{"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":"%d0%ba%d0%b0%d0%ba%d0%be-%d0%b4%d0%b5%d1%82%d0%b5%d0%ba%d1%86%d0%b8%d1%98%d0%b0-%d0%b2%d0%b8%d1%88%d0%b5%d1%81%d1%82%d1%80%d1%83%d0%ba%d0%be%d0%b3-%d0%ba%d0%be%d1%80%d0%be%d0%b2%d0%b0-%d0%b7%d0%b0","status":"publish","type":"post","link":"https:\/\/geopard.tech\/srb\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/","title":{"rendered":"\u041a\u0430\u043a\u043e \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433 \u043a\u043e\u0440\u043e\u0432\u0430 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 YOLOv8 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443 \u043f\u0430\u043c\u0443\u043a\u0430?"},"content":{"rendered":"<p class=\"ds-markdown-paragraph\">\u0423\u0437\u0433\u043e\u0458 \u043f\u0430\u043c\u0443\u043a\u0430 \u0458\u0435 \u0432\u0438\u0442\u0430\u043b\u043d\u0438 \u0434\u0435\u043e \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u0443 \u0421\u0458\u0435\u0434\u0438\u045a\u0435\u043d\u0438\u043c \u0414\u0440\u0436\u0430\u0432\u0430\u043c\u0430 \u0438 \u0437\u043d\u0430\u0447\u0430\u0458\u043d\u043e \u0434\u043e\u043f\u0440\u0438\u043d\u043e\u0441\u0438 \u0435\u043a\u043e\u043d\u043e\u043c\u0438\u0458\u0438. \u0421\u0430\u043c\u043e \u0443 2021. \u0433\u043e\u0434\u0438\u043d\u0438, \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438 \u0441\u0443 \u043f\u043e\u0436\u045a\u0435\u043b\u0438 \u043f\u0440\u0435\u043a\u043e 10 \u043c\u0438\u043b\u0438\u043e\u043d\u0430 \u0445\u0435\u043a\u0442\u0430\u0440\u0430 \u043f\u0430\u043c\u0443\u043a\u0430, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0435\u045b\u0438 \u0432\u0438\u0448\u0435 \u043e\u0434 18 \u043c\u0438\u043b\u0438\u043e\u043d\u0430 \u0431\u0430\u043b\u0430 \u0432\u0440\u0435\u0434\u043d\u0438\u0445 \u0441\u043a\u043e\u0440\u043e <span class=\"katex\"><span class=\"katex-mathml\">7,5 \u043c\u0438\u043b\u0438\u0458\u0430\u0440\u0434\u0438. \u0423\u043f\u0440\u043a\u043e\u0441 \u0441\u0432\u043e\u043c \u0435\u043a\u043e\u043d\u043e\u043c\u0441\u043a\u043e\u043c \u0437\u043d\u0430\u0447\u0430\u0458\u0443, \u0443\u0437\u0433\u043e\u0458 \u043f\u0430\u043c\u0443\u043a\u0430 \u0441\u0435 \u0441\u0443\u043e\u0447\u0430\u0432\u0430 \u0441\u0430 \u0432\u0435\u043b\u0438\u043a\u0438\u043c \u0438\u0437\u0430\u0437\u043e\u0432\u043e\u043c: \u043a\u043e\u0440\u043e\u0432\u043e\u043c. <\/span><\/span><\/p>\n<p class=\"ds-markdown-paragraph\"><span class=\"katex\"><span class=\"katex-mathml\">\u041a\u043e\u0440\u043e\u0432, \u043a\u043e\u0458\u0438 \u0458\u0435 \u043d\u0435\u0436\u0435\u0459\u0435\u043d\u0430 \u0431\u0438\u0459\u043a\u0430 \u043a\u043e\u0458\u0430 \u0440\u0430\u0441\u0442\u0435 \u043f\u043e\u0440\u0435\u0434 \u0441\u043f\u043e\u0440\u0435\u0434\u043d\u0438\u0445 \u0443\u0441\u0435\u0432\u0430, \u0442\u0430\u043a\u043c\u0438\u0447\u0438 \u0441\u0435 \u0441\u0430 \u043f\u0430\u043c\u0443\u043a\u043e\u043c \u0437\u0430 \u0435\u0441\u0435\u043d\u0446\u0438\u0458\u0430\u043b\u043d\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u0435 \u043f\u043e\u043f\u0443\u0442 \u0432\u043e\u0434\u0435, \u0445\u0440\u0430\u043d\u0459\u0438\u0432\u0438\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0458\u0430 \u0438 \u0441\u0443\u043d\u0447\u0435\u0432\u0435 \u0441\u0432\u0435\u0442\u043b\u043e\u0441\u0442\u0438. \u0410\u043a\u043e \u0441\u0435 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0448\u0435, \u043c\u043e\u0436\u0435 \u0441\u043c\u0430\u045a\u0438\u0442\u0438 \u043f\u0440\u0438\u043d\u043e\u0441\u0435 \u0443\u0441\u0435\u0432\u0430 \u0438 \u0434\u043e 50...<\/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\">\u0441\u0432\u0438<\/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>\u041f\u043e\u0440\u0435\u0434 \u0444\u0438\u043d\u0430\u043d\u0441\u0438\u0458\u0441\u043a\u043e\u0433 \u043e\u043f\u0442\u0435\u0440\u0435\u045b\u0435\u045a\u0430, \u043f\u0440\u0435\u043a\u043e\u043c\u0435\u0440\u043d\u0430 \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0430 \u0438\u0437\u0430\u0437\u0438\u0432\u0430 \u0435\u043a\u043e\u043b\u043e\u0448\u043a\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435, \u0437\u0430\u0433\u0430\u0452\u0443\u0458\u0443\u045b\u0438 \u0437\u0435\u043c\u0459\u0438\u0448\u0442\u0435 \u0438 \u0438\u0437\u0432\u043e\u0440\u0435 \u0432\u043e\u0434\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u0430 \u0431\u0438 \u0441\u0435 \u0440\u0435\u0448\u0438\u043b\u0438 \u043e\u0432\u0438 \u0438\u0437\u0430\u0437\u043e\u0432\u0438, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0441\u0435 \u043e\u043a\u0440\u0435\u045b\u0443 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0430\u043c\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u2013 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u043e\u043c \u043f\u0440\u0438\u0441\u0442\u0443\u043f\u0443 \u043a\u043e\u0458\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u0438 \u0430\u043b\u0430\u0442\u0435 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0435 \u043d\u0430 \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430 \u0437\u0430 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0458\u0443 \u0443\u043f\u0440\u0430\u0432\u0459\u0430\u045a\u0430 \u043d\u0430 \u043d\u0438\u0432\u043e\u0443 \u043f\u043e\u0459\u0430. \u0408\u0435\u0434\u043d\u043e \u0440\u0435\u0432\u043e\u043b\u0443\u0446\u0438\u043e\u043d\u0430\u0440\u043d\u043e \u0440\u0435\u0448\u0435\u045a\u0435 \u0458\u0435 \u043c\u043e\u0434\u0435\u043b YOLOv8 \u2013 \u0432\u0440\u0445\u0443\u043d\u0441\u043a\u0438 \u0430\u043b\u0430\u0442 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0437\u0430 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0435 \u043a\u043e\u0440\u043e\u0432\u0430 \u0443 \u0440\u0435\u0430\u043b\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0443.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u041f\u043e\u0440\u0430\u0441\u0442 \u043e\u0442\u043f\u043e\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 \u0438 \u045a\u0435\u043d \u0443\u0442\u0438\u0446\u0430\u0458<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0428\u0438\u0440\u043e\u043a\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u045a\u0435\u043d\u0430 \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u0430 \u0441\u0435\u043c\u0435\u043d\u0430 \u043f\u0430\u043c\u0443\u043a\u0430 \u043e\u0442\u043f\u043e\u0440\u043d\u043e\u0433 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 (HR) \u043e\u0434 1996. \u0433\u043e\u0434\u0438\u043d\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0438\u0441\u0430\u043b\u0430 \u0458\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0435 \u043f\u0440\u0430\u043a\u0441\u0435. HR \u0443\u0441\u0435\u0432\u0438 \u0441\u0443 \u0433\u0435\u043d\u0435\u0442\u0441\u043a\u0438 \u043c\u043e\u0434\u0438\u0444\u0438\u043a\u043e\u0432\u0430\u043d\u0438 \u0434\u0430 \u0431\u0438 \u043f\u0440\u0435\u0436\u0438\u0432\u0435\u043b\u0438 \u043e\u0434\u0440\u0435\u0452\u0435\u043d\u0435 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435, \u0448\u0442\u043e \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438\u043c\u0430 \u0434\u0430 \u0434\u0438\u0440\u0435\u043a\u0442\u043d\u043e \u043f\u0440\u0441\u043a\u0430\u0458\u0443 \u0445\u0435\u043c\u0438\u043a\u0430\u043b\u0438\u0458\u0435 \u043f\u043e\u043f\u0443\u0442 \u0433\u043b\u0438\u0444\u043e\u0441\u0430\u0442\u0430 \u043f\u043e \u0443\u0441\u0435\u0432\u0438\u043c\u0430, \u0430 \u0434\u0430 \u0438\u0445 \u043f\u0440\u0438\u0442\u043e\u043c \u043d\u0435 \u043e\u0448\u0442\u0435\u0442\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u043e 2020. \u0433\u043e\u0434\u0438\u043d\u0435, 96% \u043f\u043e\u0432\u0440\u0448\u0438\u043d\u0430 \u043f\u0430\u043c\u0443\u043a\u0430 \u0443 \u0421\u0410\u0414 \u043a\u043e\u0440\u0438\u0441\u0442\u0438\u043b\u043e \u0458\u0435 HR \u0441\u043e\u0440\u0442\u0435, \u0441\u0442\u0432\u0430\u0440\u0430\u0458\u0443\u045b\u0438 \u0446\u0438\u043a\u043b\u0443\u0441 \u0437\u0430\u0432\u0438\u0441\u043d\u043e\u0441\u0442\u0438 \u043e\u0434 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0430. \u0423 \u043f\u043e\u0447\u0435\u0442\u043a\u0443 \u0458\u0435 \u043e\u0432\u0430\u0458 \u043f\u0440\u0438\u0441\u0442\u0443\u043f \u0431\u0438\u043e \u0435\u0444\u0438\u043a\u0430\u0441\u0430\u043d, \u0430\u043b\u0438 \u0458\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u043e\u043c \u043a\u043e\u0440\u043e\u0432 \u0440\u0430\u0437\u0432\u0438\u043e \u043e\u0442\u043f\u043e\u0440\u043d\u043e\u0441\u0442 \u043f\u0443\u0442\u0435\u043c \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u0435 \u0441\u0435\u043b\u0435\u043a\u0446\u0438\u0458\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u0430\u043d\u0430\u0441, \u043a\u043e\u0440\u043e\u0432\u0438 \u043e\u0442\u043f\u043e\u0440\u043d\u0438 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 \u043d\u0430\u043f\u0430\u0434\u0430\u0458\u0443 70% \u0430\u043c\u0435\u0440\u0438\u0447\u043a\u0438\u0445 \u0444\u0430\u0440\u043c\u0438, \u043f\u0440\u0438\u043c\u043e\u0440\u0430\u0432\u0430\u0458\u0443\u045b\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0435 \u0434\u0430 \u043a\u043e\u0440\u0438\u0441\u0442\u0435 30% \u0432\u0438\u0448\u0435 \u0445\u0435\u043c\u0438\u043a\u0430\u043b\u0438\u0458\u0430 \u043d\u0435\u0433\u043e \u043f\u0440\u0435 \u0434\u0435\u0441\u0435\u0442 \u0433\u043e\u0434\u0438\u043d\u0430. \u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440, \u041f\u0430\u043b\u043c\u0435\u0440\u043e\u0432 \u0430\u043c\u0430\u0440\u0430\u043d\u0442, \u0431\u0440\u0437\u043e\u0440\u0430\u0441\u0442\u0443\u045b\u0438 \u043a\u043e\u0440\u043e\u0432 \u0441\u0430 \u0432\u0438\u0441\u043e\u043a\u043e\u043c \u0441\u0442\u043e\u043f\u043e\u043c \u0440\u0435\u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0458\u0435, \u043c\u043e\u0436\u0435 \u0441\u043c\u0430\u045a\u0438\u0442\u0438 \u043f\u0440\u0438\u043d\u043e\u0441 \u043f\u0430\u043c\u0443\u043a\u0430 \u0437\u0430 79% \u0430\u043a\u043e \u0441\u0435 \u043d\u0435 \u0441\u0443\u0437\u0431\u0438\u0458\u0435 \u0440\u0430\u043d\u043e.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"11537\" data-permalink=\"https:\/\/geopard.tech\/srb\/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=\"\u0423\u0442\u0438\u0446\u0430\u0458 \u043e\u0442\u043f\u043e\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 \u043d\u0430 \u0430\u043c\u0435\u0440\u0438\u0447\u043a\u0435 \u0444\u0430\u0440\u043c\u0435\" 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\">\u0424\u0438\u043d\u0430\u043d\u0441\u0438\u0458\u0441\u043a\u0438 \u0442\u0435\u0440\u0435\u0442 \u0458\u0435 \u043e\u0433\u0440\u043e\u043c\u0430\u043d: \u0443\u043f\u0440\u0430\u0432\u0459\u0430\u045a\u0435 \u043e\u0442\u043f\u043e\u0440\u043d\u0438\u043c \u043a\u043e\u0440\u043e\u0432\u043e\u043c \u043a\u043e\u0448\u0442\u0430 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0435 \u043c\u0438\u043b\u0438\u0458\u0430\u0440\u0434\u0435 \u0433\u043e\u0434\u0438\u0448\u045a\u0435, \u0434\u043e\u043a \u043e\u0442\u0438\u0446\u0430\u045a\u0435 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0430 \u0437\u0430\u0433\u0430\u0452\u0443\u0458\u0435 41% \u0438\u0437\u0432\u043e\u0440\u0430 \u0441\u043b\u0430\u0442\u043a\u0435 \u0432\u043e\u0434\u0435 \u0443 \u0431\u043b\u0438\u0437\u0438\u043d\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u043e\u0433 \u0437\u0435\u043c\u0459\u0438\u0448\u0442\u0430. \u041e\u0432\u0438 \u0438\u0437\u0430\u0437\u043e\u0432\u0438 \u0438\u0441\u0442\u0438\u0447\u0443 \u0445\u0438\u0442\u043d\u0443 \u043f\u043e\u0442\u0440\u0435\u0431\u0443 \u0437\u0430 \u0438\u043d\u043e\u0432\u0430\u0442\u0438\u0432\u043d\u0438\u043c \u0440\u0435\u0448\u0435\u045a\u0438\u043c\u0430 \u043a\u043e\u0458\u0430 \u0441\u043c\u0430\u045a\u0443\u0458\u0443 \u0437\u0430\u0432\u0438\u0441\u043d\u043e\u0441\u0442 \u043e\u0434 \u0445\u0435\u043c\u0438\u043a\u0430\u043b\u0438\u0458\u0430, \u0430 \u0438\u0441\u0442\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043e \u043e\u0434\u0440\u0436\u0430\u0432\u0430\u0458\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442 \u0443\u0441\u0435\u0432\u0430.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u041c\u0430\u0448\u0438\u043d\u0441\u043a\u0438 \u0432\u0438\u0434: \u041e\u0434\u0440\u0436\u0438\u0432\u0430 \u0430\u043b\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u0437\u0430 \u0441\u0443\u0437\u0431\u0438\u0458\u0430\u045a\u0435 \u043a\u043e\u0440\u043e\u0432\u0430<\/h2>\n<p class=\"ds-markdown-paragraph\">\u041a\u0430\u043e \u043e\u0434\u0433\u043e\u0432\u043e\u0440 \u043d\u0430 \u043a\u0440\u0438\u0437\u0443 \u043e\u0442\u043f\u043e\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0440\u0430\u0437\u0432\u0438\u0458\u0430\u0458\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043c\u0430\u0448\u0438\u043d\u0441\u043a\u043e\u0433 \u0432\u0438\u0434\u0430 \u2013 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0435 \u043a\u043e\u0458\u0435 \u043a\u043e\u043c\u0431\u0438\u043d\u0443\u0458\u0443 \u043a\u0430\u043c\u0435\u0440\u0435, \u0441\u0435\u043d\u0437\u043e\u0440\u0435 \u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0435 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u2013 \u043a\u0430\u043a\u043e \u0431\u0438 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e \u043e\u0442\u043a\u0440\u0438\u043b\u0435 \u0438 \u043a\u043b\u0430\u0441\u0438\u0444\u0438\u043a\u043e\u0432\u0430\u043b\u0435 \u043a\u043e\u0440\u043e\u0432. \u041c\u0430\u0448\u0438\u043d\u0441\u043a\u0438 \u0432\u0438\u0434 \u043e\u043f\u043e\u043d\u0430\u0448\u0430 \u0459\u0443\u0434\u0441\u043a\u0443 \u0432\u0438\u0437\u0443\u0435\u043b\u043d\u0443 \u043f\u0435\u0440\u0446\u0435\u043f\u0446\u0438\u0458\u0443, \u0430\u043b\u0438 \u0441\u0430 \u0432\u0435\u045b\u043e\u043c \u0431\u0440\u0437\u0438\u043d\u043e\u043c \u0438 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0448\u045b\u0443, \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430\u0458\u0443\u045b\u0438 \u0430\u0443\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043e \u0434\u043e\u043d\u043e\u0448\u0435\u045a\u0435 \u043e\u0434\u043b\u0443\u043a\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0432\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430\u0458\u0443 \u0446\u0438\u0459\u0430\u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u0432\u0435\u043d\u0446\u0438\u0458\u0435, \u043a\u0430\u043e \u0448\u0442\u043e \u0441\u0443 \u0440\u043e\u0431\u043e\u0442\u0441\u043a\u0438 \u0443\u0440\u0435\u0452\u0430\u0458\u0438 \u0437\u0430 \u0443\u043a\u043b\u0430\u045a\u0430\u045a\u0435 \u043a\u043e\u0440\u043e\u0432\u0430 \u043a\u043e\u0458\u0438 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u043a\u0438 \u0443\u043a\u043b\u0430\u045a\u0430\u0458\u0443 \u0431\u0438\u0459\u043a\u0435 \u0438\u043b\u0438 \u043f\u0430\u043c\u0435\u0442\u043d\u0435 \u043f\u0440\u0441\u043a\u0430\u043b\u0438\u0446\u0435 \u043a\u043e\u0458\u0435 \u043f\u0440\u0438\u043c\u0435\u045a\u0443\u0458\u0443 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 \u0441\u0430\u043c\u043e \u0442\u0430\u043c\u043e \u0433\u0434\u0435 \u0458\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e. \u0420\u0430\u043d\u0435 \u0432\u0435\u0440\u0437\u0438\u0458\u0435 \u043e\u0432\u0438\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0430 \u0441\u0443 \u0441\u0435 \u0431\u043e\u0440\u0438\u043b\u0435 \u0441\u0430 \u0442\u0430\u0447\u043d\u043e\u0448\u045b\u0443, \u0447\u0435\u0441\u0442\u043e \u043f\u043e\u0433\u0440\u0435\u0448\u043d\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0443\u0458\u0443\u045b\u0438 \u0443\u0441\u0435\u0432\u0435 \u043a\u0430\u043e \u043a\u043e\u0440\u043e\u0432 \u0438\u043b\u0438 \u043d\u0435 \u0443\u0441\u043f\u0435\u0432\u0430\u0458\u0443\u045b\u0438 \u0434\u0430 \u043e\u0442\u043a\u0440\u0438\u0458\u0443 \u043c\u0430\u043b\u0435 \u0431\u0438\u0459\u043a\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u0435\u0452\u0443\u0442\u0438\u043c, \u043d\u0430\u043f\u0440\u0435\u0434\u0430\u043a \u0443 \u0434\u0443\u0431\u043e\u043a\u043e\u043c \u0443\u0447\u0435\u045a\u0443 \u2013 \u043f\u043e\u0434\u0441\u043a\u0443\u043f\u0443 \u043c\u0430\u0448\u0438\u043d\u0441\u043a\u043e\u0433 \u0443\u0447\u0435\u045a\u0430 \u043a\u043e\u0458\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u0438 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 \u0441\u0430 \u0432\u0438\u0448\u0435 \u0441\u043b\u043e\u0458\u0435\u0432\u0430 \u0437\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u2013 \u0434\u0440\u0430\u043c\u0430\u0442\u0438\u0447\u043d\u043e \u0458\u0435 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u043e \u043f\u0435\u0440\u0444\u043e\u0440\u043c\u0430\u043d\u0441\u0435. \u041a\u043e\u043d\u0432\u043e\u043b\u0443\u0446\u0438\u043e\u043d\u0435 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 (\u041a\u041d\u041d), \u0432\u0440\u0441\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0430 \u0434\u0443\u0431\u043e\u043a\u043e\u0433 \u0443\u0447\u0435\u045a\u0430 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0437\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0441\u043b\u0438\u043a\u0430, \u043e\u0434\u043b\u0438\u0447\u043d\u043e \u0441\u0435 \u0438\u0441\u0442\u0438\u0447\u0443 \u0443 \u043f\u0440\u0435\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u045a\u0443 \u043e\u0431\u0440\u0430\u0437\u0430\u0446\u0430 \u0443 \u0432\u0438\u0437\u0443\u0435\u043b\u043d\u0438\u043c \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041f\u043e\u0440\u043e\u0434\u0438\u0446\u0430 \u043c\u043e\u0434\u0435\u043b\u0430 \u201e\u0421\u0430\u043c\u043e \u043f\u043e\u0433\u043b\u0435\u0434\u0430\u0458 \u0458\u0435\u0434\u043d\u043e\u043c\u201c (YOLO), \u043f\u043e\u0437\u043d\u0430\u0442\u0430 \u043f\u043e \u0441\u0432\u043e\u0458\u043e\u0458 \u0431\u0440\u0437\u0438\u043d\u0438 \u0438 \u0442\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u0443 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0438 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430, \u043f\u043e\u0441\u0442\u0430\u043b\u0430 \u0458\u0435 \u043f\u043e\u0441\u0435\u0431\u043d\u043e \u043f\u043e\u043f\u0443\u043b\u0430\u0440\u043d\u0430 \u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438. \u041d\u0430\u0458\u043d\u043e\u0432\u0438\u0458\u0430 \u0432\u0435\u0440\u0437\u0438\u0458\u0430, YOLOv8, \u043f\u043e\u0441\u0442\u0438\u0436\u0435 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043f\u0440\u0435\u043a\u043e 90% \u0443 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0438 \u043a\u043e\u0440\u043e\u0432\u0430, \u0448\u0442\u043e \u0458\u0435 \u0447\u0438\u043d\u0438 \u043f\u0440\u0435\u043a\u0440\u0435\u0442\u043d\u0438\u0446\u043e\u043c \u0443 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0458 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u0421\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 CottonWeedDet12: \u0422\u0435\u043c\u0435\u0459 \u0437\u0430 \u0443\u0441\u043f\u0435\u0445<\/h2>\n<p class=\"ds-markdown-paragraph\">\u041e\u0431\u0443\u043a\u0430 \u043f\u043e\u0443\u0437\u0434\u0430\u043d\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0437\u0430\u0445\u0442\u0435\u0432\u0430 \u0432\u0438\u0441\u043e\u043a\u043e\u043a\u0432\u0430\u043b\u0438\u0442\u0435\u0442\u043d\u0435 \u043f\u043e\u0434\u0430\u0442\u043a\u0435, \u0430 \u0441\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 CottonWeedDet12 \u0458\u0435 \u043a\u0459\u0443\u0447\u043d\u0438 \u0440\u0435\u0441\u0443\u0440\u0441 \u0437\u0430 \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u045a\u0435 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0430 \u043a\u043e\u0440\u043e\u0432\u0430. \u0421\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0458\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u0430\u043d\u0430 \u043a\u043e\u043b\u0435\u043a\u0446\u0438\u0458\u0430 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u043a\u043e\u0458\u0430 \u0441\u0435 \u043a\u043e\u0440\u0438\u0441\u0442\u0438 \u0437\u0430 \u043e\u0431\u0443\u0447\u0430\u0432\u0430\u045a\u0435 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0430\u045a\u0435 \u043c\u043e\u0434\u0435\u043b\u0430 \u043c\u0430\u0448\u0438\u043d\u0441\u043a\u043e\u0433 \u0443\u0447\u0435\u045a\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041f\u0440\u0438\u043a\u0443\u043f\u0459\u0435\u043d \u0441\u0430 \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u043a\u0438\u0445 \u0444\u0430\u0440\u043c\u0438 \u043d\u0430 \u0414\u0440\u0436\u0430\u0432\u043d\u043e\u043c \u0443\u043d\u0438\u0432\u0435\u0440\u0437\u0438\u0442\u0435\u0442\u0443 \u041c\u0438\u0441\u0438\u0441\u0438\u043f\u0438\u0458\u0430, \u043e\u0432\u0430\u0458 \u0441\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0443\u043a\u0459\u0443\u0447\u0443\u0458\u0435 5.648 \u0441\u043b\u0438\u043a\u0430 \u043f\u043e\u0459\u0430 \u043f\u0430\u043c\u0443\u043a\u0430 \u0432\u0438\u0441\u043e\u043a\u0435 \u0440\u0435\u0437\u043e\u043b\u0443\u0446\u0438\u0458\u0435, \u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0445 \u0441\u0430 9.370 \u043e\u043a\u0432\u0438\u0440\u0430 \u043a\u043e\u0458\u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0443\u0458\u0443 12 \u0443\u043e\u0431\u0438\u0447\u0430\u0458\u0435\u043d\u0438\u0445 \u0432\u0440\u0441\u0442\u0430 \u043a\u043e\u0440\u043e\u0432\u0430. \u041e\u043a\u0432\u0438\u0440\u0438 \u0441\u0443 \u043f\u0440\u0430\u0432\u043e\u0443\u0433\u0430\u043e\u043d\u0438 \u043e\u043a\u0432\u0438\u0440\u0438 \u043d\u0430\u0446\u0440\u0442\u0430\u043d\u0438 \u043e\u043a\u043e \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430 \u043e\u0434 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u0430 (\u043d\u043f\u0440. \u043a\u043e\u0440\u043e\u0432\u0430) \u043d\u0430 \u0441\u043b\u0438\u043a\u0430\u043c\u0430, \u043f\u0440\u0443\u0436\u0430\u0458\u0443\u045b\u0438 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0435 \u043b\u043e\u043a\u0430\u0446\u0438\u0458\u0435 \u0437\u0430 \u043e\u0431\u0443\u043a\u0443 \u043c\u043e\u0434\u0435\u043b\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435. \u041a\u0459\u0443\u0447\u043d\u0435 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0435 \u0443\u043a\u0459\u0443\u0447\u0443\u0458\u0443:<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>12 \u043a\u043b\u0430\u0441\u0430 \u043a\u043e\u0440\u043e\u0432\u0430<\/strong>\u0412\u043e\u0434\u0435\u043d\u0430 \u043a\u043e\u043d\u043e\u043f\u0459\u0430 (\u043d\u0430\u0458\u0447\u0435\u0448\u045b\u0430), \u0458\u0443\u0442\u0430\u0440\u045a\u0430 \u0441\u043b\u0430\u0432\u0430, \u041f\u0430\u043b\u043c\u0435\u0440\u043e\u0432 \u0430\u043c\u0430\u0440\u0430\u043d\u0442, \u043f\u0435\u0433\u0430\u0432\u0430 \u043c\u0459\u0435\u0447\u0438\u043a\u0430 \u0438 \u0434\u0440\u0443\u0433\u0435.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>9.370 \u0430\u043d\u043e\u0442\u0430\u0446\u0438\u0458\u0430 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433 \u043e\u043a\u0432\u0438\u0440\u0430<\/strong>\u0421\u0442\u0440\u0443\u0447\u043d\u043e \u043e\u0431\u0435\u043b\u0435\u0436\u0435\u043d\u043e \u043f\u043e\u043c\u043e\u045b\u0443 VGG Image Annotator-\u0430 (VIA).<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u0420\u0430\u0437\u043d\u043e\u0432\u0440\u0441\u043d\u0438 \u0443\u0441\u043b\u043e\u0432\u0438<\/strong>\u0421\u043b\u0438\u043a\u0435 \u0441\u043d\u0438\u043c\u0459\u0435\u043d\u0435 \u043f\u043e\u0434 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0438\u043c \u0441\u0432\u0435\u0442\u043b\u043e\u043c (\u0441\u0443\u043d\u0447\u0430\u043d\u043e, \u043e\u0431\u043b\u0430\u0447\u043d\u043e), \u0444\u0430\u0437\u0430\u043c\u0430 \u0440\u0430\u0441\u0442\u0430 \u0438 \u043f\u043e\u0437\u0430\u0434\u0438\u043d\u043e\u043c \u0437\u0435\u043c\u0459\u0438\u0448\u0442\u0430<\/li>\n<\/ul>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11531\" data-permalink=\"https:\/\/geopard.tech\/srb\/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=\"\u0421\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 CottonWeedDet12\" 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\">\u041a\u043e\u0440\u043e\u0432 \u0441\u0435 \u043a\u0440\u0435\u045b\u0435 \u043e\u0434 \u0432\u043e\u0434\u0435\u043d\u0435 \u043a\u043e\u043d\u043e\u043f\u0459\u0435 (\u043d\u0430\u0458\u0447\u0435\u0448\u045b\u0435) \u0434\u043e \u0458\u0443\u0442\u0430\u0440\u045a\u0435 \u0433\u043b\u043e\u0440\u0438\u0458\u0435, \u043f\u0430\u043b\u043c\u0435\u0440\u043e\u0432\u043e\u0433 \u0430\u043c\u0430\u0440\u0430\u043d\u0442\u0430 \u0438 \u043f\u0435\u0433\u0430\u0432\u0435 \u043c\u0459\u0435\u0447\u0438\u043a\u0435. \u0414\u0430 \u0431\u0438 \u0441\u0435 \u043e\u0441\u0438\u0433\u0443\u0440\u0430\u043b\u043e \u0434\u0430 \u0441\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u043e\u0434\u0440\u0430\u0436\u0430\u0432\u0430 \u0443\u0441\u043b\u043e\u0432\u0435 \u0438\u0437 \u0441\u0442\u0432\u0430\u0440\u043d\u043e\u0433 \u0441\u0432\u0435\u0442\u0430, \u0441\u043b\u0438\u043a\u0435 \u0441\u0443 \u0441\u043d\u0438\u043c\u0459\u0435\u043d\u0435 \u043f\u043e\u0434 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0438\u043c \u043e\u0441\u0432\u0435\u0442\u0459\u0435\u045a\u0435\u043c (\u0441\u0443\u043d\u0447\u0430\u043d\u043e, \u043e\u0431\u043b\u0430\u0447\u043d\u043e) \u0438 \u0443 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0438\u043c \u0444\u0430\u0437\u0430\u043c\u0430 \u0440\u0430\u0441\u0442\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440, \u043d\u0435\u043a\u0438 \u043a\u043e\u0440\u043e\u0432\u0438 \u0441\u0435 \u043f\u043e\u0458\u0430\u0432\u0459\u0443\u0458\u0443 \u043a\u0430\u043e \u043c\u0430\u043b\u0435 \u0441\u0430\u0434\u043d\u0438\u0446\u0435, \u0434\u043e\u043a \u0441\u0443 \u0434\u0440\u0443\u0433\u0438 \u043f\u043e\u0442\u043f\u0443\u043d\u043e \u0438\u0437\u0440\u0430\u0441\u043b\u0438. \u041f\u043e\u0440\u0435\u0434 \u0442\u043e\u0433\u0430, \u0441\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0443\u043a\u0459\u0443\u0447\u0443\u0458\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0435 \u043f\u043e\u0437\u0430\u0434\u0438\u043d\u0435 \u0437\u0435\u043c\u0459\u0438\u0448\u0442\u0430 \u0438 \u0440\u0430\u0441\u043f\u043e\u0440\u0435\u0434\u0435 \u0431\u0438\u0459\u0430\u043a\u0430, \u043e\u043f\u043e\u043d\u0430\u0448\u0430\u0458\u0443\u045b\u0438 \u0441\u043b\u043e\u0436\u0435\u043d\u043e\u0441\u0442 \u0441\u0442\u0432\u0430\u0440\u043d\u0438\u0445 \u043f\u043e\u0459\u0430 \u043f\u0430\u043c\u0443\u043a\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041f\u0440\u0435 \u0442\u0440\u0435\u043d\u0438\u0440\u0430\u045a\u0430 YOLOv8 \u043c\u043e\u0434\u0435\u043b\u0430, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0441\u0443 \u043f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0434\u0438\u043b\u0438 \u043f\u043e\u0434\u0430\u0442\u043a\u0435 \u043a\u0430\u043a\u043e \u0431\u0438 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u043b\u0438 \u045a\u0435\u0433\u043e\u0432\u0443 \u0440\u043e\u0431\u0443\u0441\u043d\u043e\u0441\u0442. \u041f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u0430 \u043e\u0431\u0440\u0430\u0434\u0430 \u043f\u043e\u0434\u0440\u0430\u0437\u0443\u043c\u0435\u0432\u0430 \u043c\u043e\u0434\u0438\u0444\u0438\u043a\u043e\u0432\u0430\u045a\u0435 \u0441\u0438\u0440\u043e\u0432\u0438\u0445 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u043a\u0430\u043a\u043e \u0431\u0438 \u0441\u0435 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u043b\u0430 \u045a\u0438\u0445\u043e\u0432\u0430 \u043f\u043e\u0433\u043e\u0434\u043d\u043e\u0441\u0442 \u0437\u0430 \u0442\u0440\u0435\u043d\u0438\u0440\u0430\u045a\u0435 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435. \u0422\u0435\u0445\u043d\u0438\u043a\u0435 \u043f\u043e\u043f\u0443\u0442 \u041c\u043e\u0437\u0430\u0438\u0447\u043d\u0435 \u0430\u0443\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0458\u0435 \u2013 \u043a\u043e\u0458\u0430 \u043a\u043e\u043c\u0431\u0438\u043d\u0443\u0458\u0435 \u0447\u0435\u0442\u0438\u0440\u0438 \u0441\u043b\u0438\u043a\u0435 \u0443 \u0458\u0435\u0434\u043d\u0443 \u2013 \u043f\u043e\u043c\u043e\u0433\u043b\u0435 \u0441\u0443 \u0443 \u0441\u0438\u043c\u0443\u043b\u0430\u0446\u0438\u0458\u0438 \u0433\u0443\u0441\u0442\u0438\u0445 \u043f\u043e\u043f\u0443\u043b\u0430\u0446\u0438\u0458\u0430 \u043a\u043e\u0440\u043e\u0432\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u0440\u0443\u0433\u0435 \u043c\u0435\u0442\u043e\u0434\u0435, \u043a\u0430\u043e \u0448\u0442\u043e \u0441\u0443 \u043d\u0430\u0441\u0443\u043c\u0438\u0447\u043d\u043e \u0441\u043a\u0430\u043b\u0438\u0440\u0430\u045a\u0435 \u0438 \u043e\u043a\u0440\u0435\u0442\u0430\u045a\u0435, \u043f\u0440\u0438\u043f\u0440\u0435\u043c\u0438\u043b\u0435 \u0441\u0443 \u043c\u043e\u0434\u0435\u043b \u0437\u0430 \u0440\u0443\u043a\u043e\u0432\u0430\u045a\u0435 \u0432\u0430\u0440\u0438\u0458\u0430\u0446\u0438\u0458\u0430\u043c\u0430 \u0443 \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0438 \u0438 \u043e\u0440\u0438\u0458\u0435\u043d\u0442\u0430\u0446\u0438\u0458\u0438 \u0431\u0438\u0459\u0430\u043a\u0430.