\u0644\u0643 \u0636\u0645\u0646 \u062d\u062f\u0648\u062f \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0645\u062a\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0629.<\/p>\n<h2>\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u0627\u0644\u0642\u064a\u0648\u062f<\/h2>\n<p>\u064a\u062c\u0628 \u0639\u0644\u0649 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u062a\u0648\u0641\u064a\u0642 \u0628\u064a\u0646 \u0623\u0647\u062f\u0627\u0641 \u0645\u062a\u0639\u062f\u062f\u0629. \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0642\u0629\u060c mAP)\u060c \u0643\u0645\u0627 \u064a\u062a\u0645 \u0642\u064a\u0627\u0633\u0647\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0631\u0635\u062f \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0639\u062f mAP@50 (\u0627\u0644\u062f\u0642\u0629 \u0639\u0646\u062f 50% IOU) \u0645\u0642\u064a\u0627\u0633\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627. \u0644\u0645 \u064a\u0634\u0647\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0633\u0651\u0646 \u0645\u0646 \u0642\u0628\u0644 NAS \u0633\u0648\u0649 \u0627\u0646\u062e\u0641\u0627\u0636 1.96% \u0641\u064a mAP@50 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c YOLOv8n \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0648\u0647\u064a \u062e\u0633\u0627\u0631\u0629 \u0635\u063a\u064a\u0631\u0629 \u062c\u062f\u064b\u0627 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0643\u0627\u0633\u0628 \u0627\u0644\u0645\u062d\u0642\u0642\u0629. \u064a\u062a\u0645 \u0627\u0644\u0646\u0638\u0631 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 (\u0623\u0648 \u062f\u0631\u062c\u0629 F1) \u0639\u0644\u0649 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (\u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0648\u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644).<\/p>\n<p>\u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0648\u0642\u062a\u060c \u064a\u062c\u0628 \u062a\u062d\u0633\u064a\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0627\u0644\u0637\u0627\u0642\u0629. \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0647\u0648 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629\u061b \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u062f\u0645\u062c\u0629\u060c \u0642\u062f \u064a\u0643\u0648\u0646 20-50 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0623\u0648 \u0623\u0643\u062b\u0631. \u064a\u0639\u0646\u064a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0623\u0642\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0625\u0637\u0627\u0631\u0627\u062a \u0623\u0639\u0644\u0649. \u064a\u0639\u062f \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 (\u062c\u0648\u0644 \u0644\u0643\u0644 \u0625\u0637\u0627\u0631) \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u0645\u0644 \u0627\u0644\u0637\u064a\u0631\u0627\u0646. \u0628\u0635\u0645\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a\u060c \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c) \u0647\u064a \u0642\u064a\u062f \u0622\u062e\u0631\u061b \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0639 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u062c\u0647\u0627\u0632. \u0644\u0630\u0644\u0643\u060c \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u062d\u062f\u062f NAS \u0647\u062f\u0641\u064b\u0627 \u0623\u0648 \u0639\u0642\u0648\u0628\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0648\u062f.<\/p>\n<p>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u064a\u062a\u0645 \u062a\u062e\u0641\u064a\u0636 \u0645\u0631\u062a\u0628\u0629 \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0623\u0628\u0637\u0623 \u0645\u0646 \u0639\u062a\u0628\u0629 \u0645\u0639\u064a\u0646\u0629 \u0623\u0648 \u064a\u062a\u062c\u0627\u0648\u0632 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a. \u0647\u0630\u0627 \u064a\u062d\u0648\u0644 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0628\u062d\u062b \u0628\u0646\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0625\u0644\u0649 \u0645\u0634\u0643\u0644\u0629 \u062a\u062d\u0633\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0647\u062f\u0627\u0641: \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062f\u0642\u0629 \u0645\u0639 \u062a\u0642\u0644\u064a\u0644 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u062d\u062c\u0645.<\/p>\n<p>\u0639\u0645\u0644\u064a\u064b\u0627\u060c \u064a\u0645\u0643\u0646 \u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0645\u062c\u0645\u0648\u0639 \u0645\u0648\u0632\u0648\u0646 \u0644\u0644\u0623\u0647\u062f\u0627\u0641 \u0623\u0648 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0642\u064a\u0648\u062f \u0635\u0627\u0631\u0645\u0629. \u062a\u0645\u0646\u062d \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0639\u0642\u0648\u0628\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u0623\u064a \u0645\u0631\u0634\u062d \u064a\u062a\u062c\u0627\u0648\u0632 \u062d\u062f \u0637\u0627\u0642\u0629 \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u064a\u062d\u0633\u0628 \u0627\u0644\u0628\u0639\u0636 \u0627\u0644\u0622\u062e\u0631 \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d \u0645\u0642\u064a\u0627\u0633 \u0637\u0627\u0642\u0629: \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u062d\u062a \u0628\u064a\u0626\u0629 \u062a\u0634\u063a\u064a\u0644 ONNX \u0644\u0642\u064a\u0627\u0633 \u201c\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0637\u0627\u0642\u0629\u201d\u060c \u0648\u0643\u0627\u0646 \u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c +18.5% \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0642\u0629 \u0645\u0646 YOLOv8n. \u0643\u0627\u0646 \u0647\u0630\u0627 \u0623\u062d\u062f \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u064a \u0648\u062c\u0647\u062a \u0628\u062d\u062b\u0647\u0645.