{"id":11559,"date":"2025-05-04T22:58:53","date_gmt":"2025-05-04T20:58:53","guid":{"rendered":"https:\/\/geopard.tech\/?p=11559"},"modified":"2025-05-04T23:00:29","modified_gmt":"2025-05-04T21:00:29","slug":"%d8%b2%d8%b1%d8%a7%d8%b9%d8%a9-%d8%a7%d9%84%d8%b4%d8%b9%d9%8a%d8%b1-%d8%aa%d9%86%d8%aa%d8%b9%d8%b4-%d9%85%d8%b9-%d9%83%d8%b4%d9%81-yolov5-%d8%ae%d9%81%d9%8a%d9%81-%d8%a7%d9%84%d9%88%d8%b2%d9%86","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ar\/blog\/barley-farming-gets-a-boost-with-lightweight-yolov5-detection\/","title":{"rendered":"\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u0634\u0639\u064a\u0631 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u062f\u0641\u0639\u0629 \u0645\u0639 \u0643\u0634\u0641 YOLOv5 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646"},"content":{"rendered":"<p class=\"ds-markdown-paragraph\">\u0627\u0644\u0634\u0639\u064a\u0631 \u0627\u0644\u062c\u0628\u0644\u064a\u060c \u0648\u0647\u0648 \u0645\u062d\u0635\u0648\u0644 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\u0627\u0644\u062a\u0642\u0637\u062a \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0648\u0646\u0632 501 \u0635\u0648\u0631\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0634\u0639\u064a\u0631 \u0641\u064a \u0645\u062f\u064a\u0646\u0629 \u0631\u064a\u0643\u0627\u0632 \u062e\u0644\u0627\u0644 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u062d\u064a\u0648\u064a\u062a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648: \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0646\u0645\u0648 \u0641\u064a \u0623\u063a\u0633\u0637\u0633 2022\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632\u062a \u0628\u0633\u0646\u0627\u0628\u0644 \u062e\u0636\u0631\u0627\u0621 \u0648\u0645\u062a\u0646\u0627\u0645\u064a\u0629\u060c \u0648\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0646\u0636\u062c \u0641\u064a \u0623\u063a\u0633\u0637\u0633 2023\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632\u062a \u0628\u0633\u0646\u0627\u0628\u0644 \u0630\u0647\u0628\u064a\u0629 \u0635\u0641\u0631\u0627\u0621 \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u062d\u0635\u0627\u062f.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"11563\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/barley-farming-gets-a-boost-with-lightweight-yolov5-detection\/drone-based-barley-field-monitoring-in-rikaze-city\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?fit=2736%2C1368&amp;ssl=1\" data-orig-size=\"2736,1368\" data-comments-opened=\"1\" data-image-title=\"Drone-Based Barley Field Monitoring in Rikaze City\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?fit=1024%2C512&amp;ssl=1\" class=\"alignnone size-full wp-image-11563\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?resize=810%2C405&#038;ssl=1\" alt=\"\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0642\u0648\u0644 \u0627\u0644\u0634\u0639\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0641\u064a \u0645\u062f\u064a\u0646\u0629 \u0631\u064a\u0643\u0627\u0632\" width=\"810\" height=\"405\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?w=2736&amp;ssl=1 2736w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?resize=1024%2C512&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?resize=768%2C384&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?resize=1536%2C768&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?resize=2048%2C1024&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?w=1620&amp;ssl=1 1620w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Drone-Based-Barley-Field-Monitoring-in-Rikaze-City.png?w=2430&amp;ssl=1 2430w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0634\u0643\u0644 \u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631 \u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0644\u0636\u0628\u0627\u0628\u064a\u0629 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u062d\u0631\u0643\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0629 \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0648\u0635\u063a\u0631 \u062d\u062c\u0645 \u0633\u0646\u0627\u0628\u0644 \u0627\u0644\u0634\u0639\u064a\u0631 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0638\u0631 \u0627\u0644\u062c\u0648\u064a\u0629\u060c \u0648\u062a\u062f\u0627\u062e\u0644 \u0627\u0644\u0633\u0646\u0627\u0628\u0644 \u0641\u064a \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0643\u062b\u064a\u0641\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0642\u0627\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u062a\u0642\u0633\u064a\u0645 \u0643\u0644 \u0635\u0648\u0631\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0625\u0644\u0649 35 \u0635\u0648\u0631\u0629 \u0641\u0631\u0639\u064a\u0629 \u0623\u0635\u063a\u0631 \u0648\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0644\u0628\u0627\u0647\u062a\u0629\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 2970 \u0635\u0648\u0631\u0629 \u0641\u0631\u0639\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628. \u0636\u0645\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0623\u0646 \u064a\u0631\u0643\u0632 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u0648\u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0645\u062a\u062c\u0646\u0628\u064b\u0627 \u0627\u0644\u062a\u0634\u062a\u062a \u0645\u0646 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062c\u0648\u062f\u0629.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0641\u064a \u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645<\/h2>\n<p class=\"ds-markdown-paragraph\">\u062a\u062a\u0645\u062d\u0648\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u062d\u0648\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 YOLOv5 (You Only Look Once version 5)\u060c \u0648\u0647\u064a \u0646\u0645\u0648\u0630\u062c \u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0630\u0648 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0645\u0639\u0631\u0648\u0641 \u0628\u0633\u0631\u0639\u062a\u0647 \u0648\u062a\u0635\u0645\u064a\u0645\u0647 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0630\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u0645\u062b\u0644 Faster R-CNN\u060c \u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0623\u0648\u0644\u0627\u064b \u062b\u0645 \u062a\u0635\u0646\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u062a\u0642\u0648\u0645 YOLOv5 \u0628\u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0645\u0631\u0648\u0631 \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0643\u0627\u0646 \u0646\u0645\u0648\u0630\u062c YOLOv5n \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 1.76 \u0645\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u0645\u0629 (\u0645\u0643\u0648\u0646\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0648\u064a\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u064a) \u0648 4.1 \u0645\u0644\u064a\u0627\u0631 \u0639\u0645\u0644\u064a\u0629 \u0646\u0642\u0637\u0629 \u0639\u0627\u0626\u0645\u0629 (FLOPs\u060c \u0645\u0642\u064a\u0627\u0633 \u0644\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a)\u060c \u0641\u0639\u0627\u0644\u0627\u064b \u0628\u0627\u0644\u0641\u0639\u0644. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0633\u0646\u0627\u0628\u0644 \u0627\u0644\u0634\u0639\u064a\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629 \u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0642\u062f\u0645 \u0641\u0631\u064a\u0642 \u0627\u0644\u0628\u062d\u062b \u062b\u0644\u0627\u062b\u0629 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c: \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0641\u0635\u0644 \u0627\u0644\u0639\u0645\u064a\u0642 (DSConv)\u060c \u0648\u0627\u0644\u062a\u0641\u0627\u0641 \u0627\u0644\u0623\u0634\u0628\u0627\u062d (GhostConv)\u060c \u0648\u0648\u062d\u062f\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u062d\u062c\u0628\u064a\u0629 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641\u064a\u0629 (CBAM).