{"id":11525,"date":"2025-04-27T00:19:39","date_gmt":"2025-04-26T22:19:39","guid":{"rendered":"https:\/\/geopard.tech\/?p=11525"},"modified":"2025-04-27T00:19:39","modified_gmt":"2025-04-26T22:19:39","slug":"yolov8-%d0%bd%d0%b5%d0%b3%d1%96%d0%b7%d1%96%d0%bd%d0%b4%d0%b5%d0%b3%d1%96-%d0%ba%d3%a9%d0%bf-%d1%88%d3%a9%d0%bf%d1%82%d0%b5%d1%80%d0%b4%d1%96-%d0%b0%d0%bd%d1%8b%d2%9b%d1%82%d0%b0%d1%83-%d0%bc%d0%b0","status":"publish","type":"post","link":"https:\/\/geopard.tech\/kz\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/","title":{"rendered":"YOLOv8 \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435\u0433\u0456 \u043a\u04e9\u043f \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u043c\u0430\u049b\u0442\u0430\u043d\u044b\u04a3 \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d \u049b\u0430\u043b\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0430\u0434\u044b?"},"content":{"rendered":"<p class=\"ds-markdown-paragraph\">\u041c\u0430\u049b\u0442\u0430 \u04e9\u0441\u0456\u0440\u0443 \u0410\u049a\u0428-\u0442\u044b\u04a3 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u044b\u04a3 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0431\u04e9\u043b\u0456\u0433\u0456 \u0431\u043e\u043b\u044b\u043f \u0442\u0430\u0431\u044b\u043b\u0430\u0434\u044b \u0436\u04d9\u043d\u0435 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u0493\u0430 \u0435\u043b\u0435\u0443\u043b\u0456 \u04af\u043b\u0435\u0441 \u049b\u043e\u0441\u0430\u0434\u044b. \u0422\u0435\u043a 2021 \u0436\u044b\u043b\u044b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440 10 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043d\u0430\u043d \u0430\u0441\u0442\u0430\u043c \u0430\u043a\u0440 \u043c\u0430\u049b\u0442\u0430 \u0436\u0438\u043d\u0430\u043f, \u049b\u04b1\u043d\u044b \u0448\u0430\u043c\u0430\u043c\u0435\u043d \u0431\u043e\u043b\u0430\u0442\u044b\u043d 18 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043d\u0430\u043d \u0430\u0441\u0442\u0430\u043c \u043c\u0430\u049b\u0442\u0430 \u0440\u0443\u043b\u043e\u043d\u0434\u0430\u0440\u044b\u043d \u04e9\u043d\u0434\u0456\u0440\u0434\u0456. <span class=\"katex\"><span class=\"katex-mathml\">7,5 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434. \u042d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u043c\u0430\u04a3\u044b\u0437\u044b\u043d\u0430 \u049b\u0430\u0440\u0430\u043c\u0430\u0441\u0442\u0430\u043d, \u043c\u0430\u049b\u0442\u0430 \u04e9\u0441\u0456\u0440\u0443 \u04af\u043b\u043a\u0435\u043d \u049b\u0438\u044b\u043d\u0434\u044b\u049b\u049b\u0430 \u0442\u0430\u043f \u0431\u043e\u043b\u0430\u0434\u044b: \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440. <\/span><\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><span class=\"katex\"><span class=\"katex-mathml\">\u0416\u0430\u0431\u0430\u0439\u044b \u0448\u04e9\u043f\u0442\u0435\u0440, \u044f\u0493\u043d\u0438 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440 \u049b\u0430\u0441\u044b\u043d\u0434\u0430 \u04e9\u0441\u0435\u0442\u0456\u043d \u049b\u0430\u0436\u0435\u0442\u0441\u0456\u0437 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440, \u043c\u0430\u049b\u0442\u0430 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043c\u0435\u043d \u0441\u0443, \u049b\u043e\u0440\u0435\u043a\u0442\u0456\u043a \u0437\u0430\u0442\u0442\u0430\u0440 \u0436\u04d9\u043d\u0435 \u043a\u04af\u043d \u0441\u04d9\u0443\u043b\u0435\u0441\u0456 \u0441\u0438\u044f\u049b\u0442\u044b \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440 \u04af\u0448\u0456\u043d \u0431\u04d9\u0441\u0435\u043a\u0435\u043b\u0435\u0441\u0435\u0434\u0456. \u0415\u0433\u0435\u0440 \u043e\u043b\u0430\u0440 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0441\u044b\u0437 \u049b\u0430\u043b\u0441\u0430, \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 50%-\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0442\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\">7.5 <\/span><span class=\"mord mathnormal\">\u0431\u0438<\/span><span class=\"mord mathnormal\">\u0431\u04d9\u0440\u0456<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord\">.\u00a0<\/span><\/span><\/span><\/span>\u049a\u0430\u0440\u0436\u044b\u043b\u044b\u049b \u049b\u044b\u0441\u044b\u043c\u043d\u0430\u043d \u0431\u04e9\u043b\u0435\u043a, \u0442\u044b\u043c \u043a\u04e9\u043f \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0434\u0456 \u049b\u043e\u043b\u0434\u0430\u043d\u0443 \u049b\u043e\u0440\u0448\u0430\u0493\u0430\u043d \u043e\u0440\u0442\u0430\u0493\u0430 \u0430\u043b\u0430\u04a3\u0434\u0430\u0443\u0448\u044b\u043b\u044b\u049b \u0442\u0443\u0434\u044b\u0440\u0430\u0434\u044b, \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u043f\u0435\u043d \u0441\u0443 \u043a\u04e9\u0437\u0434\u0435\u0440\u0456\u043d \u043b\u0430\u0441\u0442\u0430\u0439\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0441\u044b \u043c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440\u0434\u0456 \u0448\u0435\u0448\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u044b\u043d\u0430 \u0436\u04af\u0433\u0456\u043d\u0443\u0434\u0435 \u2014 \u0431\u04b1\u043b \u0434\u0430\u043b\u0430 \u0434\u0435\u04a3\u0433\u0435\u0439\u0456\u043d\u0434\u0435\u0433\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443\u0434\u044b \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0433\u0435 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u049b\u04b1\u0440\u0430\u043b\u0434\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0442\u044b\u043d \u0442\u04d9\u0441\u0456\u043b. \u0411\u0456\u0440 \u0436\u0430\u04a3\u0430\u0448\u044b\u043b \u0448\u0435\u0448\u0456\u043c \u2014 YOLOv8 \u043c\u043e\u0434\u0435\u043b\u0456 \u2014 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442\u0442\u0430 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0442\u044b\u043d \u043e\u0437\u044b\u049b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u049b\u04b1\u0440\u0430\u043b\u044b.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u0413\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u043a\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456\u04a3 \u0430\u0440\u0442\u0443\u044b \u0436\u04d9\u043d\u0435 \u043e\u043d\u044b\u04a3 \u04d9\u0441\u0435\u0440\u0456<\/h2>\n<p class=\"ds-markdown-paragraph\">1996 \u0436\u044b\u043b\u0434\u0430\u043d \u0431\u0435\u0440\u0456 \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u043a\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456 (HR) \u043c\u0430\u049b\u0442\u0430 \u0442\u04b1\u049b\u044b\u043c\u0434\u0430\u0440\u044b\u043d\u044b\u04a3 \u043a\u0435\u04a3\u0456\u043d\u0435\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0443\u044b \u0435\u0433\u0456\u043d\u0448\u0456\u043b\u0456\u043a \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u0441\u0456\u043d \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0442\u0456. HR \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u044b \u0431\u0435\u043b\u0433\u0456\u043b\u0456 \u0431\u0456\u0440 \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0434\u0435\u043d \u0430\u043c\u0430\u043d \u049b\u0430\u043b\u0443 \u04af\u0448\u0456\u043d \u0433\u0435\u043d\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04b1\u0440\u0493\u044b\u0434\u0430\u043d \u043c\u043e\u0434\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d, \u0431\u04b1\u043b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0433\u043b\u0438\u0444\u043e\u0441\u0430\u0442 \u0441\u0438\u044f\u049b\u0442\u044b \u0445\u0438\u043c\u0438\u043a\u0430\u0442\u0442\u0430\u0440\u0434\u044b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0493\u0430 \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u0448\u0430\u0448\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">2020 \u0436\u044b\u043b\u0493\u0430 \u049b\u0430\u0440\u0430\u0439 \u0410\u049a\u0428-\u0442\u0430\u0493\u044b \u043c\u0430\u049b\u0442\u0430 \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 96%-\u0456 HR \u0441\u043e\u0440\u0442\u0442\u0430\u0440\u044b\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0434\u044b, \u0431\u04b1\u043b \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0433\u0435 \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a \u0446\u0438\u043a\u043b\u0456\u043d \u049b\u0430\u043b\u044b\u043f\u0442\u0430\u0441\u0442\u044b\u0440\u0434\u044b. \u0411\u0430\u0441\u0442\u0430\u043f\u049b\u044b\u0434\u0430 \u0431\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b \u0442\u0438\u0456\u043c\u0434\u0456 \u0431\u043e\u043b\u0434\u044b, \u0431\u0456\u0440\u0430\u049b \u0443\u0430\u049b\u044b\u0442 \u04e9\u0442\u0435 \u043a\u0435\u043b\u0435 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u0442\u0430\u0431\u0438\u0493\u0438 \u0456\u0440\u0456\u043a\u0442\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0442\u04e9\u0437\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u049b\u0430\u043b\u044b\u043f\u0442\u0430\u0441\u0442\u044b\u0440\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u04af\u0433\u0456\u043d\u0433\u0456 \u0442\u0430\u04a3\u0434\u0430 \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0433\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u0410\u049a\u0428-\u0442\u0430\u0493\u044b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0456\u043a \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u0434\u044b\u04a3 70% \u0431\u04e9\u043b\u0456\u0433\u0456\u043d \u0436\u0430\u0439\u043b\u0430\u043f, \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440\u0434\u0456 \u043e\u043d \u0436\u044b\u043b \u0431\u04b1\u0440\u044b\u043d\u0493\u044b\u0493\u0430 \u049b\u0430\u0440\u0430\u0493\u0430\u043d\u0434\u0430 30% \u0435\u0441\u0435 \u043a\u04e9\u043f \u0445\u0438\u043c\u0438\u043a\u0430\u0442 \u049b\u043e\u043b\u0434\u0430\u043d\u0443\u0493\u0430 \u043c\u04d9\u0436\u0431\u04af\u0440 \u0435\u0442\u0435\u0434\u0456. \u041c\u044b\u0441\u0430\u043b\u044b, \u0436\u043e\u0493\u0430\u0440\u044b \u043a\u04e9\u0431\u0435\u044e \u049b\u0430\u0431\u0456\u043b\u0435\u0442\u0456 \u0431\u0430\u0440 \u0436\u04d9\u043d\u0435 \u0442\u0435\u0437 \u04e9\u0441\u0435\u0442\u0456\u043d \u041f\u0430\u043b\u043c\u0435\u0440 \u0430\u043c\u0430\u0440\u0430\u043d\u0442\u044b \u0435\u0440\u0442\u0435 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0493\u0430 \u0430\u043b\u044b\u043d\u0431\u0430\u0441\u0430, \u043c\u0430\u049b\u0442\u0430 \u04e9\u043d\u0456\u043c\u0456\u043d 79%-\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0442\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"11537\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/impact-of-herbicide-resistance-on-u-s-farms\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?fit=2592%2C1869&amp;ssl=1\" data-orig-size=\"2592,1869\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Impact of Herbicide Resistance on U.S. Farms\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?fit=1024%2C738&amp;ssl=1\" class=\"aligncenter wp-image-11537 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?resize=810%2C584&#038;ssl=1\" alt=\"\u0413\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u043a\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456\u04a3 \u0410\u049a\u0428 \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0456\u043a \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u044b\u043d\u0430 \u04d9\u0441\u0435\u0440\u0456\" width=\"810\" height=\"584\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?w=2592&amp;ssl=1 2592w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?resize=300%2C216&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?resize=1024%2C738&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?resize=768%2C554&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?resize=1536%2C1108&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?resize=2048%2C1477&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?w=1620&amp;ssl=1 1620w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Impact-of-Herbicide-Resistance-on-U.S.-Farms.png?w=2430&amp;ssl=1 2430w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u049a\u0430\u0440\u0436\u044b\u043b\u044b\u049b \u0436\u04af\u043a\u0442\u0435\u043c\u0435 \u0430\u0441\u0430 \u0430\u0443\u049b\u044b\u043c\u0434\u044b: \u0442\u04e9\u0437\u0456\u043c\u0434\u0456 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u043c\u0435\u043d \u043a\u04af\u0440\u0435\u0441\u0443 \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0436\u044b\u043b \u0441\u0430\u0439\u044b\u043d \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0442\u0430\u0493\u0430\u043d \u0448\u044b\u0493\u044b\u043d \u04d9\u043a\u0435\u043b\u0435\u0434\u0456, \u0430\u043b \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0434\u0456\u04a3 \u0430\u0493\u044b\u043f \u043a\u0435\u0442\u0443\u0456 \u0435\u0433\u0456\u0441 \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u044b \u043c\u0430\u04a3\u044b\u043d\u0434\u0430\u0493\u044b \u0436\u0430\u04a3\u0430 \u0441\u0443 \u049b\u043e\u0440\u043b\u0430\u0440\u044b\u043d\u044b\u04a3 41,1 %-\u044b\u043d \u043b\u0430\u0441\u0442\u0430\u0439\u0434\u044b. \u0411\u04b1\u043b \u043c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440 \u0445\u0438\u043c\u0438\u044f\u043b\u044b\u049b \u0437\u0430\u0442\u0442\u0430\u0440\u0493\u0430 \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0437\u0430\u0439\u0442\u044b\u043f, \u0435\u0433\u0456\u043d \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u0441\u0430\u049b\u0442\u0430\u0439\u0442\u044b\u043d \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u044f\u043b\u044b\u049b \u0448\u0435\u0448\u0456\u043c\u0434\u0435\u0440\u0433\u0435 \u0448\u04b1\u0493\u044b\u043b \u049b\u0430\u0436\u0435\u0442\u0442\u0456\u043b\u0456\u043a\u0442\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u041c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043a\u04e9\u0440\u0443: \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443\u0434\u044b\u04a3 \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0431\u0430\u043b\u0430\u043c\u0430\u0441\u044b<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0413\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0433\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u0434\u0430\u0493\u0434\u0430\u0440\u044b\u0441\u044b\u043d\u0430 \u0436\u0430\u0443\u0430\u043f \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440, \u0441\u0435\u043d\u0441\u043e\u0440\u043b\u0430\u0440 \u0436\u04d9\u043d\u0435 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0456\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0442\u0456\u043d \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043a\u04e9\u0440\u0443 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d \u04d9\u0437\u0456\u0440\u043b\u0435\u0443\u0434\u0435, \u043e\u043b\u0430\u0440 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0434\u04d9\u043b \u0430\u043d\u044b\u049b\u0442\u0430\u043f, \u0436\u0456\u043a\u0442\u0435\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u041c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043a\u04e9\u0440\u0443 \u0430\u0434\u0430\u043c\u043d\u044b\u04a3 \u0432\u0438\u0437\u0443\u0430\u043b\u0434\u044b \u049b\u0430\u0431\u044b\u043b\u0434\u0430\u0443\u044b\u043d \u0435\u043b\u0456\u043a\u0442\u0435\u0439\u0434\u0456, \u0431\u0456\u0440\u0430\u049b \u0436\u044b\u043b\u0434\u0430\u043c\u044b\u0440\u0430\u049b \u0436\u04d9\u043d\u0435 \u0434\u04d9\u043b\u0456\u0440\u0435\u043a, \u0431\u04b1\u043b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0448\u0435\u0448\u0456\u043c \u049b\u0430\u0431\u044b\u043b\u0434\u0430\u0443\u0434\u044b \u0436\u04af\u0437\u0435\u0433\u0435 \u0430\u0441\u044b\u0440\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u04b1\u043b \u0436\u04af\u0439\u0435\u043b\u0435\u0440 \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u044b \u0430\u0440\u0430\u043b\u0430\u0441\u0443\u043b\u0430\u0440\u0434\u044b \u0436\u04af\u0437\u0435\u0433\u0435 \u0430\u0441\u044b\u0440\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456: \u043c\u044b\u0441\u0430\u043b\u044b, \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04af\u0440\u0434\u0435 \u0430\u043b\u044b\u043f \u0442\u0430\u0441\u0442\u0430\u0439\u0442\u044b\u043d \u0440\u043e\u0431\u043e\u0442\u0442\u044b\u049b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0436\u043e\u044e\u0448\u044b\u043b\u0430\u0440 \u043d\u0435\u043c\u0435\u0441\u0435 \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0434\u0456 \u0442\u0435\u043a \u049b\u0430\u0436\u0435\u0442 \u0436\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0493\u0430\u043d\u0430 \u0448\u0430\u0448\u0430\u0442\u044b\u043d \u0430\u049b\u044b\u043b\u0434\u044b \u0431\u04af\u0440\u043a\u0443 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440\u044b. \u041e\u0441\u044b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u0434\u044b\u04a3 \u0430\u043b\u0493\u0430\u0448\u049b\u044b \u043d\u04b1\u0441\u049b\u0430\u043b\u0430\u0440\u044b \u0434\u04d9\u043b\u0434\u0456\u043a \u043c\u04d9\u0441\u0435\u043b\u0435\u0441\u0456\u043c\u0435\u043d \u043a\u04af\u0440\u0435\u0441\u0442\u0456: \u043e\u043b\u0430\u0440 \u0436\u0438\u0456 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u0434\u0435\u043f \u049b\u0430\u0442\u0435 \u0430\u043d\u044b\u049b\u0442\u0430\u043f, \u043a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0439 \u0430\u043b\u043c\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u043b\u0430\u0439\u0434\u0430, \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443 \u04af\u0448\u0456\u043d \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u049b\u0430\u0431\u0430\u0442\u0442\u044b \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456 \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0442\u044b\u043d \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443\u0434\u044b\u04a3 \u0431\u0456\u0440 \u0431\u04e9\u043b\u0456\u0433\u0456 \u2013 \u0442\u0435\u0440\u0435\u04a3 \u043e\u049b\u044b\u0442\u0443\u0434\u044b\u04a3 \u0434\u0430\u043c\u0443\u044b \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0442\u044b. \u0421\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443\u0493\u0430 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0442\u0435\u0440\u0435\u04a3 \u043e\u049b\u044b\u0442\u0443 \u043c\u043e\u0434\u0435\u043b\u0456\u043d\u0456\u04a3 \u0431\u0456\u0440 \u0442\u04af\u0440\u0456 \u2013 \u043a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440 (CNN) \u0432\u0438\u0437\u0443\u0430\u043b\u0434\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0435\u0433\u0456 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0442\u0430\u043d\u0443\u0434\u0430 \u04e9\u0442\u0435 \u0442\u0438\u0456\u043c\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">You Only Look Once (YOLO) \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u043e\u0442\u0431\u0430\u0441\u044b, \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430\u0493\u044b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b \u043c\u0435\u043d \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043c\u0435\u043d \u0442\u0430\u043d\u044b\u043c\u0430\u043b, \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u0435\u0440\u0435\u043a\u0448\u0435 \u0442\u0430\u043d\u044b\u043c\u0430\u043b \u0431\u043e\u043b\u0434\u044b. \u0421\u043e\u04a3\u0493\u044b \u043d\u04b1\u0441\u049b\u0430\u0441\u044b YOLOv8 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 90,1 %-\u0434\u0430\u043d \u0430\u0441\u0442\u0430\u043c \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0456\u043f, \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u043e\u0439\u044b\u043d\u043d\u044b\u04a3 \u0435\u0440\u0435\u0436\u0435\u0441\u0456\u043d \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0442\u0456.<\/p>\n<h2 class=\"ds-markdown-paragraph\">CottonWeedDet12 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b: \u0442\u0430\u0431\u044b\u0441\u049b\u0430 \u0436\u0435\u0442\u0443\u0434\u0456\u04a3 \u043d\u0435\u0433\u0456\u0437\u0456<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0421\u0435\u043d\u0456\u043c\u0434\u0456 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u04af\u0448\u0456\u043d \u0436\u043e\u0493\u0430\u0440\u044b \u0441\u0430\u043f\u0430\u043b\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u049b\u0430\u0436\u0435\u0442, \u0430\u043b CottonWeedDet12 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0441\u0430\u043b\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u043b\u0435\u0440 \u04af\u0448\u0456\u043d \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u0435\u0441\u0443\u0440\u0441 \u0431\u043e\u043b\u044b\u043f \u0442\u0430\u0431\u044b\u043b\u0430\u0434\u044b. \u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u2013 \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0441\u044b\u043d\u0430\u0443 \u04af\u0448\u0456\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0430\u0442\u044b\u043d \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0434\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u043d\u0430\u0493\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u0438\u0441\u0441\u0438\u0441\u0438\u043f\u0438 \u0448\u0442\u0430\u0442\u044b \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u0437\u0435\u0440\u0442\u0442\u0435\u0443 \u0444\u0435\u0440\u043c\u0430\u043b\u0430\u0440\u044b\u043d\u0430\u043d \u0436\u0438\u043d\u0430\u043b\u0493\u0430\u043d \u0431\u04b1\u043b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b 5 648 \u0436\u043e\u0493\u0430\u0440\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430\u0493\u044b \u043c\u0430\u049b\u0442\u0430 \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0456\u043d \u049b\u0430\u043c\u0442\u0438\u0434\u044b, \u043e\u043b\u0430\u0440 12 \u0436\u0438\u0456 \u043a\u0435\u0437\u0434\u0435\u0441\u0435\u0442\u0456\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f \u0442\u04af\u0440\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0442\u044b\u043d 9 370 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u0442\u0456\u043a\u0442\u04e9\u0440\u0442\u0431\u04b1\u0440\u044b\u0448\u043f\u0435\u043d \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d. \u0428\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u0442\u0456\u043a\u0442\u04e9\u0440\u0442\u0431\u04b1\u0440\u044b\u0448\u0442\u0430\u0440 \u2013 \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0435\u0433\u0456 \u049b\u044b\u0437\u044b\u049b\u0442\u044b\u0440\u0430\u0442\u044b\u043d \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0434\u0456 (\u043c\u044b\u0441\u0430\u043b\u044b, \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456) \u049b\u043e\u0440\u0448\u0430\u043f \u0441\u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0442\u0456\u043a\u0442\u04e9\u0440\u0442\u0431\u04b1\u0440\u044b\u0448\u0442\u044b\u049b \u0448\u0435\u04a3\u0431\u0435\u0440\u043b\u0435\u0440, \u043e\u043b\u0430\u0440 AI \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u04af\u0448\u0456\u043d \u0434\u04d9\u043b \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u049b\u0430\u043d \u0436\u0435\u0440\u043b\u0435\u0440\u0434\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456. \u041d\u0435\u0433\u0456\u0437\u0433\u0456 \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043c\u0430\u043b\u0430\u0440\u0493\u0430 \u043c\u044b\u043d\u0430\u043b\u0430\u0440 \u0436\u0430\u0442\u0430\u0434\u044b:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>12 \u0448\u04e9\u043f \u0441\u044b\u043d\u044b\u043f\u0442\u0430\u0440\u044b<\/strong>: \u0412\u043e\u0434\u044f\u043d\u0430\u044f \u0433\u0440\u0435\u0447\u0438\u0445\u0430 (\u0435\u04a3 \u0436\u0438\u0456 \u043a\u0435\u0437\u0434\u0435\u0441\u0435\u0442\u0456\u043d), Morningglory, \u041f\u0430\u043b\u043c\u0435\u0440 \u0430\u043c\u0430\u0440\u0430\u043d\u0442\u044b, \u0414\u0430\u049b\u0442\u044b \u043c\u043e\u043b\u043e\u0447\u0430\u0439 \u0436\u04d9\u043d\u0435 \u0431\u0430\u0441\u049b\u0430\u043b\u0430\u0440.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>9 370 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u049b\u043e\u0440\u0430\u043f \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u044b<\/strong>VGG Image Annotator (VIA) \u0430\u0440\u049b\u044b\u043b\u044b \u0448\u0435\u0431\u0435\u0440 \u0442\u04af\u0440\u0434\u0435 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u04d8\u0440\u0442\u04af\u0440\u043b\u0456 \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440<\/strong>\u04d8\u0440\u0442\u04af\u0440\u043b\u0456 \u0436\u0430\u0440\u044b\u049b \u0436\u0430\u0493\u0434\u0430\u0439\u044b\u043d\u0434\u0430 (\u043a\u04af\u043d \u0448\u0443\u0430\u049b\u0442\u044b, \u0431\u04b1\u043b\u0442\u0442\u044b), \u04e9\u0441\u0443 \u043a\u0435\u0437\u0435\u04a3\u0434\u0435\u0440\u0456\u043d\u0434\u0435 \u0436\u04d9\u043d\u0435 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0444\u043e\u043d\u044b\u043d\u0434\u0430 \u0442\u04af\u0441\u0456\u0440\u0456\u043b\u0433\u0435\u043d \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440<\/li>\n<\/ul>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11531\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/cottonweeddet12-dataset\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/CottonWeedDet12-Dataset.jpg?fit=622%2C843&amp;ssl=1\" data-orig-size=\"622,843\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"CottonWeedDet12 Dataset\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/CottonWeedDet12-Dataset.jpg?fit=622%2C843&amp;ssl=1\" class=\"aligncenter wp-image-11531 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/CottonWeedDet12-Dataset.jpg?resize=622%2C843&#038;ssl=1\" alt=\"CottonWeedDet12 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\" width=\"622\" height=\"843\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/CottonWeedDet12-Dataset.jpg?w=622&amp;ssl=1 622w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/CottonWeedDet12-Dataset.jpg?resize=221%2C300&amp;ssl=1 221w\" sizes=\"(max-width: 622px) 100vw, 622px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0433\u0435 \u0435\u04a3 \u0436\u0438\u0456 \u043a\u0435\u0437\u0434\u0435\u0441\u0435\u0442\u0456\u043d waterhemp-\u0442\u0435\u043d \u0431\u0430\u0441\u0442\u0430\u043f morningglory, palmer amaranth \u0436\u04d9\u043d\u0435 