<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\">\u0421\u043a\u0430\u043b\u0438\u0440\u0430\u045a\u0435 (\u00b150%), \u0441\u043c\u0438\u0446\u0430\u045a\u0435 (\u00b130\u00b0) \u0438 \u043e\u043a\u0440\u0435\u0442\u0430\u045a\u0435 \u0440\u0430\u0434\u0438 \u0438\u043c\u0438\u0442\u0438\u0440\u0430\u045a\u0430 \u0432\u0430\u0440\u0438\u0458\u0430\u0431\u0438\u043b\u043d\u043e\u0441\u0442\u0438 \u0443 \u0441\u0442\u0432\u0430\u0440\u043d\u043e\u043c \u0441\u0432\u0435\u0442\u0443.<\/li>\n<\/ul>\n<p class=\"ds-markdown-paragraph\">\u0422\u0435\u0445\u043d\u0438\u043a\u0430 \u0432\u0438\u0437\u0443\u0435\u043b\u0438\u0437\u0430\u0446\u0438\u0458\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0430 t-SNE (t-Distributed Stochastic Neighbor Embedding) - \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u0430\u043c \u043c\u0430\u0448\u0438\u043d\u0441\u043a\u043e\u0433 \u0443\u0447\u0435\u045a\u0430 \u043a\u043e\u0458\u0438 \u0441\u043c\u0430\u045a\u0443\u0458\u0435 \u0434\u0438\u043c\u0435\u043d\u0437\u0438\u0458\u0435 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0434\u0430 \u0431\u0438 \u0441\u0442\u0432\u043e\u0440\u0438\u043e \u0432\u0438\u0437\u0443\u0435\u043b\u043d\u0435 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0435 - \u043e\u0442\u043a\u0440\u0438\u043b\u0430 \u0458\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0435 \u0433\u0440\u0443\u043f\u0435 \u0437\u0430 \u0441\u0432\u0430\u043a\u0443 \u043a\u043b\u0430\u0441\u0443 \u043a\u043e\u0440\u043e\u0432\u0430, \u043f\u043e\u0442\u0432\u0440\u0452\u0443\u0458\u0443\u045b\u0438 \u043f\u043e\u0433\u043e\u0434\u043d\u043e\u0441\u0442 \u0441\u043a\u0443\u043f\u0430 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0437\u0430 \u043c\u043e\u0434\u0435\u043b\u0435 \u043e\u0431\u0443\u043a\u0435 \u043a\u0430\u043a\u043e \u0431\u0438 \u043f\u0440\u0435\u043f\u043e\u0437\u043d\u0430\u043b\u0438 \u0441\u0443\u043f\u0442\u0438\u043b\u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u043a\u0435 \u0438\u0437\u043c\u0435\u0452\u0443 \u0432\u0440\u0441\u0442\u0430.<\/p>\n<h2 class=\"ds-markdown-paragraph\">YOLOv8: \u0422\u0435\u0445\u043d\u0438\u0447\u043a\u0435 \u0438\u043d\u043e\u0432\u0430\u0446\u0438\u0458\u0435 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u043d\u0441\u043a\u0438 \u043d\u0430\u043f\u0440\u0435\u0434\u0430\u043a<\/h2>\n<p class=\"ds-markdown-paragraph\">YOLOv8 \u0441\u0435 \u043d\u0430\u0434\u043e\u0432\u0435\u0437\u0443\u0458\u0435 \u043d\u0430 \u0443\u0441\u043f\u0435\u0445 \u0440\u0430\u043d\u0438\u0458\u0438\u0445 YOLO \u043c\u043e\u0434\u0435\u043b\u0430 \u0441\u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u043d\u0441\u043a\u0438\u043c \u043d\u0430\u0434\u043e\u0433\u0440\u0430\u0434\u045a\u0430\u043c\u0430 \u043f\u0440\u0438\u043b\u0430\u0433\u043e\u0452\u0435\u043d\u0438\u043c \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043c \u043f\u0440\u0438\u043c\u0435\u043d\u0430\u043c\u0430. \u0423 \u045a\u0435\u0433\u043e\u0432\u043e\u0458 \u0441\u0440\u0436\u0438 \u0458\u0435 CSPDarknet53, \u043e\u043a\u043e\u0441\u043d\u0438\u0446\u0430 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 \u0434\u0438\u0437\u0430\u0458\u043d\u0438\u0440\u0430\u043d\u0430 \u0437\u0430 \u0438\u0437\u0434\u0432\u0430\u0458\u0430\u045a\u0435 \u0445\u0438\u0458\u0435\u0440\u0430\u0440\u0445\u0438\u0458\u0441\u043a\u0438\u0445 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430 \u0438\u0437 \u0441\u043b\u0438\u043a\u0430. \u041e\u043a\u043e\u0441\u043d\u0438\u0446\u0430 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 \u0458\u0435 \u043f\u0440\u0438\u043c\u0430\u0440\u043d\u0430 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0430 \u043e\u0434\u0433\u043e\u0432\u043e\u0440\u043d\u0430 \u0437\u0430 \u043e\u0431\u0440\u0430\u0434\u0443 \u0443\u043b\u0430\u0437\u043d\u0438\u0445 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0438 \u0438\u0437\u0434\u0432\u0430\u0458\u0430\u045a\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u0438\u0445 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">CSPDarknet53 \u043a\u043e\u0440\u0438\u0441\u0442\u0438 Cross Stage Partial (CSP) \u0432\u0435\u0437\u0435 \u2014 \u0434\u0438\u0437\u0430\u0458\u043d \u043a\u043e\u0458\u0438 \u0434\u0435\u043b\u0438 \u043c\u0430\u043f\u0435 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430 \u043c\u0440\u0435\u0436\u0435 \u043d\u0430 \u0434\u0432\u0430 \u0434\u0435\u043b\u0430, \u043e\u0431\u0440\u0430\u0452\u0443\u0458\u0435 \u0438\u0445 \u043e\u0434\u0432\u043e\u0458\u0435\u043d\u043e \u0438 \u043a\u0430\u0441\u043d\u0438\u0458\u0435 \u0441\u043f\u0430\u0458\u0430 \u2014 \u043a\u0430\u043a\u043e \u0431\u0438 \u0441\u0435 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u043e \u0433\u0440\u0430\u0434\u0438\u0458\u0435\u043d\u0442\u043d\u0438 \u0442\u043e\u043a \u0442\u043e\u043a\u043e\u043c \u043e\u0431\u0443\u043a\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0413\u0440\u0430\u0434\u0438\u0458\u0435\u043d\u0442\u043d\u0438 \u0442\u043e\u043a \u0441\u0435 \u043e\u0434\u043d\u043e\u0441\u0438 \u043d\u0430 \u0442\u043e \u043a\u043e\u043b\u0438\u043a\u043e \u0435\u0444\u0438\u043a\u0430\u0441\u043d\u043e \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0430 \u043c\u0440\u0435\u0436\u0430 \u0430\u0436\u0443\u0440\u0438\u0440\u0430 \u0441\u0432\u043e\u0458\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0435 \u043a\u0430\u043a\u043e \u0431\u0438 \u0441\u0435 \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0438\u0440\u0430\u043b\u0435 \u0433\u0440\u0435\u0448\u043a\u0435, \u0430 \u045a\u0435\u043d\u043e \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u045a\u0435 \u043e\u0441\u0438\u0433\u0443\u0440\u0430\u0432\u0430 \u0434\u0430 \u043c\u043e\u0434\u0435\u043b \u0435\u0444\u0438\u043a\u0430\u0441\u043d\u043e \u0443\u0447\u0438. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0442\u0430\u043a\u043e\u0452\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0448\u0435 \u043c\u0440\u0435\u0436\u0443 \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430\u043b\u043d\u0438\u0445 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430 (FPN) \u0438 \u043c\u0440\u0435\u0436\u0443 \u0430\u0433\u0440\u0435\u0433\u0430\u0446\u0438\u0458\u0435 \u043f\u0443\u0442\u0430\u045a\u0430 (PAN), \u043a\u043e\u0458\u0435 \u0437\u0430\u0458\u0435\u0434\u043d\u043e \u0440\u0430\u0434\u0435 \u043d\u0430 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 \u043f\u0440\u0435\u043f\u0440\u0435\u043a\u0430 \u043d\u0430 \u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u0438\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430\u043c\u0430.