<\/p>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0648\u0631 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0639\u0644\u0649 \u062d\u062f\u0648\u062f \u0628\u0627\u0631\u064a\u062a\u0648: \u0639\u0644\u0649 \u0623\u062d\u062f \u0627\u0644\u0637\u0631\u0641\u064a\u0646\u060c \u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629 \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0628\u062f\u0642\u0629 \u0623\u0642\u0644\u061b \u0648\u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0641 \u0627\u0644\u0622\u062e\u0631\u060c \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 \u062f\u0642\u064a\u0642\u0629 \u0628\u0637\u064a\u0626\u0629 \u062c\u062f\u064b\u0627 \u0623\u0648 \u062a\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0637\u0627\u0642\u0629 \u0644\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u064a\u0647\u062f\u0641 NAS \u0627\u0644\u0630\u064a \u064a\u0631\u0627\u0639\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0646\u0634\u0631 \u0625\u0644\u0649 \u0625\u064a\u062c\u0627\u062f \u0646\u0642\u0637\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062d\u062f\u0648\u062f \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 (\u0645\u062b\u0644 \u062e\u0633\u0627\u0631\u0629 \u0637\u0641\u064a\u0641\u0629 \u0641\u064a \u0627\u0644\u062f\u0642\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0633\u0631\u064a\u0639 \u0643\u0628\u064a\u0631). \u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 NAS \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062f\u0642\u0629 (mAP\u060c F1) \u0648\u0642\u064a\u0648\u062f \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 (\u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0644 \u0625\u0637\u0627\u0631\u060c \u062c\u0648\u0644 \u0644\u0643\u0644 \u0625\u0637\u0627\u0631\u060c \u0627\u0644\u0630\u0627\u0643\u0631\u0629) \u0645\u0639\u064b\u0627. \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646 \u0647\u0648 \u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062c\u0627\u0647\u0632\u064b\u0627 \u0644\u0644\u0646\u0634\u0631 \u062d\u0642\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631.<\/p>\n<h2>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0632\u0631\u0627\u0639\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629<\/h2>\n<p>\u0644\u0643\u064a \u062a\u0639\u0645\u0644 \u0627\u0644\u0643\u0648\u0627\u0634\u0641 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 NAS \u0628\u0634\u0643\u0644 \u062c\u064a\u062f\u060c \u064a\u062c\u0628 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0632\u0631\u0627\u0639\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0644\u062a\u0642\u0637 \u062a\u0646\u0648\u0639 \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629: \u0623\u0646\u0648\u0627\u0639 \u0645\u062d\u0627\u0635\u064a\u0644 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0631\u0627\u062d\u0644 \u0646\u0645\u0648\u060c \u0645\u0648\u0627\u0633\u0645\u060c \u0638\u0631\u0648\u0641 \u0625\u0636\u0627\u0621\u0629\u060c \u0648\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u0644\u0627 \u064a\u0639\u0645\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0635\u0648\u0631 \u0644\u0628\u0631\u0627\u0639\u0645 \u0627\u0644\u0630\u0631\u0629 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0641\u0642\u0637\u060c \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 \u0631\u0624\u0648\u0633 \u0627\u0644\u0642\u0645\u062d \u0627\u0644\u0646\u0627\u0636\u062c\u0629. \u062a\u0636\u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0645\u062b\u0644\u0629 \u0644\u0644\u062d\u0642\u0644 \u0623\u0646 \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u0632\u0631\u0639\u0629. \u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062a\u0637\u0628\u064a\u0642 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u0635 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u060c \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u0637\u0648\u0639\u060c \u0636\u0628\u0627\u0628 \u0627\u0644\u062d\u0631\u0643\u0629) \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0627\u0644\u0625\u0636\u0627\u0621\u0629.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"12837\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/training-and-evaluation-in-realistic-agricultural-settings\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?fit=1024%2C1024&amp;ssl=1\" data-orig-size=\"1024,1024\" data-comments-opened=\"1\" data-image-title=\"Training and Evaluation in Realistic Agricultural Settings\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?fit=1024%2C1024&amp;ssl=1\" class=\"alignnone size-full wp-image-12837\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?resize=810%2C810&#038;ssl=1\" alt=\"\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0632\u0631\u0627\u0639\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629\" width=\"810\" height=\"810\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Training-and-Evaluation-in-Realistic-Agricultural-Settings.webp?resize=120%2C120&amp;ssl=1 120w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u0639\u0646\u062f \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0638\u0631\u0648\u0641 \u0648\u0627\u0642\u0639\u064a\u0629 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646. \u064a\u0645\u0643\u0646 \u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u062d\u0644\u064a\u0642 \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0641\u0648\u0642 \u062d\u0642\u0648\u0644 