<\/p>\n<p class=\"ds-markdown-paragraph\">\u064a\u0642\u0644\u0644 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0641\u0635\u0644 \u062d\u0633\u0628 \u0627\u0644\u0639\u0645\u0642 (DSConv) \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u0633\u064a\u0645 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 - \u0648\u0647\u064a \u0639\u0645\u0644\u064a\u0629 \u0631\u064a\u0627\u0636\u064a\u0629 \u062a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 - \u0625\u0644\u0649 \u062e\u0637\u0648\u062a\u064a\u0646. \u0623\u0648\u0644\u0627\u064b\u060c \u064a\u0637\u0628\u0642 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u062d\u0633\u0628 \u0627\u0644\u0639\u0645\u0642 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0639\u0644\u0649 \u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0623\u062d\u0645\u0631 \u0648\u0627\u0644\u0623\u062e\u0636\u0631 \u0648\u0627\u0644\u0623\u0632\u0631\u0642)\u060c \u0648\u064a\u062d\u0644\u0644 \u0643\u0644 \u0642\u0646\u0627\u0629 \u0639\u0644\u0649 \u062d\u062f\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u064a\u062a\u0628\u0639 \u0630\u0644\u0643 \u0627\u0644\u062a\u0641\u0627\u0641 \u0646\u0642\u0637\u064a\u060c \u064a\u062c\u0645\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0648\u0649 1\u00d71. \u064a\u0642\u0644\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0645\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 75%.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11564\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/barley-farming-gets-a-boost-with-lightweight-yolov5-detection\/parameter-reduction-in-depthwise-separable-convolution\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?fit=2037%2C1404&amp;ssl=1\" data-orig-size=\"2037,1404\" data-comments-opened=\"1\" data-image-title=\"Parameter Reduction in Depthwise Separable Convolution\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?fit=1024%2C706&amp;ssl=1\" class=\"alignnone size-full wp-image-11564\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?resize=810%2C558&#038;ssl=1\" alt=\"\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0627\u0644\u0627\u0646\u0641\u0635\u0627\u0644\u064a \u0627\u0644\u0639\u0645\u064a\u0642\" width=\"810\" height=\"558\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?w=2037&amp;ssl=1 2037w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?resize=300%2C207&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?resize=1024%2C706&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?resize=768%2C529&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?resize=1536%2C1059&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Parameter-Reduction-in-Depthwise-Separable-Convolution.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0641 \u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0628\u062d\u062c\u0645 3\u00d73 \u0645\u0639 64 \u0642\u0646\u0627\u0629 \u0625\u062f\u062e\u0627\u0644 \u0648 128 \u0642\u0646\u0627\u0629 \u0625\u062e\u0631\u0627\u062c 73,728 \u0645\u0639\u0644\u0645\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0642\u0644\u0644 DSConv \u0647\u0630\u0627 \u0627\u0644\u0631\u0642\u0645 \u0625\u0644\u0649 8,768 \u0641\u0642\u0637 - \u0627\u0646\u062e\u0641\u0627\u0636 \u0628\u0646\u0633\u0628\u0629 88%. \u0647\u0630\u0647 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0623\u0648 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0630\u0627\u062a \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u062a\u062e\u0641\u0641 \u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0627\u0644\u0623\u0634\u0628\u0627\u062d (GhostConv) \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0643\u062b\u0631 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u062e\u0631\u0627\u0626\u0637 \u0645\u064a\u0632\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 - \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u0628\u0633\u0637\u0629 \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0635\u0648\u0631 - \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u062e\u0637\u064a\u0629 \u0628\u0633\u064a\u0637\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062f\u0648\u0631\u0627\u0646 \u0623\u0648 \u0627\u0644\u062a\u062d\u062c\u064a\u0645\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0643\u062b\u0641\u0629 \u0644\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<p class=\"ds-markdown-paragraph\">\u062a\u0646\u062a\u062c \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u064a\u0632\u0627\u062a \u0632\u0627\u0626\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0647\u062f\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u062a\u0639\u0627\u0644\u062c GhostConv \u0630\u0644\u0643 