<\/p>\n<ul>\n<li class=\"ds-markdown-paragraph\"><strong>\u0424\u041f\u041d<\/strong>\u0414\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430 \u0432\u0438\u0448\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u0430 (\u043d\u043f\u0440. \u043c\u0430\u043b\u0438\u0445 \u0441\u0430\u0434\u043d\u0438\u0446\u0430 \u0443 \u043e\u0434\u043d\u043e\u0441\u0443 \u043d\u0430 \u0437\u0440\u0435\u043e \u043a\u043e\u0440\u043e\u0432).<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>\u041f\u0410\u041d<\/strong>\u041f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0458\u0435 \u0441\u043f\u0430\u0458\u0430\u045a\u0435\u043c \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u0440\u0435\u043a\u043e \u043c\u0440\u0435\u0436\u043d\u0438\u0445 \u0441\u043b\u043e\u0458\u0435\u0432\u0430.<\/li>\n<\/ul>\n<p>FPN \u0458\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043a\u043e\u0458\u0430 \u043a\u043e\u043c\u0431\u0438\u043d\u0443\u0458\u0435 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0435 \u0432\u0438\u0441\u043e\u043a\u0435 \u0440\u0435\u0437\u043e\u043b\u0443\u0446\u0438\u0458\u0435 (\u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u043c\u0430\u043b\u0438\u0445 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430) \u0441\u0430 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u043a\u0438 \u0431\u043e\u0433\u0430\u0442\u0438\u043c \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430\u043c\u0430 (\u0437\u0430 \u043f\u0440\u0435\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u045a\u0435 \u0432\u0435\u043b\u0438\u043a\u0438\u0445 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430), \u0434\u043e\u043a PAN \u0443\u0441\u0430\u0432\u0440\u0448\u0430\u0432\u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0458\u0435 \u0441\u043f\u0430\u0458\u0430\u045a\u0435\u043c \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u0440\u0435\u043a\u043e \u043c\u0440\u0435\u0436\u043d\u0438\u0445 \u0441\u043b\u043e\u0458\u0435\u0432\u0430. \u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440, FPN \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0443\u0458\u0435 \u043c\u0430\u043b\u0435 \u0441\u0430\u0434\u043d\u0438\u0446\u0435, \u0434\u043e\u043a PAN \u0443\u0441\u0430\u0432\u0440\u0448\u0430\u0432\u0430 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0458\u0443 \u0437\u0440\u0435\u043b\u043e\u0433 \u043a\u043e\u0440\u043e\u0432\u0430.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11532\" data-permalink=\"https:\/\/geopard.tech\/srb\/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 \u0422\u0435\u0445\u043d\u0438\u0447\u043a\u0435 \u0438\u043d\u043e\u0432\u0430\u0446\u0438\u0458\u0435 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u043d\u0441\u043a\u0438 \u043d\u0430\u043f\u0440\u0435\u0434\u0430\u043a\" 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\">\u0417\u0430 \u0440\u0430\u0437\u043b\u0438\u043a\u0443 \u043e\u0434 \u0441\u0442\u0430\u0440\u0438\u0458\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0430 \u043a\u043e\u0458\u0438 \u0441\u0435 \u043e\u0441\u043b\u0430\u045a\u0430\u0458\u0443 \u043d\u0430 \u0443\u043d\u0430\u043f\u0440\u0435\u0434 \u0434\u0435\u0444\u0438\u043d\u0438\u0441\u0430\u043d\u0435 \u043e\u043a\u0432\u0438\u0440\u0435 \u0437\u0430 \u0441\u0438\u0434\u0440\u0430 \u2013 \u0443\u043d\u0430\u043f\u0440\u0435\u0434 \u043f\u043e\u0434\u0435\u0448\u0435\u043d\u0435 \u043e\u0431\u043b\u0438\u043a\u0435 \u043e\u043a\u0432\u0438\u0440\u0430 \u0437\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0430\u0432\u0430\u045a\u0435 \u043a\u043e\u0458\u0438 \u0441\u0435 \u043a\u043e\u0440\u0438\u0441\u0442\u0435 \u0437\u0430 \u043f\u0440\u0435\u0434\u0432\u0438\u0452\u0430\u045a\u0435 \u043b\u043e\u043a\u0430\u0446\u0438\u0458\u0430 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430 \u2013 YOLOv8 \u043a\u043e\u0440\u0438\u0441\u0442\u0438 \u0433\u043b\u0430\u0432\u0435 \u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u0431\u0435\u0437 \u0441\u0438\u0434\u0440\u0430. \u041e\u0432\u0435 \u0433\u043b\u0430\u0432\u0435 \u0434\u0438\u0440\u0435\u043a\u0442\u043d\u043e \u043f\u0440\u0435\u0434\u0432\u0438\u0452\u0430\u0458\u0443 \u0446\u0435\u043d\u0442\u0440\u0435 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430, \u0435\u043b\u0438\u043c\u0438\u043d\u0438\u0448\u0443\u045b\u0438 \u0441\u043b\u043e\u0436\u0435\u043d\u0430 \u043f\u0440\u043e\u0440\u0430\u0447\u0443\u043d\u0430\u0432\u0430\u045a\u0430 \u0438 \u0441\u043c\u0430\u045a\u0443\u0458\u0443\u045b\u0438 \u043b\u0430\u0436\u043d\u043e \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u0442\u0430\u0442\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0432\u0430 \u0438\u043d\u043e\u0432\u0430\u0446\u0438\u0458\u0430 \u043d\u0435 \u0441\u0430\u043c\u043e \u0434\u0430 \u043f\u043e\u0432\u0435\u045b\u0430\u0432\u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u0432\u0435\u045b \u0438 \u0443\u0431\u0440\u0437\u0430\u0432\u0430 \u043e\u0431\u0440\u0430\u0434\u0443, \u0458\u0435\u0440 YOLOv8 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0430 \u0441\u043b\u0438\u043a\u0443 \u0437\u0430 \u0441\u0430\u043c\u043e 6,3 \u043c\u0438\u043b\u0438\u0441\u0435\u043a\u0443\u043d\u0434\u0435 \u043d\u0430 NVIDIA T4 GPU-\u0443 \u2014 \u0432\u0438\u0441\u043e\u043a\u043e\u043f\u0435\u0440\u0444\u043e\u0440\u043c\u0430\u043d\u0441\u043d\u043e\u0458 \u0433\u0440\u0430\u0444\u0438\u0447\u043a\u043e\u0458 \u043f\u0440\u043e\u0446\u0435\u0441\u043e\u0440\u0441\u043a\u043e\u0458 \u0458\u0435\u0434\u0438\u043d\u0438\u0446\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u043e\u0432\u0430\u043d\u043e\u0458 \u0437\u0430 \u0437\u0430\u0434\u0430\u0442\u043a\u0435 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0424\u0443\u043d\u043a\u0446\u0438\u0458\u0430 \u0433\u0443\u0431\u0438\u0442\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0430 \u2013 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u043a\u0430 \u0444\u043e\u0440\u043c\u0443\u043b\u0430 \u043a\u043e\u0458\u0430 \u043c\u0435\u0440\u0438 \u043a\u043e\u043b\u0438\u043a\u043e \u0434\u043e\u0431\u0440\u043e \u0441\u0435 \u043f\u0440\u0435\u0434\u0432\u0438\u0452\u0430\u045a\u0430 \u043c\u043e\u0434\u0435\u043b\u0430 \u043f\u043e\u0434\u0443\u0434\u0430\u0440\u0430\u0458\u0443 \u0441\u0430 \u0441\u0442\u0432\u0430\u0440\u043d\u0438\u043c \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430 \u2013 \u043a\u043e\u043c\u0431\u0438\u043d\u0443\u0458\u0435 CloU \u0433\u0443\u0431\u0438\u0442\u0430\u043a \u0437\u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433 \u043e\u043a\u0432\u0438\u0440\u0430, \u0433\u0443\u0431\u0438\u0442\u0430\u043a \u0443\u043d\u0430\u043a\u0440\u0441\u043d\u0435 \u0435\u043d\u0442\u0440\u043e\u043f\u0438\u0458\u0435 \u0437\u0430 \u043a\u043b\u0430\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0458\u0443 \u0438 \u0433\u0443\u0431\u0438\u0442\u0430\u043a \u0444\u043e\u043a\u0443\u0441\u0430 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0458\u0435 \u0437\u0430 \u0440\u0443\u043a\u043e\u0432\u0430\u045a\u0435 \u043d\u0435\u0443\u0440\u0430\u0432\u043d\u043e\u0442\u0435\u0436\u0435\u043d\u0438\u043c \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430. CloU (Complete Intersection over Union) \u0433\u0443\u0431\u0438\u0442\u0430\u043a \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u043f\u043e\u0440\u0430\u0432\u043d\u0430\u045a\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433 \u043e\u043a\u0432\u0438\u0440\u0430 \u0443\u0437\u0438\u043c\u0430\u0458\u0443\u045b\u0438 \u0443 \u043e\u0431\u0437\u0438\u0440 \u043f\u043e\u0432\u0440\u0448\u0438\u043d\u0443 \u043f\u0440\u0435\u043a\u043b\u0430\u043f\u0430\u045a\u0430, \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u043d\u043e \u0440\u0430\u0441\u0442\u043e\u0458\u0430\u045a\u0435 \u0438 \u043e\u0434\u043d\u043e\u0441 \u0448\u0438\u0440\u0438\u043d\u0435 \u0438 \u0432\u0438\u0441\u0438\u043d\u0435 \u0438\u0437\u043c\u0435\u0452\u0443 \u043f\u0440\u0435\u0434\u0432\u0438\u0452\u0435\u043d\u0438\u0445 \u0438 \u0441\u0442\u0432\u0430\u0440\u043d\u0438\u0445 \u043e\u043a\u0432\u0438\u0440\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\" style=\"text-align: center;\"><strong>\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u043a\u0438<\/strong>, \u0443\u043a\u0443\u043f\u0430\u043d \u0433\u0443\u0431\u0438\u0442\u0430\u043a \u0458\u0435: <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\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0458\u0430<\/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\">\u043a\u0443\u0442\u0438\u0458\u0430<\/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\">cls<\/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\">\u0414\u0424\u041b<\/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\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0458\u0430<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p class=\"ds-markdown-paragraph\">\u0413\u0443\u0431\u0438\u0442\u0430\u043a \u0443\u043d\u0430\u043a\u0440\u0441\u043d\u0435 \u0435\u043d\u0442\u0440\u043e\u043f\u0438\u0458\u0435 \u043f\u0440\u043e\u0446\u0435\u045a\u0443\u0458\u0435 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043a\u043b\u0430\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0458\u0435 \u0443\u043f\u043e\u0440\u0435\u0452\u0443\u0458\u0443\u045b\u0438 \u043f\u0440\u0435\u0434\u0432\u0438\u0452\u0435\u043d\u0435 \u0432\u0435\u0440\u043e\u0432\u0430\u0442\u043d\u043e\u045b\u0435 \u0441\u0430 \u0441\u0442\u0432\u0430\u0440\u043d\u0438\u043c \u043e\u0437\u043d\u0430\u043a\u0430\u043c\u0430, \u0434\u043e\u043a \u0433\u0443\u0431\u0438\u0442\u0430\u043a \u0444\u043e\u043a\u0430\u043b\u043d\u0435 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0458\u0435 \u0440\u0435\u0448\u0430\u0432\u0430 \u043d\u0435\u0440\u0430\u0432\u043d\u043e\u0442\u0435\u0436\u0443 \u043a\u043b\u0430\u0441\u0430 \u0442\u0430\u043a\u043e \u0448\u0442\u043e \u0432\u0438\u0448\u0435 \u043a\u0430\u0436\u045a\u0430\u0432\u0430 \u043c\u043e\u0434\u0435\u043b \u0437\u0431\u043e\u0433 \u043f\u043e\u0433\u0440\u0435\u0448\u043d\u0435 \u043a\u043b\u0430\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0458\u0435 \u0440\u0435\u0442\u043a\u0438\u0445 \u043a\u043e\u0440\u043e\u0432\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0423 \u043f\u043e\u0440\u0435\u0452\u0435\u045a\u0443 \u0441\u0430 \u043f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u0438\u043c \u0432\u0435\u0440\u0437\u0438\u0458\u0430\u043c\u0430 YOLO, YOLOv8 \u0438\u0445 \u0441\u0432\u0435 \u043d\u0430\u0434\u043c\u0430\u0448\u0443\u0458\u0435. \u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440, YOLOv4 \u0458\u0435 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u043f\u0440\u043e\u0441\u0435\u0447\u043d\u0443 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442 (mAP) \u043e\u0434 95,22% \u043f\u0440\u0438 \u043f\u0440\u0435\u043a\u043b\u0430\u043f\u0430\u045a\u0443 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433 \u043e\u043a\u0432\u0438\u0440\u0430 \u043e\u0434 50%, \u0434\u043e\u043a \u0458\u0435 YOLOv8 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u043e 96,10%. mAP \u0458\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043a\u043e\u0458\u0430 \u0443\u0441\u0440\u0435\u0434\u045a\u0430\u0432\u0430 \u0440\u0435\u0437\u0443\u043b\u0442\u0430\u0442\u0435 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442\u0438 \u0443 \u0441\u0432\u0438\u043c \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0458\u0430\u043c\u0430, \u043f\u0440\u0438 \u0447\u0435\u043c\u0443 \u0432\u0435\u045b\u0435 \u0432\u0440\u0435\u0434\u043d\u043e\u0441\u0442\u0438 \u0443\u043a\u0430\u0437\u0443\u0458\u0443 \u043d\u0430 \u0431\u043e\u0459\u0443 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0435.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0421\u043b\u0438\u0447\u043d\u043e \u0442\u043e\u043c\u0435, mAP \u043c\u043e\u0434\u0435\u043b\u0430 YOLOv8 \u043f\u0440\u0435\u043a\u043e \u0432\u0438\u0448\u0435 \u043f\u0440\u0430\u0433\u043e\u0432\u0430 \u043f\u0440\u0435\u043a\u043b\u0430\u043f\u0430\u045a\u0430 (0,5 \u0434\u043e 0,95) \u0431\u0438\u043e \u0458\u0435 93,20%, \u0448\u0442\u043e \u0458\u0435 \u043d\u0430\u0434\u043c\u0430\u0448\u0438\u043b\u043e 89,48% \u043c\u043e\u0434\u0435\u043b\u0430 YOLOv4. \u041e\u0432\u0430 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u045a\u0430 \u0447\u0438\u043d\u0435 YOLOv8 \u043d\u0430\u0458\u0442\u0430\u0447\u043d\u0438\u0458\u0438\u043c \u0438 \u043d\u0430\u0458\u0435\u0444\u0438\u043a\u0430\u0441\u043d\u0438\u0458\u0438\u043c \u043c\u043e\u0434\u0435\u043b\u043e\u043c \u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u043a\u043e\u0440\u043e\u0432\u0430 \u0443 \u043f\u043e\u0459\u0438\u043c\u0430 \u043f\u0430\u043c\u0443\u043a\u0430.