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f) \u0648\u0644\u0643\u0646 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0637\u064a\u0631\u0627\u0646 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0647\u064a \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a. \u064a\u062a\u0645 \u0625\u062c\u0631\u0627\u0621 \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 \u0645\u062a\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0628\u0639\u062f NAS\u060c \u062a\u0645 \u0646\u0634\u0631 \u0627\u0644\u0645\u0631\u0634\u062d \u0639\u0644\u0649 Jetson Nano \u0648\u0642\u064a\u0627\u0633% 28.1 \u0627\u0646\u0641\u0627\u0631 \u0623\u0633\u0631\u0639 (\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a YOLOv8n) \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0637\u0627\u0642\u0629 \u0623\u0641\u0636\u0644. \u064a\u0624\u0643\u062f \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0631\u062f\u0648\u062f \u0627\u0644\u0641\u0639\u0644 \u0645\u0646 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0646 \u0627\u0644\u0628\u062d\u062b \u0623\u0646\u062a\u062c \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u064a\u0644\u0628\u064a \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u062d\u0642\u064b\u0627.<\/p>\n<p>\u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0645\u0647\u0645 \u0623\u064a\u0636\u0627\u064b. \u0642\u062f \u064a\u062a\u0645 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062f\u0631\u064a\u0628\u0647 \u0639\u0644\u0649 \u0645\u062d\u0635\u0648\u0644 \u0648\u0627\u062d\u062f (\u0645\u062b\u0644 \u0627\u0644\u0642\u0645\u062d)\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 \u0643\u0627\u0634\u0641\u0627\u062a \u062a\u0639\u0645\u0644 \u0639\u0628\u0631 \u0627\u0644\u062d\u0642\u0648\u0644. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u062a\u0639\u0645\u064a\u0645\u0627\u064b \u0642\u0648\u064a\u0627\u064b \u0639\u0628\u0631 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644: \u0638\u0644 \u0627\u0644\u0643\u0627\u0634\u0641 \u0627\u0644\u0645\u0633\u062a\u0645\u062f \u0645\u0646 NAS \u0648\u0627\u0644\u0645\u062f\u0631\u0628 \u0639\u0644\u0649 \u0645\u0647\u0645\u0629 \u0648\u0627\u062d\u062f\u0629 \u064a\u0624\u062f\u064a \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u0635\u0648\u0644 \u0645\u062e\u062a\u0644\u0641 (\u0634\u062a\u0644\u0627\u062a \u0627\u0644\u0642\u0637\u0646) \u062f\u0648\u0646 \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628. \u064a\u0634\u064a\u0631 \u0647\u0630\u0627 \u0625\u0644\u0649 \u0623\u0646 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0646\u062a\u062c \u0647\u064a\u0627\u0643\u0644 \u0642\u0648\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0644 (\u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u062d\u0642\u0648\u0644 \u0627\u0644\u0630\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0628\u0633\u0627\u062a\u064a\u0646) \u0636\u0628\u0637\u0627\u064b \u062f\u0642\u064a\u0642\u0627\u064b \u0623\u0648 \u0628\u062d\u062b\u0627\u064b \u0625\u0636\u0627\u0641\u064a\u0627\u064b. \u064a\u064f\u0646\u0635\u062d \u0623\u064a\u0636\u0627\u064b \u0628\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0639\u0628\u0631 \u0627\u0644\u0645\u0648\u0627\u0633\u0645 (\u0635\u0648\u0631 \u0635\u064a\u0641\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0635\u0648\u0631 \u062e\u0631\u064a\u0641\u064a\u0629).<\/p>\n<p>\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u064a\u062c\u0628 \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u062c\u062f\u064a\u062f \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0642\u0628\u0644 \u0646\u0634\u0631\u0647. \u064a\u062a\u0636\u0645\u0646 \u0630\u0644\u0643 \u062a\u0633\u062c\u064a\u0644 \u062f\u0642\u062a\u0647 \u0648\u0633\u0631\u0639\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647 \u0644\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0631\u062a\u0641\u0627\u0639 \u062f\u0631\u062c\u0629 \u062d\u0631\u0627\u0631\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629. \u0639\u0646\u062f\u0647\u0627 \u0641\u0642\u0637 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0627\u0644\u0648\u062b\u0648\u0642 \u0628\u0647 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0644\u0644\u0645\u0647\u0627\u0645. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0630\u064a \u0627\u0644\u0635\u0644\u0629 \u0628\u0627\u0644\u0645\u064a\u062f\u0627\u0646 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0635\u0627\u0631\u0645 \u0644\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u064a\u0646\u062a\u062c \u0639\u0646\u0647 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631\u060c \u0648\u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0633\u0645 \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0646\u0638\u0631\u064a\u064b\u0627 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0623\u062b\u0628\u062a\u062a \u062c\u062f\u0648\u0627\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u064a\u062f\u0627\u0646.