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u0645\u064a\u0632\u0627\u062a \u201c\u0634\u0628\u062d\u201d \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0641\u0639\u0644\u064a\u064b\u0627 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0646\u0635\u0641 \u0641\u064a \u0637\u0628\u0642\u0627\u062a \u0645\u0639\u064a\u0646\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0637\u0628\u0642\u0629 \u0630\u0627\u062a 64 \u0642\u0646\u0627\u0629 \u0625\u062f\u062e\u0627\u0644 \u0648 128 \u0642\u0646\u0627\u0629 \u0625\u062e\u0631\u0627\u062c \u0633\u062a\u062a\u0637\u0644\u0628 \u062a\u0642\u0644\u064a\u062f\u064a\u064b\u0627\u00a0<strong>73,728 \u0645\u0639\u0627\u0645\u0644<\/strong>, \u060c \u0644\u0643\u0646 GhostConv \u062a\u0642\u0644\u0644\u0647 \u0625\u0644\u0649\u00a0<strong>36,864<\/strong>\u00a0\u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629. \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0641\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0645\u062b\u0644 \u0633\u0646\u0627\u0628\u0644 \u0627\u0644\u0634\u0639\u064a\u0631\u060c \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u062a\u0645 \u062f\u0645\u062c \u0648\u062d\u062f\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CBAM) \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0627\u0645\u0629\u060c \u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629. \u062a\u0633\u0645\u062d \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\u060c \u0627\u0644\u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062a\u062d\u062f\u064a\u062f \u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0647\u0627\u0645\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u064a\u0633\u062a\u062e\u062f\u0645 CBAM \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647: \u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u0646\u0648\u0627\u062a\u060c \u0627\u0644\u0630\u064a \u064a\u062d\u062f\u062f \u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0627\u0644\u0645\u0647\u0645\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0644\u0648\u0646 \u0627\u0644\u0623\u062e\u0636\u0631 \u0644\u0644\u0633\u0646\u0628\u0644\u0627\u062a \u0627\u0644\u0646\u0627\u0645\u064a\u0629)\u060c \u0648\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0645\u0643\u0627\u0646\u060c \u0627\u0644\u0630\u064a \u064a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 (\u0645\u062b\u0644 \u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0633\u0646\u0627\u0628\u0644). \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0628\u0640 DSConv \u0648 GhostConv \u0648\u062f\u0645\u062c CBAM\u060c \u0627\u0628\u062a\u0643\u0631 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0623\u062e\u0641 \u0648\u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0645\u0635\u0645\u0645\u064b\u0627 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0643\u0634\u0641 \u0627\u0644\u0634\u0639\u064a\u0631.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0642\u0627\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0628\u062a\u0635\u0646\u064a\u0641 135 \u0635\u0648\u0631\u0629 \u0623\u0635\u0644\u064a\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0631\u0628\u0639\u0627\u062a \u062a\u062d\u062f\u064a\u062f \u2014 \u0623\u0637\u0631 \u0645\u0633\u062a\u0637\u064a\u0644\u0629 \u062a\u062d\u062f\u062f \u0645\u0648\u0642\u0639 \u0633\u0646\u0627\u0628\u0644 \u0627\u0644\u0634\u0639\u064a\u0631 \u2014 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0633\u0646\u0627\u0628\u0644 \u0625\u0644\u0649 \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0646\u0645\u0648 \u0648\u0627\u0644\u0646\u0636\u062c. \u0648\u0633\u0639\u062a \u062a\u0642\u0646\u064a\u0627\u062a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2014 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u062f\u0648\u064a\u0631\u060c \u0648\u062d\u0642\u0646 \u0627\u0644\u0636\u0648\u0636\u0627\u0621\u060c \u0648\u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u060c \u0648\u0627\u0644\u062d\u062f\u0629 \u2014 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 2970 \u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u062d\u0633\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0628\u0631 \u0638\u0631\u0648\u0641 \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0633\u0627\u0639\u062f \u062a\u062f\u0648\u064a\u0631 \u0627\u0644\u0635\u0648\u0631 \u0628\u0632\u0648\u0627\u064a\u0627 90 \u062f\u0631\u062c\u0629 \u0623\u0648 180 \u062f\u0631\u062c\u0629 \u0623\u0648 270 \u062f\u0631\u062c\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u0648\u0627\u0643 \u0645\u0646 \u0632\u0648\u0627\u064a\u0627 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062d\u0627\u0643\u0649 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u063a\u0628\u0627\u0631 \u0623\u0648 \u0627\u0644\u0638\u0644\u0627\u0644. \u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 (80%) \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062d\u0642\u0642 (20%)\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u0642\u064a\u064a\u0645\u064b\u0627 \u0642\u0648\u064a\u064b\u0627.<\/p>\n<p class=\"ds-markdown-paragraph\">\u062a\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 \u0639\u0627\u0644\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0632\u0648\u062f \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0631\u0643\u0632\u064a\u0629 AMD Ryzen 7\u060c \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a NVIDIA RTX 4060\u060c \u0648\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0628\u0633\u0639\u0629 64 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 PyTorch - \u0648\u0647\u0648 \u0623\u062f\u0627\u0629 \u0634\u0627\u0626\u0639\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0623\u0643\u062b\u0631 \u0645\u0646 300 \u062f\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 (\u0645\u0631\u0648\u0631 \u0643\u0627\u0645\u0644 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a)\u060c \u062a\u0645 \u062a\u062a\u0628\u0639 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u062f\u0642\u0629 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629) \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 (\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629) \u0648\u0627\u0644\u062e\u0633\u0627\u0631\u0629 (\u0645\u0639\u062f\u0644 \u0627\u0644\u062e\u0637\u0623) \u0628\u062f\u0642\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0630\u0647\u0644\u0629. \u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c YOLOv5 \u0627\u0644\u0645\u062d\u0633\u0651\u0646 \u062f\u0642\u0629 \u0628\u0644\u063a\u062a.2 (\u0628\u0632\u064a\u0627\u062f\u0629 \u0639\u0646.1 \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633) \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0628\u0644\u063a\u062a.2 (\u0628\u0632\u064a\u0627\u062f\u0629 \u0639\u0646.1)\u060c \u0645\u062a\u0641\u0648\u0642\u064b\u0627 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c YOLOv5n \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u0645\u0642\u062f\u0627\u0631%3.1 \u0641\u064a \u0643\u0644\u0627 \u0627\u0644\u0645\u0642\u064a\u0627\u0633\u064a\u0646. \u0648\u0628\u0644\u063a \u0645\u062a\u0648\u0633\u0637 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 (mAP) - \u0648\u0647\u0648 \u0645\u0642\u064a\u0627\u0633 \u0634\u0627\u0645\u0644 \u064a\u0645\u062b\u0644 \u0645\u062a\u0648\u0633\u0637 \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u0641\u0626\u0627\u062a -% 93.1\u060c \u0645\u0639 \u062f\u0631\u062c\u0627\u062a \u0641\u0631\u062f\u064a\u0629 \u0628\u0644\u063a\u062a% 92.7 \u0644\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0646\u0645\u0627\u0626\u064a\u0629 \u0648% 93.5 \u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0646\u0636\u062c.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11565\" data-permalink=\"https:\/\/geopard.tech\/ar\/blog\/barley-farming-gets-a-boost-with-lightweight-yolov5-detection\/yolov5-model-training-results\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?fit=2412%2C1728&amp;ssl=1\" data-orig-size=\"2412,1728\" data-comments-opened=\"1\" data-image-title=\"YOLOv5 Model Training Results\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?fit=1024%2C734&amp;ssl=1\" class=\"alignnone size-full wp-image-11565\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?resize=810%2C580&#038;ssl=1\" alt=\"\u0646\u062a\u0627\u0626\u062c \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c YOLOv5\" width=\"810\" height=\"580\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?w=2412&amp;ssl=1 2412w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?resize=300%2C215&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?resize=1024%2C734&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?resize=768%2C550&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?resize=1536%2C1100&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?resize=2048%2C1467&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/YOLOv5-Model-Training-Results.