spotted spurge \u043a\u0456\u0440\u0435\u0434\u0456. \u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u044b\u04a3 \u043d\u0430\u049b\u0442\u044b \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440\u0434\u044b \u043a\u04e9\u0440\u0441\u0435\u0442\u0443\u0456\u043d \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0443 \u04af\u0448\u0456\u043d \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0436\u0430\u0440\u044b\u049b \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440\u044b\u043d\u0434\u0430 (\u043a\u04af\u043d \u0448\u0443\u0430\u049b\u0442\u044b, \u0431\u04b1\u043b\u0442\u0442\u044b) \u0436\u04d9\u043d\u0435 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u04e9\u0441\u0443 \u043a\u0435\u0437\u0435\u04a3\u0434\u0435\u0440\u0456\u043d\u0434\u0435 \u0442\u04af\u0441\u0456\u0440\u0456\u043b\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u044b\u0441\u0430\u043b\u044b, \u043a\u0435\u0439\u0431\u0456\u0440 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u043a\u0456\u0448\u043a\u0435\u043d\u0442\u0430\u0439 \u043a\u04e9\u0448\u0435\u0442\u0442\u0435\u0440 \u0442\u04af\u0440\u0456\u043d\u0434\u0435 \u043f\u0430\u0439\u0434\u0430 \u0431\u043e\u043b\u0441\u0430, \u0431\u0430\u0441\u049b\u0430\u043b\u0430\u0440\u044b \u0442\u043e\u043b\u044b\u049b \u04e9\u0441\u0456\u043f \u0436\u0435\u0442\u0456\u043b\u0433\u0435\u043d. \u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0444\u043e\u043d\u0434\u0430\u0440\u044b \u043c\u0435\u043d \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0443 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d \u049b\u0430\u043c\u0442\u0438\u0434\u044b, \u0431\u04b1\u043b \u043d\u0430\u049b\u0442\u044b \u043c\u0430\u049b\u0442\u0430 \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u043a\u04af\u0440\u0434\u0435\u043b\u0456\u043b\u0456\u0433\u0456\u043d \u0438\u043c\u0438\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u0439\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">YOLOv8 \u043c\u043e\u0434\u0435\u043b\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u0430\u043b\u0434\u044b\u043d\u0434\u0430 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u043e\u043d\u044b\u04a3 \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u04e9\u04a3\u0434\u0435\u0434\u0456. \u0410\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u04e9\u04a3\u0434\u0435\u0443 \u0448\u0438\u043a\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043e\u049b\u044b\u0442\u0443\u044b\u043d\u0430 \u0436\u0430\u0440\u0430\u043c\u0434\u044b \u0435\u0442\u0443 \u04af\u0448\u0456\u043d \u04e9\u0437\u0433\u0435\u0440\u0442\u0443\u0434\u0456 \u049b\u0430\u043c\u0442\u0438\u0434\u044b. \u041c\u044b\u0441\u0430\u043b\u044b, \u0442\u04e9\u0440\u0442 \u0441\u0443\u0440\u0435\u0442\u0442\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0442\u0456\u043d \u043c\u043e\u0437\u0430\u0438\u043a\u0430\u043b\u044b\u049b \u043a\u0435\u04a3\u0435\u0439\u0442\u0443 \u0442\u044b\u0493\u044b\u0437 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044f\u043b\u0430\u0440\u044b\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0443\u0433\u0435 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0442\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u0430\u0441\u049b\u0430 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440, \u043c\u044b\u0441\u0430\u043b\u044b \u043a\u0435\u0437\u0434\u0435\u0439\u0441\u043e\u049b \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0430\u0439\u043d\u0430\u043b\u0434\u044b\u0440\u0443, \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0456\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0456 \u043c\u0435\u043d \u0431\u0430\u0493\u044b\u0442\u044b\u043d\u0434\u0430\u0493\u044b \u04e9\u0437\u0433\u0435\u0440\u0456\u0441\u0442\u0435\u0440\u0433\u0435 \u0431\u0435\u0439\u0456\u043c\u0434\u0435\u0434\u0456.<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\">\u0428\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0493\u044b \u04e9\u0437\u0433\u0435\u0440\u0433\u0456\u0448\u0442\u0456\u043a\u0442\u0456 \u0435\u043b\u0456\u043a\u0442\u0435\u0443 \u04af\u0448\u0456\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u044b \u04e9\u0437\u0433\u0435\u0440\u0442\u0443 (\u00b150%), \u049b\u0438\u044e \u0431\u04b1\u0440\u044b\u0448\u044b\u043d \u04e9\u0437\u0433\u0435\u0440\u0442\u0443 (\u00b130\u00b0) \u0436\u04d9\u043d\u0435 \u0430\u0443\u0434\u0430\u0440\u0443.<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\">t-SNE (t-Distributed Stochastic Neighbor Embedding) \u0434\u0435\u043f \u0430\u0442\u0430\u043b\u0430\u0442\u044b\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\u043b\u0430\u0443 \u04d9\u0434\u0456\u0441\u0456 \u2014 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0456\u043d \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u044b\u043f, \u0432\u0438\u0437\u0443\u0430\u043b\u0434\u044b \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043b\u0435\u0440 \u0436\u0430\u0441\u0430\u0443\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u0430\u043c\u0435\u043d \u043e\u049b\u044b\u0442\u0443 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0456 \u2014 \u04d9\u0440\u0431\u0456\u0440 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f \u043a\u043b\u0430\u0441\u044b\u043d\u0430 \u0436\u0435\u043a\u0435 \u0442\u043e\u043f\u0442\u0430\u043c\u0430\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u043f, \u0436\u0438\u044b\u043d\u0442\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0442\u04af\u0440\u043b\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u043d\u04d9\u0437\u0456\u043a \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0442\u044b\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u043e\u049b\u044b\u0442\u0443\u0493\u0430 \u0436\u0430\u0440\u0430\u043c\u0434\u044b \u0435\u043a\u0435\u043d\u0456\u043d \u0440\u0430\u0441\u0442\u0430\u0434\u044b.<\/p>\n<h2 class=\"ds-markdown-paragraph\">YOLOv8: \u0442\u0435\u0445\u043d\u0438\u043a\u0430\u043b\u044b\u049b \u0436\u0430\u04a3\u0430\u043b\u044b\u049b\u0442\u0430\u0440 \u043c\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043b\u044b\u049b \u0436\u0435\u0442\u0456\u043b\u0434\u0456\u0440\u0443\u043b\u0435\u0440<\/h2>\n<p class=\"ds-markdown-paragraph\">YOLOv8 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0441\u0430\u043b\u0430\u0441\u044b\u043d\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0430\u0440\u043d\u0430\u0439\u044b \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043b\u044b\u049b \u0436\u0430\u04a3\u0430\u0440\u0442\u0443\u043b\u0430\u0440\u043c\u0435\u043d \u0435\u0440\u0442\u0435\u0440\u0435\u043a\u0442\u0435\u0433\u0456 YOLO \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d\u0456\u04a3 \u0436\u0435\u0442\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440\u0456\u043d \u043d\u0435\u0433\u0456\u0437\u0433\u0435 \u0430\u043b\u0430\u0434\u044b. \u041e\u043d\u044b\u04a3 \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435 \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0435\u043d \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u044f\u043b\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043b\u0443\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d CSPDarknet53 \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043d\u0456\u04a3 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b \u0436\u0430\u0442\u044b\u0440. \u041d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043d\u0456\u04a3 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b \u2013 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u043a\u0456\u0440\u0456\u0441 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u04e9\u04a3\u0434\u0435\u0443 \u0436\u04d9\u043d\u0435 \u0442\u0438\u0456\u0441\u0442\u0456 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u0436\u0430\u0443\u0430\u043f\u0442\u044b \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">CSPDarknet53 Cross Stage Partial (CSP) \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u0430\u0440\u044b\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0434\u044b \u2014 \u0436\u0435\u043b\u0456\u043d\u0456\u04a3 \u0444\u0438\u0447\u0435\u0440\u043b\u0456\u043a \u043a\u0430\u0440\u0442\u0430\u043b\u0430\u0440\u044b\u043d \u0435\u043a\u0456 \u0431\u04e9\u043b\u0456\u043a\u043a\u0435 \u0431\u04e9\u043b\u0456\u043f, \u043e\u043b\u0430\u0440\u0434\u044b \u0431\u04e9\u043b\u0435\u043a \u04e9\u04a3\u0434\u0435\u043f, \u043a\u0435\u0439\u0456\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0442\u0456\u043d \u0434\u0438\u0437\u0430\u0439\u043d \u2014 \u043e\u049b\u044b\u0442\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u0442\u0456\u04a3 \u0430\u0493\u044b\u043d\u044b\u043d \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443 \u04af\u0448\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0413\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u0442\u0456\u043a \u0430\u0493\u044b\u043d \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043d\u0456\u04a3 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0456\u043d \u049b\u0430\u0442\u0435\u043b\u0435\u0440\u0434\u0456 \u0430\u0437\u0430\u0439\u0442\u0443 \u04af\u0448\u0456\u043d \u049b\u0430\u043d\u0448\u0430\u043b\u044b\u049b\u0442\u044b \u0442\u0438\u0456\u043c\u0434\u0456 \u0436\u0430\u04a3\u0430\u0440\u0442\u0430\u0442\u044b\u043d\u044b\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456, \u043e\u043d\u044b \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0442\u0438\u0456\u043c\u0434\u0456 \u04af\u0439\u0440\u0435\u043d\u0443\u0456\u043d \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0435\u0434\u0456. \u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 Feature Pyramid Network (FPN) \u043f\u0435\u043d Path Aggregation Network (PAN) \u043c\u043e\u0434\u0443\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0434\u0456, \u043e\u043b\u0430\u0440 \u0431\u0456\u0440\u0433\u0435 \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u0430 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0434\u044b.<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>FPN<\/strong>: \u041a\u04e9\u043f \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u044b \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0434\u044b (\u043c\u044b\u0441\u0430\u043b\u044b, \u043a\u0456\u0448\u043a\u0435\u043d\u0442\u0430\u0439 \u043a\u04e9\u0448\u0435\u0442\u0442\u0435\u0440 \u043c\u0435\u043d \u0436\u0435\u0442\u0456\u043b\u0433\u0435\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456).<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>PAN<\/strong>\u0416\u0435\u043b\u0456\u043b\u0456\u043a \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0430\u0434\u044b.<\/li>\n<\/ul>\n<p>FPN \u2013 \u0431\u04b1\u043b \u0436\u043e\u0493\u0430\u0440\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430\u0493\u044b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 (\u043a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u043d\u044b\u0441\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d) \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04b1\u0440\u0493\u044b\u0434\u0430\u043d \u0431\u0430\u0439 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u043c\u0435\u043d (\u04af\u043b\u043a\u0435\u043d \u043d\u044b\u0441\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u0442\u0430\u043d\u0443 \u04af\u0448\u0456\u043d) \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0442\u0456\u043d \u049b\u04b1\u0440\u044b\u043b\u044b\u043c, \u0430\u043b PAN \u0436\u0435\u043b\u0456 \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440\u044b \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0430\u0434\u044b. \u041c\u044b\u0441\u0430\u043b\u044b, FPN \u043a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u043a\u04e9\u0448\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0434\u044b, \u0430\u043b PAN \u0436\u0435\u0442\u0456\u043b\u0433\u0435\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456\u04a3 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\u0441\u044b\u043d \u0436\u0435\u0442\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11532\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/yolov8-technical-innovations-and-architectural-advancements\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/YOLOv8-Technical-Innovations-and-Architectural-Advancements.jpg?fit=800%2C426&amp;ssl=1\" data-orig-size=\"800,426\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"YOLOv8 Technical Innovations and Architectural Advancements\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/YOLOv8-Technical-Innovations-and-Architectural-Advancements.jpg?fit=800%2C426&amp;ssl=1\" class=\"aligncenter wp-image-11532 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/YOLOv8-Technical-Innovations-and-Architectural-Advancements.jpg?resize=800%2C426&#038;ssl=1\" alt=\"YOLOv8 \u0442\u0435\u0445\u043d\u0438\u043a\u0430\u043b\u044b\u049b \u0436\u0430\u04a3\u0430\u043b\u044b\u049b\u0442\u0430\u0440\u044b \u043c\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043b\u044b\u049b \u0436\u0435\u0442\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440\u0456\" width=\"800\" height=\"426\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/YOLOv8-Technical-Innovations-and-Architectural-Advancements.jpg?w=800&amp;ssl=1 800w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/YOLOv8-Technical-Innovations-and-Architectural-Advancements.jpg?resize=300%2C160&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/YOLOv8-Technical-Innovations-and-Architectural-Advancements.jpg?resize=768%2C409&amp;ssl=1 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u043b\u0434\u044b\u04a3\u0493\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0443\u044b\u043d \u0431\u043e\u043b\u0436\u0430\u0443 \u04af\u0448\u0456\u043d \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u0430\u043d\u044b\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0431\u0435\u043a\u0456\u0442\u0443 \u049b\u043e\u0440\u0430\u043f\u0442\u0430\u0440\u044b\u043d\u0430 (\u0430\u043d\u043a\u0435\u0440\u043b\u0456\u043a \u049b\u043e\u0440\u0430\u043f\u0442\u0430\u0440\u0493\u0430) \u0441\u04af\u0439\u0435\u043d\u0441\u0435, YOLOv8 \u0431\u0435\u043a\u0456\u0442\u0443 \u049b\u043e\u0440\u0430\u043f\u0442\u0430\u0440\u044b \u0436\u043e\u049b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0431\u0430\u0441\u0442\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0434\u044b. \u0411\u04b1\u043b \u0431\u0430\u0441\u0442\u0430\u0440\u044b \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 \u043e\u0440\u0442\u0430\u043b\u044b\u049b\u0442\u0430\u0440\u044b\u043d \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u0431\u043e\u043b\u0436\u0430\u0439\u0434\u044b, \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u0434\u0456 \u0436\u043e\u044f\u0434\u044b \u0436\u04d9\u043d\u0435 \u0436\u0430\u043b\u0493\u0430\u043d \u043e\u04a3 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0434\u0456 \u0430\u0437\u0430\u0439\u0442\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u04b1\u043b \u0436\u0430\u04a3\u0430\u0448\u044b\u043b\u0434\u044b\u049b \u0434\u04d9\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440 \u04e9\u04a3\u0434\u0435\u0443\u0434\u0456 \u0436\u0435\u0434\u0435\u043b\u0434\u0435\u0442\u0435\u0434\u0456: YOLOv8 NVIDIA T4 GPU-\u0434\u0430 \u0441\u0443\u0440\u0435\u0442\u0442\u0456 \u043d\u0435\u0431\u04d9\u0440\u0456 6,3 \u043c\u0438\u043b\u043b\u0438\u0441\u0435\u043a\u0443\u043d\u0434\u0442\u0430 \u0442\u0430\u043b\u0434\u0430\u0439\u0434\u044b \u2014 \u0431\u04b1\u043b AI \u0442\u0430\u043f\u0441\u044b\u0440\u043c\u0430\u043b\u0430\u0440\u044b\u043d\u0430 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0436\u043e\u0493\u0430\u0440\u044b \u04e9\u043d\u0456\u043c\u0434\u0456 \u0433\u0440\u0430\u0444\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0448\u044b\u0493\u044b\u043d \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u0441\u044b \u2014 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0431\u043e\u043b\u0436\u0430\u043c\u0434\u0430\u0440\u044b\u043d\u044b\u04a3 \u043d\u0430\u049b\u0442\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u043c\u0435\u043d \u049b\u0430\u043d\u0448\u0430\u043b\u044b\u049b\u0442\u044b \u0441\u04d9\u0439\u043a\u0435\u0441 \u043a\u0435\u043b\u0435\u0442\u0456\u043d\u0456\u043d \u04e9\u043b\u0448\u0435\u0439\u0442\u0456\u043d \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0444\u043e\u0440\u043c\u0443\u043b\u0430 \u2014 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u049b\u043e\u0440\u0430\u043f\u0442\u044b\u04a3 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456 \u04af\u0448\u0456\u043d CloU \u0448\u044b\u0493\u044b\u043d\u044b\u043d, \u0436\u0456\u043a\u0442\u0435\u0443 \u04af\u0448\u0456\u043d \u043a\u0440\u043e\u0441\u0441-\u044d\u043d\u0442\u0440\u043e\u043f\u0438\u044f \u0448\u044b\u0493\u044b\u043d\u044b\u043d \u0436\u04d9\u043d\u0435 \u0442\u0435\u04a3\u0433\u0435\u0440\u0456\u043c\u0441\u0456\u0437 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443 \u04af\u0448\u0456\u043d \u0442\u0430\u0440\u0430\u043b\u044b\u043c\u0434\u044b\u049b \u0444\u043e\u043a\u0430\u043b\u044c\u0434\u044b \u0448\u044b\u0493\u044b\u043d\u0434\u044b \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0434\u0456. CloU (Complete Intersection over Union) \u0448\u044b\u0493\u044b\u043d\u044b \u0431\u043e\u043b\u0436\u0430\u043d\u0493\u0430\u043d \u0436\u04d9\u043d\u0435 \u043d\u0430\u049b\u0442\u044b \u049b\u043e\u0440\u0430\u043f\u0442\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u049b\u0438\u044b\u043b\u044b\u0441\u0443 \u0430\u0443\u0434\u0430\u043d\u044b\u043d, \u043e\u0440\u0442\u0430\u043b\u044b\u049b \u0430\u0440\u0430\u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u044b \u0436\u04d9\u043d\u0435 \u043f\u0456\u0448\u0456\u043d \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0456\u043d \u0435\u0441\u043a\u0435\u0440\u0435 \u043e\u0442\u044b\u0440\u044b\u043f, \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u049b\u043e\u0440\u0430\u043f\u0442\u044b\u04a3 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0443\u044b\u043d \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\" style=\"text-align: center;\"><strong>\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04b1\u0440\u0493\u044b\u0434\u0430\u043d<\/strong>, \u0436\u0430\u043b\u043f\u044b \u0448\u044b\u0493\u044b\u043d: <span class=\"katex-display ds-markdown-math\"><span class=\"katex\"><span class=\"katex-mathml\">L(\u03b8)=7.5\u22c5Lbox+0.5\u22c5Lcls+0.375\u22c5Ldfl+\u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043b\u0430\u0443<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord mathnormal\">L<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\">\u03b8<\/span><span class=\"mclose\">)<\/span><span class=\"mrel\">=<\/span><\/span><span class=\"base\"><span class=\"mord\">7.5<\/span><span class=\"mbin\">\u22c5<\/span><\/span><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">\u049b\u043e\u0440\u0430\u043f<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mbin\">+<\/span><\/span><span class=\"base\"><span class=\"mord\">0.5<\/span><span class=\"mbin\">\u22c5<\/span><\/span><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">\u043a\u043b\u0430\u0441\u0441<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mbin\">+<\/span><\/span><span class=\"base\"><span class=\"mord\">0.375<\/span><span class=\"mbin\">\u22c5<\/span><\/span><span class=\"base\"><span class=\"mord\"><span class=\"mord mathnormal\">L<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\"><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\">\u0434\u0444\u043b<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><\/span><\/span><\/span><span class=\"mbin\">+<\/span><\/span><span class=\"base\"><span class=\"mord text\"><span class=\"mord\">\u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043b\u0430\u0443<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p class=\"ds-markdown-paragraph\">\u041a\u0440\u043e\u0441-\u044d\u043d\u0442\u0440\u043e\u043f\u0438\u044f \u0448\u044b\u0493\u044b\u043d\u044b \u0431\u043e\u043b\u0436\u0430\u043c\u0434\u044b \u044b\u049b\u0442\u0438\u043c\u0430\u043b\u0434\u044b\u049b\u0442\u0430\u0440\u0434\u044b \u043d\u0430\u049b\u0442\u044b \u0436\u0430\u043f\u0441\u044b\u0440\u043c\u0430\u043b\u0430\u0440\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0430 \u043e\u0442\u044b\u0440\u044b\u043f \u0436\u0456\u043a\u0442\u0435\u0443 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u0439\u0434\u044b, \u0430\u043b \u0442\u0430\u0440\u0430\u043b\u044b\u043c\u0434\u044b\u049b \u0444\u043e\u043a\u0430\u043b\u044c\u0434\u044b \u0448\u044b\u0493\u044b\u043d \u0441\u0438\u0440\u0435\u043a \u043a\u0435\u0437\u0434\u0435\u0441\u0435\u0442\u0456\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u049b\u0430\u0442\u0435 \u0436\u0456\u043a\u0442\u0435\u0433\u0435\u043d\u0456 \u04af\u0448\u0456\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u043a\u04e9\u0431\u0456\u0440\u0435\u043a \u0430\u0439\u044b\u043f\u043f\u04b1\u043b \u0441\u0430\u043b\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043a\u043b\u0430\u0441\u0442\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0442\u0435\u04a3\u0433\u0435\u0440\u0456\u043c\u0441\u0456\u0437\u0434\u0456\u043a\u0442\u0456 \u0448\u0435\u0448\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u043b\u0434\u044b\u04a3\u0493\u044b YOLO \u043d\u04b1\u0441\u049b\u0430\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0493\u0430\u043d\u0434\u0430, YOLOv8 \u0431\u0430\u0440\u043b\u044b\u0493\u044b\u043d\u0430\u043d \u043e\u0437\u044b\u049b. \u041c\u044b\u0441\u0430\u043b\u044b, YOLOv4 50% \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u049b\u043e\u0440\u0430\u043f\u0442\u0430\u0440\u0434\u044b\u04a3 \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0441\u0443\u044b \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u043e\u0440\u0442\u0430\u0448\u0430 \u0434\u04d9\u043b\u0434\u0456\u043a (mAP) \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0456\u043d 95.22%-\u0433\u0435 \u0436\u0435\u0442\u043a\u0456\u0437\u0441\u0435, YOLOv8 \u043e\u043d\u044b 96.10%-\u0433\u0435 \u043a\u04e9\u0442\u0435\u0440\u0434\u0456. mAP \u2013 \u0431\u04b1\u043b \u0431\u0430\u0440\u043b\u044b\u049b \u0441\u0430\u043d\u0430\u0442\u0442\u0430\u0440 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0434\u04d9\u043b\u0434\u0456\u043a \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u043e\u0440\u0442\u0430\u0448\u0430 \u043c\u04d9\u043d\u0456\u043d \u0435\u0441\u0435\u043f\u0442\u0435\u0439\u0442\u0456\u043d \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0436\u043e\u0493\u0430\u0440\u044b \u043c\u04d9\u043d\u0434\u0435\u0440\u0456 \u0436\u0430\u049b\u0441\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u04b0\u049b\u0441\u0430\u0441 \u0442\u04af\u0440\u0434\u0435, YOLOv8-\u0434\u0456\u04a3 \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0441\u0443 \u0448\u0435\u043a\u0442\u0435\u0440\u0456\u043d\u0434\u0435\u0433\u0456 (0,5-\u0442\u0435\u043d 0,95-\u043a\u0435 \u0434\u0435\u0439\u0456\u043d) \u043e\u0440\u0442\u0430\u0448\u0430 \u0430\u0443\u0434\u0430\u043d\u0434\u044b\u049b \u0434\u04d9\u043b\u0434\u0456\u043a (mAP) 93,20% \u0431\u043e\u043b\u044b\u043f, YOLOv4-\u0442\u0456\u04a3 89,48% \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0456\u043d \u0431\u0430\u0441\u044b\u043f \u043e\u0437\u0434\u044b. \u0411\u04b1\u043b \u0436\u0435\u0442\u0456\u043b\u0434\u0456\u0440\u0443\u043b\u0435\u0440 YOLOv8-\u0434\u0456 \u043c\u0430\u049b\u0442\u0430 \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u0435\u04a3 \u0434\u04d9\u043b \u04d9\u0440\u0456 \u0442\u0438\u0456\u043c\u0434\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u0430\u0439\u043d\u0430\u043b\u0434\u044b\u0440\u0430\u0434\u044b.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043e\u049b\u044b\u0442\u0443: \u04d9\u0434\u0456\u0441\u0442\u0435\u043c\u0435 \u0436\u04d9\u043d\u0435 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440<\/h2>\n<p class=\"ds-markdown-paragraph\">YOLOv8-\u0434\u0456 \u043e\u049b\u044b\u0442\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u0442\u0440\u0430\u043d\u0441\u0444\u0435\u0440\u043b\u0456\u043a \u043e\u049b\u044b\u0442\u0443 \u04d9\u0434\u0456\u0441\u0456\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0434\u044b \u2014 \u0431\u04b1\u043b \u04af\u043b\u043a\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0436\u0430\u04a3\u0430 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0433\u0435 \u0441\u04d9\u0439\u043a\u0435\u0441 \u0435\u0442\u0456\u043f \u04b1\u0441\u0430\u049b\u0442\u0430\u043d \u0440\u0435\u0442\u0442\u0435\u0443 \u0442\u04d9\u0441\u0456\u043b\u0456. \u0422\u0440\u0430\u043d\u0441\u0444\u0435\u0440\u043b\u0456\u043a \u043e\u049b\u044b\u0442\u0443 \u0430\u043b\u0434\u044b\u04a3\u0493\u044b \u0442\u0430\u043f\u0441\u044b\u0440\u043c\u0430\u043b\u0430\u0440\u0434\u0430\u043d \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0431\u0456\u043b\u0456\u043c\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u043e\u049b\u044b\u0442\u0443 \u0443\u0430\u049b\u044b\u0442\u044b\u043d \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u044b\u043f, \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 32-\u0434\u0435\u043d \u0442\u043e\u043f\u0442\u0430\u043f \u04e9\u04a3\u0434\u0435\u0434\u0456, \u043e\u043d\u0434\u0430 AdamW \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0493\u044b\u0448\u044b\u043d \u2014 \u0430\u0440\u0442\u044b\u049b \u04af\u0439\u0440\u0435\u043d\u0443\u0434\u0456\u04a3 \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0443 \u04af\u0448\u0456\u043d \u0441\u0430\u043b\u043c\u0430\u049b \u0448\u0430\u0493\u044b\u043b\u0443\u044b\u043d (weight decay) \u049b\u043e\u0441\u0430\u0442\u044b\u043d Adam \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0456\u043d\u0456\u04a3 \u0431\u0456\u0440 \u043d\u04b1\u0441\u049b\u0430\u0441\u044b\u043d \u2014 \u049b\u043e\u043b\u0434\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u04af\u0439\u0440\u0435\u043d\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b 