<\/p>\n<h2>\u0641\u0648\u0627\u0626\u062f \u0623\u062c\u0647\u0632\u0629 \u0643\u0634\u0641 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627<\/h2>\n<p>\u064a\u0648\u0641\u0631 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0639\u062f\u0629 \u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0636\u062d\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631:<\/p>\n<p><strong>1. \u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644:<\/strong> \u062a\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 NAS \u0625\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0637\u0627\u0642\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0623\u0633\u0631\u0639 \u0628\u0640 28% \u0648\u0627\u0633\u062a\u0647\u0644\u0643 \u0637\u0627\u0642\u0629 \u0623\u0642\u0644 \u0628\u0640 18.5% \u0639\u0644\u0649 Jetson Nano \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u062e\u0637 \u0627\u0644\u0623\u0633\u0627\u0633 YOLOv8n \u0627\u0644\u0645\u062e\u062a\u0627\u0631 \u064a\u062f\u0648\u064a\u064b\u0627\u060c \u0645\u0639 \u0641\u0642\u062f\u0627\u0646 \u062d\u0648\u0627\u0644\u064a 2% \u0641\u0642\u0637 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 mAP. \u0633\u064a\u0643\u0648\u0646 \u062a\u062d\u0642\u064a\u0642 \u0645\u062b\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u064a\u062f\u0648\u064a\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629.<\/p>\n<p><strong>2. \u062a\u0639\u0645\u064a\u0645 \u0645\u062d\u0633\u0651\u0646:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u0627\u0643\u062a\u0634\u0641\u062a\u0647\u0627 NAS \u0623\u0646 \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u062a\u0643\u064a\u0641\u064b\u0627 \u0645\u0639 \u0627\u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0627\u0644\u0628\u062d\u062b \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0636\u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0623\u0647\u062f\u0627\u0641\u064b\u0627 \u0645\u062a\u0646\u0648\u0639\u0629. \u0644\u0642\u062f \u0646\u062c\u062d \u0627\u0644\u0643\u0627\u0634\u0641 \u0627\u0644\u0645\u0635\u0645\u0645 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0628\u0631 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 (\u0627\u0644\u0642\u0645\u062d \u0648\u0627\u0644\u0642\u0637\u0646) \u0648\u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0627\u0644\u0648\u0627\u0633\u0639\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0631\u062d\u0644\u0627\u062a \u0645\u0634\u0627\u0647\u062f \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639\u0629.<\/p>\n<p><strong>3. \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0647\u0646\u062f\u0633\u064a:<\/strong> \u062a\u0642\u0648\u0645 NAS \u0628\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623. \u0641\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0639\u062f\u064a\u0644 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646\u060c \u062a\u0633\u062a\u0643\u0634\u0641 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 \u062a\u0643\u0631\u0627\u0631\u064b\u0627 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0648\u062a\u062c\u062f \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0643. \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0648\u0642\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u062e\u0628\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062a\u062d\u062f\u064a\u062b \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0644\u0645\u0647\u0627\u0645 \u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u0623\u062c\u0647\u0632\u0629 \u062c\u062f\u064a\u062f\u0629.<\/p>\n<p><strong>4. \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong> \u0628\u0645\u062c\u0631\u062f \u0625\u0639\u062f\u0627\u062f\u0647\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 NAS \u0644\u0645\u0646\u0635\u0627\u062a \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0623\u0648 \u0645\u0647\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 NAS \u0627\u0644\u0630\u064a \u064a\u062f\u0631\u0643 \u0627\u0644\u0646\u0634\u0631 \u0646\u0641\u0633\u0647 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0643\u0627\u0634\u0641 \u0645\u0636\u0628\u0648\u0637 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0643\u0627\u0645\u064a\u0631\u0627 \u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0648 \u0646\u0645\u0648\u0630\u062c \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u063a\u064a\u064a\u0631 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0642\u064a\u0648\u062f \u0628\u0628\u0633\u0627\u0637\u0629. \u0647\u0630\u0627 \u0623\u0643\u062b\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0625\u0639\u0627\u062f\u0629 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0644\u0643\u0644 \u0633\u064a\u0646\u0627\u0631\u064a\u0648.<\/p>\n<h2>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0642\u064a\u0648\u062f<\/h2>\n<p>\u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0634\u0628\u0643\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u0639\u0628 \u0644\u0644\u062a\u0648\u0632\u064a\u0639 \u0642\u0648\u064a \u0648\u0644\u0643\u0646\u0647 \u0644\u064a\u0633 \u062d\u0644\u0627\u064b \u0633\u062d\u0631\u064a\u064b\u0627. \u064a\u062c\u0628 \u062a\u0637\u0628\u064a\u0642\u0647 \u0628\u0639\u0646\u0627\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u0648\u0639\u064a \u0628\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0648\u0627\u0631\u062f\u0647 \u0648\u062a\u0642\u0644\u0628 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0648\u0639\u062f\u0647\u060c \u064a\u0648\u0627\u062c\u0647 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0634\u0628\u0643\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u0639\u0628 \u0644\u0644\u062a\u0648\u0632\u064a\u0639 \u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<p><strong>1. \u0627\u0631\u062a\u0641\u0627\u0639 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u062d\u062b:<\/strong> \u0642\u062f \u062a\u062a\u0637\u0644\u0628 NAS \u062d\u0633\u0627\u0628\u0627\u062a \u0643\u0628\u064a\u0631\u0629. \u062d\u062a\u0649 \u0645\u0639 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0641\u0639\u0627\u0644\u0629\u060c \u0642\u062f \u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0633\u0627\u0639\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (\u0623\u0648 \u062d\u0648\u0633\u0628\u0629 \u0645\u062a\u062e\u0635\u0635\u0629). \u0625\u0630\u0627 \u0644\u0645 \u062a\u062a\u0645 \u0625\u062f\u0627\u0631\u062a\u0647\u0627 \u0628\u0639\u0646\u0627\u064a\u0629\u060c \u0641\u0642\u062f \u062a\u0643\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0647\u0638\u0629 \u0644\u0628\u0639\u0636 \u0627\u0644\u0641\u0631\u0642.