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u0643\u0627\u0646\u062a \u0643\u0641\u0627\u0621\u062a\u0647 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0628\u0646\u0641\u0633 \u0627\u0644\u0642\u062f\u0631: \u0627\u0646\u062e\u0641\u0636\u062a \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0633\u0628\u0629.6 \u0644\u062a\u0635\u0644 \u0625\u0644\u0649 1.2 \u0645\u0644\u064a\u0648\u0646\u060c \u0648\u0627\u0646\u062e\u0641\u0636\u062a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0641\u0644\u0648\u0628\u0633 \u0628\u0646\u0633\u0628\u0629.6 \u0644\u062a\u0635\u0644 \u0625\u0644\u0649 3.1 \u0645\u0644\u064a\u0627\u0631. \u0623\u0628\u0631\u0632\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0645\u062b\u0644 Faster R-CNN \u0648 YOLOv8n \u062a\u0641\u0648\u0642\u0647.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 YOLOv8n \u062f\u0642\u0629 mAP \u0623\u0639\u0644\u0649 \u0628\u0642\u0644\u064a\u0644 (93.8%)\u060c \u0625\u0644\u0627 \u0623\u0646 \u0645\u0639\u0627\u064a\u064a\u0631\u0647 (3.0 \u0645\u0644\u064a\u0648\u0646) \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629 (8.1 \u0645\u0644\u064a\u0627\u0631) \u0643\u0627\u0646\u062a \u0623\u0639\u0644\u0649 \u0628\u0640 2.5x \u0648 2.6x \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0628\u0643\u062b\u064a\u0631 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\u0627\u0644\u063a\u0630\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0633\u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0636\u0631\u0648\u0631\u064a\u0629.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0632\u0627\u0631\u0639\u064a \u0627\u0644\u062a\u0628\u062a \u0648\u0645\u0627 \u0648\u0631\u0627\u0621\u0647\u0627\u060c \u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0642\u0641\u0632\u0629 \u0641\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u0629\u060c \u0628\u0644 \u0645\u0646\u0627\u0631\u0629 \u0623\u0645\u0644 \u0644\u0644\u0623\u0645\u0646 \u0627\u0644\u063a\u0630\u0627\u0626\u064a \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645 \u0641\u064a \u0645\u0633\u062a\u0642\u0628\u0644 \u063a\u064a\u0631 \u0645\u0624\u0643\u062f.<\/p>\n<p><strong>\u0645\u0631\u062c\u0639 <\/strong>Cai, M., Deng, H., Cai, J. et al. \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062e\u0641\u064a\u0641 \u0639\u0646 \u0627\u0644\u0634\u0639\u064a\u0631 \u0627\u0644\u0647\u0627\u064a\u0644\u0627\u0646\u062f\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 YOLOv5 \u0627\u0644\u0645\u062d\u0633\u0651\u0646. Plant Methods 21, 42 (2025). <a href=\"https:\/\/doi.org\/10.1186\/s13007-025-01353-0\" rel=\"nofollow\">https:\/\/doi.org\/10.1186\/s13007-025-01353-0<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u064a\u0644\u0639\u0628 \u0627\u0644\u0634\u0639\u064a\u0631 \u0627\u0644\u062c\u0628\u0644\u064a\u060c \u0648\u0647\u0648 \u0645\u062d\u0635\u0648\u0644 \u062d\u0628\u0648\u0628 \u0642\u0648\u064a \u064a\u0632\u0631\u0639 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629 \u0645\u0646 \u0647\u0636\u0628\u0629 \u062a\u0634\u064a\u0646\u063a\u0647\u0627\u064a-\u0627\u0644\u062a\u0628\u062a \u0641\u064a \u0627\u0644\u0635\u064a\u0646\u060c \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u063a\u0630\u0627\u0626\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f...<\/p>","protected":false},"author":210157960,"featured_media":11562,"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":[1657,1660,1377],"tags":[],"class_list":["post-11559","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-agriculture-mapping","category-crop-monitoring"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - 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