0,001 \u0431\u043e\u043b\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">100-\u0434\u0435\u043d \u0430\u0441\u0442\u0430\u043c \u044d\u043f\u043e\u0445\u0430 (\u043e\u049b\u044b\u0442\u0443 \u0446\u0438\u043a\u043b\u0434\u0430\u0440\u044b) \u0456\u0448\u0456\u043d\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u043c\u0430\u049b\u0442\u0430 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d\u0435\u043d \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0435\u0443\u0434\u0456 \u0442\u0430\u04a3\u0493\u0430\u043b\u0430\u0440\u043b\u044b\u049b \u0434\u04d9\u043b\u0434\u0456\u043a\u043f\u0435\u043d \u043c\u0435\u04a3\u0433\u0435\u0440\u0434\u0456. \u0421\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u043a\u0435\u0437\u0434\u0435\u0439\u0441\u043e\u049b \u0430\u0439\u043d\u0430\u043b\u0434\u044b\u0440\u0443 \u0436\u04d9\u043d\u0435 \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u0436\u0430\u0440\u044b\u049b\u0442\u044b\u0493\u044b\u043d \u0440\u0435\u0442\u0442\u0435\u0443 \u0441\u0438\u044f\u049b\u0442\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043a\u0435\u04a3\u0435\u0439\u0442\u0443 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u043b\u0430\u0440\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u043d\u0430\u049b\u0442\u044b \u04d9\u043b\u0435\u043c\u0434\u0435\u0433\u0456 \u04e9\u0437\u0433\u0435\u0440\u0433\u0456\u0448\u0442\u0456\u043a\u0442\u0456 \u04e9\u04a3\u0434\u0435\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0434\u0456.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"11538\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/to-train-yolov8-researchers-used-transfer-learning-a-technique\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?fit=1024%2C1300&amp;ssl=1\" data-orig-size=\"1024,1300\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"To train YOLOv8, researchers used transfer learning\u2014a technique\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?fit=807%2C1024&amp;ssl=1\" class=\"aligncenter wp-image-11538 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?resize=810%2C1028&#038;ssl=1\" alt=\"YOLOv8-\u0434\u0456 \u043e\u049b\u044b\u0442\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u0442\u0430\u0441\u044b\u043c\u0430\u043b\u0434\u0430\u0443\u0434\u044b \u043e\u049b\u044b\u0442\u0443 \u04d9\u0434\u0456\u0441\u0456\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0434\u044b \u2014 \u0431\u0456\u0440 \u0442\u0435\u0445\u043d\u0438\u043a\u0430\" width=\"810\" height=\"1028\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?resize=236%2C300&amp;ssl=1 236w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?resize=807%2C1024&amp;ssl=1 807w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/To-train-YOLOv8-researchers-used-transfer-learning%E2%80%94a-technique.png?resize=768%2C975&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u041d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440 \u04d9\u0441\u0435\u0440\u043b\u0456 \u0431\u043e\u043b\u0434\u044b. \u0410\u043b\u0493\u0430\u0448\u049b\u044b 20 \u044d\u043f\u043e\u0445 \u0456\u0448\u0456\u043d\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c 90%-\u0434\u0435\u043d \u0430\u0441\u0442\u0430\u043c \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0456\u043f, \u0442\u0435\u0437 \u04af\u0439\u0440\u0435\u043d\u0435\u0442\u0456\u043d\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. \u041e\u049b\u044b\u0442\u0443 \u0430\u044f\u049b\u0442\u0430\u043b\u0493\u0430\u043d\u0493\u0430 \u0434\u0435\u0439\u0456\u043d YOLOv8 \u04af\u043b\u043a\u0435\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 94,40% \u0434\u04d9\u043b\u0434\u0456\u043a\u043f\u0435\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u043b\u0430\u0439\u0434\u0430 \u043a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u049b\u0438\u044b\u043d\u044b\u0440\u0430\u049b \u0431\u043e\u043b\u044b\u043f, \u0434\u04d9\u043b\u0434\u0456\u043a 11,90%-\u0433\u0435 \u0434\u0435\u0439\u0456\u043d \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0434\u0456. \u0411\u04b1\u043b \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u044b\u04a3 \u0442\u0435\u04a3\u0433\u0435\u0440\u0456\u043c\u0441\u0456\u0437\u0434\u0456\u0433\u0456\u043d\u0435\u043d \u0442\u0443\u044b\u043d\u0434\u0430\u0439\u0434\u044b: \u0456\u0440\u0456 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u0430\u0440\u0442\u044b\u049b \u043a\u04e9\u0440\u0441\u0435\u0442\u0456\u043b\u0433\u0435\u043d, \u0430\u043b \u043a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u043a\u04e9\u0448\u0435\u0442\u0442\u0435\u0440 \u0441\u0438\u0440\u0435\u043a \u043a\u0435\u0437\u0434\u0435\u0441\u043a\u0435\u043d. \u041e\u0441\u044b \u0448\u0435\u043a\u0442\u0435\u0443\u0433\u0435 \u049b\u0430\u0440\u0430\u043c\u0430\u0441\u0442\u0430\u043d, YOLOv8-\u0434\u0456\u04a3 \u0436\u0430\u043b\u043f\u044b \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0456\u043b\u0433\u0435\u0440\u0456\u043b\u0435\u0443\u0434\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u041c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440 \u043c\u0435\u043d \u0431\u043e\u043b\u0430\u0448\u0430\u049b \u0431\u0430\u0493\u044b\u0442\u0442\u0430\u0440<\/h2>\n<p class=\"ds-markdown-paragraph\">YOLOv8 \u04af\u043b\u043a\u0435\u043d \u04af\u043c\u0456\u0442 \u043a\u04af\u0442\u0442\u0456\u0440\u0441\u0435 \u0434\u0435, \u049b\u0438\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0440 \u04d9\u043b\u0456 \u0434\u0435 \u0431\u0430\u0440. \u041a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0435\u0440\u0442\u0435 \u0430\u0440\u0430\u043b\u0430\u0441\u0443 \u04af\u0448\u0456\u043d \u04e9\u0442\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b, \u0441\u0435\u0431\u0435\u0431\u0456 \u04e9\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443 \u043e\u04a3\u0430\u0439\u044b\u0440\u0430\u049b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0441\u044b \u043c\u04d9\u0441\u0435\u043b\u0435\u043d\u0456 \u0448\u0435\u0448\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u0442\u0456 \u049b\u0430\u0440\u0441\u044b\u043b\u0430\u0441 \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456 (GAN) \u049b\u043e\u043b\u0434\u0430\u043d\u0443\u0434\u044b \u04b1\u0441\u044b\u043d\u0430\u0434\u044b \u2014 \u0431\u04b1\u043b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d\u0456\u04a3 \u0431\u0456\u0440 \u0442\u04af\u0440\u0456, \u043e\u043d\u0434\u0430 \u0435\u043a\u0456 \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456 (\u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u043c\u0435\u043d \u0434\u0438\u0441\u043a\u0440\u0438\u043c\u0438\u043d\u0430\u0442\u043e\u0440) \u0448\u044b\u043d\u0430\u0439\u044b \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0430\u0441\u0430\u0443 \u04af\u0448\u0456\u043d \u0431\u04d9\u0441\u0435\u043a\u0435\u043b\u0435\u0441\u0435\u0434\u0456 \u2014 \u0448\u0430\u0493\u044b\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456\u04a3 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0456\u043d \u0436\u0430\u0441\u0430\u043f, \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d \u0442\u0435\u04a3\u0435\u0441\u0442\u0456\u0440\u0443 \u04af\u0448\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0422\u0430\u0493\u044b \u0431\u0456\u0440 \u0448\u0435\u0448\u0456\u043c \u2013 \u043a\u04e9\u0440\u0456\u043d\u0435\u0442\u0456\u043d \u0436\u0430\u0440\u044b\u049b\u0442\u0430\u043d \u0442\u044b\u0441 (\u043c\u044b\u0441\u0430\u043b\u044b, \u0436\u0430\u049b\u044b\u043d \u0438\u043d\u0444\u0440\u0430\u049b\u044b\u0437\u044b\u043b) \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0436\u0438\u043d\u0430\u0439\u0442\u044b\u043d \u043a\u04e9\u043f\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456 \u0431\u0435\u0439\u043d\u0435\u043b\u0435\u0443\u0434\u0456 \u0435\u043d\u0433\u0456\u0437\u0443, \u0431\u04b1\u043b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440 \u043c\u0435\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u043a\u043e\u043d\u0442\u0440\u0430\u0441\u0442\u0442\u044b \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0416\u0430\u049b\u044b\u043d \u0438\u043d\u0444\u0440\u0430\u049b\u044b\u0437\u044b\u043b \u0441\u0435\u043d\u0441\u043e\u0440\u043b\u0430\u0440 \u0445\u043b\u043e\u0440\u043e\u0444\u0438\u043b\u043b \u043c\u04e9\u043b\u0448\u0435\u0440\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u043f, \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u0439\u049b\u044b\u043d\u044b\u0440\u0430\u049b \u0435\u0442\u0456\u043f \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456 \u0436\u04d9\u043d\u0435 \u043e\u043b\u0430\u0440\u0434\u044b \u0442\u043e\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u043d \u043e\u04a3\u0430\u0439\u044b\u0440\u0430\u049b \u0430\u0436\u044b\u0440\u0430\u0442\u0443\u0493\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">YOLO-\u043d\u044b\u04a3 \u0431\u043e\u043b\u0430\u0448\u0430\u049b \u043d\u04b1\u0441\u049b\u0430\u043b\u0430\u0440\u044b, \u043c\u044b\u0441\u0430\u043b\u044b YOLOv9 \u0436\u04d9\u043d\u0435 YOLOv10, \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u043e\u0434\u0430\u043d \u04d9\u0440\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d. \u0411\u04b1\u043b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u0434\u0456 \u0442\u04af\u0440\u0434\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0439\u0442\u0456\u043d, \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0433\u0435 \u049b\u0430\u0440\u0430\u0493\u0430\u043d\u0434\u0430 \u04b1\u0437\u0430\u049b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u0493\u044b \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0438\u0456\u043c\u0434\u0456\u0440\u0435\u043a \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0442\u044b\u043d \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440 \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440\u044b\u043d \u0436\u04d9\u043d\u0435 \u043d\u044b\u0441\u0430\u043d\u043d\u044b\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0456\u043d\u0435 \u0431\u0435\u0439\u0456\u043c\u0434\u0435\u043b\u0435\u0442\u0456\u043d \u0434\u0438\u043d\u0430\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430\u043b\u0430\u0440\u044b\u043d \u049b\u0430\u043c\u0442\u0438\u0434\u044b \u0434\u0435\u043f \u043a\u04af\u0442\u0456\u043b\u0443\u0434\u0435. \u041c\u04b1\u043d\u0434\u0430\u0439 \u0436\u0435\u0442\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440 \u043a\u0456\u0448\u0456\u0433\u0456\u0440\u0456\u043c \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u0440\u0435\u043a \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0428\u0430\u0440\u0443\u0430\u043b\u0430\u0440\u0493\u0430 \u043a\u0435\u043b\u0435\u0441\u0456 \u049b\u0430\u0434\u0430\u043c \u2013 \u0434\u0430\u043b\u0430 \u0441\u044b\u043d\u0430\u049b\u0442\u0430\u0440\u044b. YOLOv8 \u0436\u04d9\u043d\u0435 \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440\u043c\u0435\u043d \u0436\u0430\u0431\u0434\u044b\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0434\u044b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0436\u043e\u044e\u0448\u044b\u043b\u0430\u0440 \u043c\u0430\u049b\u0442\u0430 \u049b\u0430\u0442\u0430\u0440\u043b\u0430\u0440\u044b\u043d\u0434\u0430 \u049b\u043e\u0437\u0493\u0430\u043b\u044b\u043f, \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04af\u0440\u0434\u0435 \u0436\u043e\u044f \u0430\u043b\u0430\u0434\u044b. \u0421\u043e\u043b \u0441\u0438\u044f\u049b\u0442\u044b, \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435\u0433\u0456 \u0431\u04af\u0440\u043a\u0443 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u0436\u0430\u0431\u0434\u044b\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0434\u0440\u043e\u043d\u0434\u0430\u0440 \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0434\u0456 \u0434\u04d9\u043b \u043d\u044b\u0441\u0430\u043d\u0430\u0493\u0430 \u0430\u043b\u044b\u043f, \u0445\u0438\u043c\u0438\u043a\u0430\u0442\u0442\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b 90 %-\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u0430\u0437\u0430\u0439\u0442\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u04b1\u043b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440 \u0442\u0435\u043a \u0448\u044b\u0493\u044b\u043d\u0434\u0430\u0440\u0434\u044b \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u044b\u043f \u049b\u0430\u043d\u0430 \u049b\u043e\u0439\u043c\u0430\u0439, \u0441\u043e\u043d\u044b\u043c\u0435\u043d \u0431\u0456\u0440\u0433\u0435 \u044d\u043a\u043e\u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0434\u0456 \u049b\u043e\u0440\u0493\u0430\u0439\u0434\u044b, \u0431\u04b1\u043b \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u0441\u0430\u0443\u043b\u044b\u049b\u0442\u044b, \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0436\u04d9\u043d\u0435 \u04d9\u043b\u0435\u0443\u043c\u0435\u0442\u0442\u0456\u043a \u0442\u0435\u04a3\u0434\u0456\u043a\u0442\u0456 \u0431\u0430\u0441\u0442\u044b \u043d\u0430\u0437\u0430\u0440\u0493\u0430 \u0430\u043b\u0430\u0442\u044b\u043d \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0444\u0438\u043b\u043e\u0441\u043e\u0444\u0438\u044f\u0441\u044b\u043d\u0430 \u0441\u04d9\u0439\u043a\u0435\u0441 \u043a\u0435\u043b\u0435\u0434\u0456.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u049a\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0413\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u043a\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456 \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456\u04a3 \u04e9\u0441\u0443\u0456 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d \u0436\u0430\u04a3\u0430\u0448\u044b\u043b\u0434\u044b\u049b\u049b\u0430 \u043c\u04d9\u0436\u0431\u04af\u0440 \u0435\u0442\u0442\u0456, \u0430\u043b YOLOv8 \u0434\u04d9\u043b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443\u0434\u0430 \u0442\u04e9\u04a3\u043a\u0435\u0440\u0456\u0441 \u0436\u0430\u0441\u0430\u0434\u044b. \u041d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442\u0442\u0430\u0493\u044b 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\u0493\u0430\u043d\u0430 \u0435\u043c\u0435\u0441, \u0441\u043e\u043d\u044b\u043c\u0435\u043d \u0431\u0456\u0440\u0433\u0435 \u0431\u043e\u043b\u0430\u0448\u0430\u049b \u04b1\u0440\u043f\u0430\u049b \u04af\u0448\u0456\u043d \u043f\u043b\u0430\u043d\u0435\u0442\u0430\u043d\u044b\u04a3 \u0434\u0435\u043d\u0456 \u0441\u0430\u0443 \u0431\u043e\u043b\u0443\u044b\u043d \u0434\u0430 \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0435\u0434\u0456. YOLOv8 \u0441\u0438\u044f\u049b\u0442\u044b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0441\u0430\u043b\u0430\u0441\u044b \u0433\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0433\u0435 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u043c\u04d9\u0441\u0435\u043b\u0435\u0441\u0456\u043d \u0436\u0435\u04a3\u0456\u043f, \u0436\u0430\u0441\u044b\u043b \u04d9\u0440\u0456 \u04e9\u043d\u0456\u043c\u0434\u0456 \u0431\u043e\u043b\u0430\u0448\u0430\u049b\u049b\u0430 \u0436\u043e\u043b \u0430\u0448\u0430 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p><strong>\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437<\/strong>: \u0425\u0430\u043d, \u0410. \u0422., \u0419\u0435\u043d\u0441\u0435\u043d, \u0421. \u041c. \u0436\u04d9\u043d\u0435 \u0425\u0430\u043d, \u0410. \u0420. (2025). \u0414\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d \u0434\u0430\u043c\u044b\u0442\u0443: \u043c\u0430\u049b\u0442\u0430 \u04e9\u0441\u0456\u0440\u0443\u0434\u0435 \u043a\u04e9\u043f\u0441\u044b\u043d\u044b\u043f\u0442\u044b \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d YOLOv8-\u0434\u0456\u04a3 \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u043c\u0430\u043b\u044b \u0442\u0430\u043b\u0434\u0430\u0443\u044b. \u0410\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430\u0493\u044b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442, 15, 182\u2013191. <a href=\"https:\/\/doi.org\/10.1016\/j.aiia.2025.01.013\" rel=\"nofollow\">https:\/\/doi.org\/10.1016\/j.aiia.2025.01.013<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u041c\u0430\u049b\u0442\u0430 \u04e9\u0441\u0456\u0440\u0443 \u0410\u043c\u0435\u0440\u0438\u043a\u0430 \u049a\u04b1\u0440\u0430\u043c\u0430 \u0428\u0442\u0430\u0442\u0442\u0430\u0440\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u044b\u04a3 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0431\u04e9\u043b\u0456\u0433\u0456 \u0431\u043e\u043b\u044b\u043f \u0442\u0430\u0431\u044b\u043b\u0430\u0434\u044b \u0436\u04d9\u043d\u0435 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u0493\u0430 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u04af\u043b\u0435\u0441 \u049b\u043e\u0441\u0430\u0434\u044b. \u0422\u0435\u043a 2021 \u0436\u044b\u043b\u044b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440 10 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043d\u0430\u043d \u0430\u0441\u0442\u0430\u043c \u04e9\u043d\u0456\u043c \u0436\u0438\u043d\u0430\u0434\u044b...<\/p>","protected":false},"author":210157960,"featured_media":11530,"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_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":[1657,1658],"tags":[],"class_list":["post-11525","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-weed-control"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - 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