<\/p>\n<p><strong>2. \u062a\u062d\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u062c\u0627\u0644:<\/strong> \u0644\u0627 \u064a\u0643\u0648\u0646 \u0646\u0638\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 (NAS) \u062c\u064a\u062f\u064b\u0627 \u0625\u0644\u0627 \u0628\u0642\u062f\u0631 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. \u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0635\u0648\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0645\u062b\u0644\u0629 \u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u062d\u0642\u0644\u060c \u0641\u0642\u062f \u064a\u0643\u0648\u0646 \u0644\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0623\u062f\u0627\u0621\u064b \u0636\u0639\u064a\u0641\u064b\u0627 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u0644\u0627 \u064a\u0646\u062a\u0642\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0645 \u0636\u0628\u0637\u0647 \u0639\u0644\u0649 \u0646\u0648\u0639 \u0645\u062d\u0635\u0648\u0644 \u0648\u0627\u062d\u062f \u0623\u0648 \u0645\u0646\u0637\u0642\u0629 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u0634\u0643\u0644 \u0645\u062b\u0627\u0644\u064a \u0625\u0644\u0649 \u0622\u062e\u0631 \u062f\u0648\u0646 \u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0643\u064a\u0641.<\/p>\n<p><strong>3. \u0639\u062f\u0645 \u062a\u062c\u0627\u0646\u0633 \u0627\u0644\u0623\u062c\u0647\u0632\u0629:<\/strong> \u062a\u0623\u062a\u064a \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0628\u0623\u0634\u0643\u0627\u0644 \u0639\u062f\u064a\u062f\u0629 (\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629\u060c \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629\u060c \u0648 FPGAs \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629). \u0642\u062f \u0644\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0648\u062d\u0629 \u0648\u0627\u062d\u062f\u0629 \u0647\u0648 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0648\u062d\u0629 \u0623\u062e\u0631\u0649. \u064a\u062c\u0628 \u0639\u0644\u0649 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0625\u0645\u0627 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0644\u0643\u0644 \u0645\u0646\u0635\u0629 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u064a\u0648\u062f \u0645\u062d\u0627\u0641\u0638\u0629 \u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639 - \u0645\u0645\u0627 \u0642\u062f \u064a\u062d\u062f \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<p><strong>4. \u0627\u0644\u0645\u0639\u0648\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629:<\/strong> \u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0644\u0632\u0631\u0627\u0639\u0629 \u0642\u0636\u0627\u064a\u0627 \u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0628\u0631 \u0627\u0644\u0647\u0648\u0627\u0621\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0637\u064a\u0631\u0627\u0646\u060c \u0648\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0645\u0629. \u062d\u062a\u0649 \u0623\u0641\u0636\u0644 \u0646\u0645\u0627\u0630\u062c NAS \u064a\u062c\u0628 \u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0646\u0638\u0627\u0645 \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0643\u0627\u0645\u0644. \u062a\u0646\u0633\u064a\u0642 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0647\u064a \u0639\u0642\u0628\u0627\u062a \u063a\u064a\u0631 \u062a\u0642\u0646\u064a\u0629.<\/p>\n<h2>\u0627\u0644\u062a\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629<\/h2>\n<p>\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0634\u0647\u062f \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u0643\u0627\u0645\u0644\u064b\u0627 \u0623\u0634\u062f \u0635\u0631\u0627\u0645\u0629 \u0628\u064a\u0646 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0633\u062a\u0628\u0642\u0649 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 \u0623\u062f\u0627\u0629 \u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0634\u062a\u0631\u0643 \u0647\u0630\u0647. \u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u060c \u062a\u0638\u0647\u0631 \u0639\u062f\u0629 \u0645\u0633\u0627\u0631\u0627\u062a \u0645\u062b\u064a\u0631\u0629:<\/p>\n<p><strong>1. \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0627\u0644\u0645\u062a\u0643\u064a\u0641\u0629:<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u064a \u0648\u0636\u0639 \u0639\u062f\u0645 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u060c \u0642\u062f \u062a\u0642\u0648\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0628\u0636\u0628\u0637 \u0627\u0644\u0634\u0628\u0643\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0648 \u0628\u064a\u0646 \u0627\u0644\u0631\u062d\u0644\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0628\u0646\u0645\u0648\u0630\u062c \u0623\u0633\u0627\u0633\u064a\u060c \u0648\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a NAS \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646\u060c \u062a\u0642\u0648\u0645 \u0628\u062a\u0639\u062f\u064a\u0644 \u0646\u0641\u0633\u0647\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0638\u0631\u0648\u0641 \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0623\u0648 \u0627\u0644\u062a\u0636\u0627\u0631\u064a\u0633 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0642\u0644. \u062a\u0639\u062f \u201cNAS \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632\u201d \u0647\u0630\u0647 \u0635\u0639\u0628\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062d\u0633\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n<p><strong>2. \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0634\u062a\u0631\u0643 \u0644\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 (RGB\u060c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0637\u064a\u0627\u0641\u060c \u0627\u0644\u0623\u0634\u0639\u0629 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621) \u0648\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0634\u062a\u0631\u0643. \u064a\u0645\u0643\u0646 \u0644\u0640 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u062a\u0648\u0632\u064a\u0639 \u0623\u0646 \u064a\u0645\u062a\u062f \u0644\u064a\u0634\u0645\u0644 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631 (\u0645\u062b\u0644 \u0627\u0644\u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629) \u0641\u064a \u0628\u062d\u062b\u0647\u060c \u0648\u0625\u064a\u062c\u0627\u062f \u0623\u0641\u0636\u0644 \u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<p><strong>3. \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0637\u064a\u0627\u0641\/\u0641\u0627\u0626\u0642 \u0627\u0644\u0623\u0637\u064a\u0627\u0641:<\/strong> \u0643\u0645\u0627 \u062a\u0634\u064a\u0631 \u062f\u0631\u0627\u0633\u0629 \u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0637\u0646\u060c \u0641\u0625\u0646 \u062f\u0645\u062c \u0627\u0644\u0635\u0648\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0637\u064a\u0627\u0641 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0639\u0632\u0632 \u0627\u0644\u0643\u0634\u0641\u060c \u062e\u0627\u0635\u0629 \u0639\u0646 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0645\u0628\u0643\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0640 NAS \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u062a\u062f\u0645\u062c \u0642\u0646\u0648\u0627\u062a RGB \u0648\u0627\u0644\u0623\u0634\u0639\u0629 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621 \u0627\u0644\u0642\u0631\u064a\u0628\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629.<\/p>\n<p><strong>\u0664. \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629:<\/strong> \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0641\u060c \u0642\u062f \u062a\u063a\u0630\u064a \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0640 NAS \u0627\u0644\u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u062a\u0642\u0648\u0645 \u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0628\u0625\u0646\u0634\u0627\u0621 \u062e\u0637\u0629 \u0631\u0634 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0623\u0648 \u062a\u0646\u0628\u064a\u0647 \u0645\u062f\u064a\u0631\u064a \u0627\u0644\u0645\u0632\u0627\u0631\u0639 \u0625\u0630\u0627 \u0627\u0643\u062a\u0634\u0641\u062a \u0638\u0631\u0648\u0641\u064b\u0627 \u0645\u0639\u064a\u0646\u0629. \u064a\u0645\u0643\u0646 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0644\u064a\u0634\u0645\u0644 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 (\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0634\u0641 + \u0627\u0644\u0639\u0645\u0644)\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0623\u0643\u0645\u0644\u0647.<\/p>\n<p><strong>\u0665. \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u064a\u0629:<\/strong> \u0645\u0639 \u0627\u0632\u062f\u064a\u0627\u062f \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629\u060c \u064a\u062c\u0628 \u0623\u0646 \u0646\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u062c\u0648\u064a\u0629 \u0648\u0627\u0644\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0639\u0644\u0649 \u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0632\u0627\u0631\u0639 (\u0643\u0645\u0627 \u0623\u0634\u0627\u0631 \u0623\u063a\u0631\u0627\u0648\u0627\u0644 \u0648\u0639\u0627\u0631\u0641\u0627\u062a). \u064a\u0639\u062f \u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0648\u0637\u0646\u064a \u0644\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u062c\u0648\u064a\u0629 \u0628\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0647\u062f\u0641\u064b\u0627 \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u064b\u0627 \u0645\u0647\u0645\u064b\u0627.<\/p>\n<h2>\u0627\u0644\u062e\u0627\u062a\u0645\u0629<\/h2>\n<p>\u064a\u0645\u062b\u0644 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0646\u0647\u062c\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u062a\u0643\u064a\u064a\u0641 \u0643\u0627\u0634\u0641\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0636\u0645\u064a\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u0647\u0645\u0629 \u0641\u064a \u0627\u0644\u0628\u062d\u062b\u060c \u0641\u0625\u0646\u0647 \u064a\u0646\u062a\u062c \u0646\u0645\u0627\u0630\u062c \u062a\u0648\u0641\u0631 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u062f\u0648\u0646 \u0627\u0644\u062a\u0636\u062d\u064a\u0629 \u0628\u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062f\u0642\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0623\u0638\u0647\u0631 \u0639\u0645\u0644 \u062d\u062f\u064a\u062b \u0643\u0627\u0634\u0641\u064b\u0627 \u0645\u0635\u0645\u0645\u064b\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 NAS \u064a\u0633\u062a\u062e\u062f\u0645 37%\u0641\u0644\u0648\u0628\u0633 \u0623\u0642\u0644 \u0648 61% \u0645\u0639\u0644\u0645\u0627\u062a \u0623\u0642\u0644 \u0645\u0646 YOLOv8n \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u060c \u0648\u0645\u0639 \u0630\u0644\u0643 \u0627\u0646\u062e\u0641\u0636 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0627\u0644\u062f\u0642\u0629 \u0644\u062f\u064a\u0647 \u0628\u0645\u0642\u062f\u0627\u0631 ~2% \u0641\u0642\u0637.<\/p>\n<p>\u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629\u060c \u064a\u0639\u0646\u064a \u0647\u0630\u0627 \u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0643\u0628\u0631% \u0648\u0643\u0641\u0627\u0621\u0629 \u0637\u0627\u0642\u0629 \u0623\u0641\u0636\u0644%. \u062a\u062a\u0631\u062c\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0627\u0633\u0628 \u0625\u0644\u0649 \u0623\u0648\u0642\u0627\u062a \u0637\u064a\u0631\u0627\u0646 \u0623\u0637\u0648\u0644 \u0648\u062a\u062d\u0644\u064a\u0644 \u0623\u0633\u0631\u0639 \u0648\u062f\u0639\u0645 \u0632\u0631\u0627\u0639\u064a \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062c\u0627\u0628\u0629. \u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627\u060c \u062a\u0648\u0641\u0631 NAS \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0646\u0634\u0631 \u062a\u0639\u0645\u064a\u0645\u064b\u0627 \u0623\u0641\u0636\u0644 \u0644\u0644\u0623\u062f\u0627\u0621\u060c \u0648\u062c\u0647\u062f\u064b\u0627 \u0623\u0642\u0644 \u0644\u0644\u0636\u0628\u0637 \u0627\u0644\u064a\u062f\u0648\u064a\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0648\u0633\u0639 \u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/p>\n<p>\u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0623\u0646 \u062a\u062c\u0639\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0623\u0643\u062b\u0631 \u0639\u0645\u0644\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0645\u062c\u0647\u0632\u0629 \u0628\u0643\u0627\u0634\u0641\u0627\u062a \u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0640 NAS \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0639\u0634\u0627\u0628 \u0627\u0644\u0636\u0627\u0631\u0629 \u0623\u0648 \u0627\u0644\u0622\u0641\u0627\u062a \u0623\u0648 \u0627\u0644\u0625\u062c\u0647\u0627\u062f \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u062f\u062e\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u062a\u0632\u064a\u062f \u0627\u0644\u063a\u0644\u0629. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0641\u064a \u062a\u0628\u0646\u064a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0633\u064a\u0644\u0639\u0628 NAS \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0648\u0631\u064b\u0627 \u0645\u0631\u0643\u0632\u064a\u064b\u0627 \u0641\u064a \u0636\u0645\u0627\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0641\u0639\u0627\u0644\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0648\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u062d\u0642\u0644. \u0625\u0646\u0647 \u064a\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u062f\u0641\u0639 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u062a\u064f\u062d\u062f\u062b \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0651\u0631\u0629 (UAVs)\u060c \u0623\u0648 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0635\u0648\u0631 \u062c\u0648\u064a\u0629 \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u062d\u0642\u0648\u0644. \u0648\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0644\u0645\u0633\u062d \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u062d\u062b\u064b\u0627 \u0639\u0646 \u0635\u062d\u062a\u0647\u0627\u060c...<\/p>","protected":false},"author":210157960,"featured_media":12831,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1377],"tags":[],"class_list":["post-12824","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-crop-monitoring"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring - GeoPard<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/ar\/\u0645\u062f\u0648\u0646\u0629\/\u062f\u0648\u0631-\u0627\u0644\u0634\u0628\u0643\u0627\u062a-\u0627\u0644\u0639\u0635\u0628\u064a\u0629-\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629-\u0627\u0644\u0645\u062f\u0631\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring - GeoPard\" \/>\n<meta property=\"og:description\" content=\"Unmanned Aerial Vehicles (UAVs), or drones, are transforming modern agriculture by providing fast, aerial views of fields. They are used to scan crops for health,...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/ar\/\u0645\u062f\u0648\u0646\u0629\/\u062f\u0648\u0631-\u0627\u0644\u0634\u0628\u0643\u0627\u062a-\u0627\u0644\u0639\u0635\u0628\u064a\u0629-\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629-\u0627\u0644\u0645\u062f\u0631\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-15T20:14:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"dementievgeopard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:site\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"20 \u062f\u0642\u064a\u0642\u0629\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring\",\"datePublished\":\"2026-02-15T20:14:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/\"},\"wordCount\":4068,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1\",\"articleSection\":[\"Crop monitoring\"],\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/\",\"name\":\"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring - GeoPard\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1\",\"datePublished\":\"2026-02-15T20:14:26+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#breadcrumb\"},\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1\",\"width\":1920,\"height\":1080,\"caption\":\"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"name\":\"GeoPard - Precision agriculture software\",\"description\":\"Precision agriculture Mapping software\",\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"alternateName\":\"GeoPard\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/geopard.tech\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ar\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"width\":512,\"height\":68,\"caption\":\"GeoPard Agriculture\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/geopardAgriculture\\\/\",\"https:\\\/\\\/x.com\\\/geopardagri\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/geopard-agriculture\\\/\",\"https:\\\/\\\/www.instagram.com\\\/geopardagriculture\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCiaPGLAhRPNh-s85dXdC-Sw\",\"https:\\\/\\\/www.g2.com\\\/products\\\/geopard-agriculture-precision-farming-software\\\/reviews\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\",\"name\":\"dementievgeopard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"caption\":\"dementievgeopard\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u062f\u0648\u0631 \u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u062c\u0648\u064a\u0629 \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 - GeoPard","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/geopard.tech\/ar\/\u0645\u062f\u0648\u0646\u0629\/\u062f\u0648\u0631-\u0627\u0644\u0634\u0628\u0643\u0627\u062a-\u0627\u0644\u0639\u0635\u0628\u064a\u0629-\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629-\u0627\u0644\u0645\u062f\u0631\/","og_locale":"ar_AR","og_type":"article","og_title":"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring - GeoPard","og_description":"Unmanned Aerial Vehicles (UAVs), or drones, are transforming modern agriculture by providing fast, aerial views of fields. They are used to scan crops for health,...","og_url":"https:\/\/geopard.tech\/ar\/\u0645\u062f\u0648\u0646\u0629\/\u062f\u0648\u0631-\u0627\u0644\u0634\u0628\u0643\u0627\u062a-\u0627\u0644\u0639\u0635\u0628\u064a\u0629-\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629-\u0627\u0644\u0645\u062f\u0631\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2026-02-15T20:14:26+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png","type":"image\/png"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629":"dementievgeopard","\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631":"20 \u062f\u0642\u064a\u0642\u0629"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring","datePublished":"2026-02-15T20:14:26+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/"},"wordCount":4068,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1","articleSection":["Crop monitoring"],"inLanguage":"ar","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/","url":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/","name":"\u062f\u0648\u0631 \u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u062c\u0648\u064a\u0629 \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u0646\u0634\u0631 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 - GeoPard","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1","datePublished":"2026-02-15T20:14:26+00:00","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#breadcrumb"},"inLanguage":"ar","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/"]}]},{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1","width":1920,"height":1080,"caption":"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/role-of-deployment-aware-nas-for-efficient-uav-based-crop-monitoring\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"Role of Deployment-Aware NAS for Efficient UAV-Based Crop Monitoring"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"\u062c\u064a\u0648\u0628\u0627\u0631\u062f - \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629","description":"\u0628\u0631\u0646\u0627\u0645\u062c \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629","publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"alternateName":"GeoPard","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/geopard.tech\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ar"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"\u062c\u064a\u0648 \u0628\u0627\u0631\u062f \u0627\u0644\u0632\u0631\u0627\u0639\u0629","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","width":512,"height":68,"caption":"GeoPard Agriculture"},"image":{"@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/geopardAgriculture\/","https:\/\/x.com\/geopardagri","https:\/\/www.linkedin.com\/company\/geopard-agriculture\/","https:\/\/www.instagram.com\/geopardagriculture\/","https:\/\/www.youtube.com\/channel\/UCiaPGLAhRPNh-s85dXdC-Sw","https:\/\/www.g2.com\/products\/geopard-agriculture-precision-farming-software\/reviews"]},{"@type":"Person","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a","name":"\u062f\u064a\u0645\u064a\u0646\u062a\u064a\u064a\u0641\u063a\u064a\u0648\u0628\u0627\u0631\u062f","image":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","caption":"dementievgeopard"}}]}},"jetpack_publicize_connections":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pdiCPa-3kQ","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/02\/Role-of-Deployment-Aware-NAS-for-Efficient-UAV-Based-Crop-Monitoring.png?fit=1920%2C1080&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/posts\/12824","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/comments?post=12824"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/posts\/12824\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/media\/12831"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/media?parent=12824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/categories?post=12824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/ar\/wp-json\/wp\/v2\/tags?post=12824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}