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u041e\u0431\u0443\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0430: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0458\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u0442\u0430\u0442\u0438<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0414\u0430 \u0431\u0438 \u0442\u0440\u0435\u043d\u0438\u0440\u0430\u043b\u0438 YOLOv8, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0441\u0443 \u043a\u043e\u0440\u0438\u0441\u0442\u0438\u043b\u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u0435\u0440 \u0443\u0447\u0435\u045a\u0430 \u2013 \u0442\u0435\u0445\u043d\u0438\u043a\u0443 \u0443 \u043a\u043e\u0458\u043e\u0458 \u0441\u0435 \u043f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u043e \u043e\u0431\u0443\u0447\u0435\u043d \u043c\u043e\u0434\u0435\u043b (\u0432\u0435\u045b \u043e\u0431\u0443\u0447\u0435\u043d \u043d\u0430 \u0432\u0435\u043b\u0438\u043a\u043e\u043c \u0441\u043a\u0443\u043f\u0443 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430) \u0444\u0438\u043d\u043e \u043f\u043e\u0434\u0435\u0448\u0430\u0432\u0430 \u043d\u0430 \u043d\u043e\u0432\u0438\u043c \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430. \u0422\u0440\u0430\u043d\u0441\u0444\u0435\u0440 \u0443\u0447\u0435\u045a\u0430 \u0441\u043a\u0440\u0430\u045b\u0443\u0458\u0435 \u0432\u0440\u0435\u043c\u0435 \u043e\u0431\u0443\u043a\u0435 \u0438 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043a\u043e\u0440\u0438\u0448\u045b\u0435\u045a\u0435\u043c \u0437\u043d\u0430\u045a\u0430 \u0441\u0442\u0435\u0447\u0435\u043d\u043e\u0433 \u0438\u0437 \u043f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u0438\u0445 \u0437\u0430\u0434\u0430\u0442\u0430\u043a\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u043e\u0434\u0435\u043b \u0458\u0435 \u043e\u0431\u0440\u0430\u0452\u0438\u0432\u0430\u043e \u0441\u043b\u0438\u043a\u0435 \u0443 \u0441\u0435\u0440\u0438\u0458\u0430\u043c\u0430 \u043e\u0434 \u043f\u043e 32, \u043a\u043e\u0440\u0438\u0441\u0442\u0435\u045b\u0438 AdamW \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0442\u043e\u0440 - \u0432\u0430\u0440\u0438\u0458\u0430\u043d\u0442\u0443 \u0410\u0434\u0430\u043c\u043e\u0432\u043e\u0433 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0458\u0435 \u043a\u043e\u0458\u0430 \u0443\u043a\u0459\u0443\u0447\u0443\u0458\u0435 \u043e\u043f\u0430\u0434\u0430\u045a\u0435 \u0442\u0435\u0436\u0438\u043d\u0435 \u043a\u0430\u043a\u043e \u0431\u0438 \u0441\u0435 \u0441\u043f\u0440\u0435\u0447\u0438\u043b\u043e \u043f\u0440\u0435\u043a\u043e\u043c\u0435\u0440\u043d\u043e \u043f\u0440\u0438\u043b\u0430\u0433\u043e\u0452\u0430\u0432\u0430\u045a\u0435 - \u0441\u0430 \u0431\u0440\u0437\u0438\u043d\u043e\u043c \u0443\u0447\u0435\u045a\u0430 \u043e\u0434 0,001.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0422\u043e\u043a\u043e\u043c \u043f\u0440\u0435\u043a\u043e 100 \u0435\u043f\u043e\u0445\u0430 (\u0446\u0438\u043a\u043b\u0443\u0441\u0430 \u043e\u0431\u0443\u043a\u0435), \u043c\u043e\u0434\u0435\u043b \u0458\u0435 \u043d\u0430\u0443\u0447\u0438\u043e \u0434\u0430 \u0440\u0430\u0437\u043b\u0438\u043a\u0443\u0458\u0435 \u043a\u043e\u0440\u043e\u0432 \u043e\u0434 \u0431\u0438\u0459\u0430\u043a\u0430 \u043f\u0430\u043c\u0443\u043a\u0430 \u0441\u0430 \u0438\u0437\u0443\u0437\u0435\u0442\u043d\u043e\u043c \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0448\u045b\u0443. \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0458\u0435 \u0437\u0430 \u0434\u043e\u043f\u0443\u045a\u0430\u0432\u0430\u045a\u0435 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430, \u043a\u0430\u043e \u0448\u0442\u043e \u0441\u0443 \u043d\u0430\u0441\u0443\u043c\u0438\u0447\u043d\u043e \u043e\u043a\u0440\u0435\u0442\u0430\u045a\u0435 \u0441\u043b\u0438\u043a\u0430 \u0438 \u043f\u043e\u0434\u0435\u0448\u0430\u0432\u0430\u045a\u0435 \u045a\u0438\u0445\u043e\u0432\u0435 \u043e\u0441\u0432\u0435\u0442\u0459\u0435\u043d\u043e\u0441\u0442\u0438, \u043e\u0441\u0438\u0433\u0443\u0440\u0430\u043b\u0435 \u0441\u0443 \u0434\u0430 \u043c\u043e\u0434\u0435\u043b \u043c\u043e\u0436\u0435 \u0434\u0430 \u0441\u0435 \u043d\u043e\u0441\u0438 \u0441\u0430 \u0432\u0430\u0440\u0438\u0458\u0430\u0431\u0438\u043b\u043d\u043e\u0448\u045b\u0443 \u0443 \u0441\u0442\u0432\u0430\u0440\u043d\u043e\u043c \u0441\u0432\u0435\u0442\u0443.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"11538\" data-permalink=\"https:\/\/geopard.tech\/srb\/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=\"\u0414\u0430 \u0431\u0438 \u0442\u0440\u0435\u043d\u0438\u0440\u0430\u043b\u0438 YOLOv8, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0441\u0443 \u043a\u043e\u0440\u0438\u0441\u0442\u0438\u043b\u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u0435\u0440 \u0443\u0447\u0435\u045a\u0430 - \u0442\u0435\u0445\u043d\u0438\u043a\u0443\" 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\">\u0420\u0435\u0437\u0443\u043b\u0442\u0430\u0442\u0438 \u0441\u0443 \u0431\u0438\u043b\u0438 \u0438\u043c\u043f\u0440\u0435\u0441\u0438\u0432\u043d\u0438. \u0423 \u043f\u0440\u0432\u0438\u0445 20 \u0435\u043f\u043e\u0445\u0430, \u043c\u043e\u0434\u0435\u043b \u0458\u0435 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043f\u0440\u0435\u043a\u043e 90%, \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0430\u0458\u0443\u045b\u0438 \u0431\u0440\u0437\u043e \u0443\u0447\u0435\u045a\u0435. \u0414\u043e \u043a\u0440\u0430\u0458\u0430 \u043e\u0431\u0443\u043a\u0435, YOLOv8 \u0458\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0432\u0430\u043e \u0432\u0435\u043b\u0438\u043a\u0438 \u043a\u043e\u0440\u043e\u0432 \u0441\u0430 \u0442\u0430\u0447\u043d\u043e\u0448\u045b\u0443 \u043e\u0434 94.40%.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u0435\u0452\u0443\u0442\u0438\u043c, \u043c\u0430\u045a\u0438 \u043a\u043e\u0440\u043e\u0432 \u0441\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043e \u0438\u0437\u0430\u0437\u043e\u0432\u043d\u0438\u0458\u0438\u043c, \u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u0458\u0435 \u043f\u0430\u043b\u0430 \u043d\u0430 11.90%. \u041e\u0432\u0430 \u043d\u0435\u0441\u043b\u0430\u0433\u0430\u045a\u0430 \u043f\u0440\u043e\u0438\u0437\u0438\u043b\u0430\u0437\u0438 \u0438\u0437 \u043d\u0435\u0440\u0430\u0432\u043d\u043e\u0442\u0435\u0436\u0435 \u0441\u043a\u0443\u043f\u0430 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430: \u0432\u0435\u043b\u0438\u043a\u0438 \u043a\u043e\u0440\u043e\u0432 \u0458\u0435 \u0431\u0438\u043e \u043f\u0440\u0435\u043a\u043e\u043c\u0435\u0440\u043d\u043e \u0437\u0430\u0441\u0442\u0443\u043f\u0459\u0435\u043d, \u0434\u043e\u043a \u0441\u0443 \u043c\u0430\u043b\u0435 \u0441\u0430\u0434\u043d\u0438\u0446\u0435 \u0431\u0438\u043b\u0435 \u0440\u0435\u0442\u043a\u0435. \u0423\u043f\u0440\u043a\u043e\u0441 \u043e\u0432\u043e\u043c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u045a\u0443, \u0443\u043a\u0443\u043f\u043d\u0435 \u043f\u0435\u0440\u0444\u043e\u0440\u043c\u0430\u043d\u0441\u0435 YOLOv8 \u043e\u0437\u043d\u0430\u0447\u0430\u0432\u0430\u0458\u0443 \u0437\u043d\u0430\u0447\u0430\u0458\u0430\u043d \u043a\u043e\u0440\u0430\u043a \u043d\u0430\u043f\u0440\u0435\u0434.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u0418\u0437\u0430\u0437\u043e\u0432\u0438 \u0438 \u0431\u0443\u0434\u0443\u045b\u0438 \u043f\u0440\u0430\u0432\u0446\u0438<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0418\u0430\u043a\u043e YOLOv8 \u043f\u043e\u043a\u0430\u0437\u0443\u0458\u0435 \u043e\u0433\u0440\u043e\u043c\u043d\u043e \u043e\u0431\u0435\u045b\u0430\u045a\u0435, \u0438\u0437\u0430\u0437\u043e\u0432\u0438 \u043e\u0441\u0442\u0430\u0458\u0443. \u0414\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u043c\u0430\u043b\u0438\u0445 \u043a\u043e\u0440\u043e\u0432\u0430 \u0458\u0435 \u043a\u0459\u0443\u0447\u043d\u0430 \u0437\u0430 \u0440\u0430\u043d\u0443 \u0438\u043d\u0442\u0435\u0440\u0432\u0435\u043d\u0446\u0438\u0458\u0443, \u0458\u0435\u0440 \u0458\u0435 \u0441\u0430\u0434\u043d\u0438\u0446\u0430\u043c\u0430 \u043b\u0430\u043a\u0448\u0435 \u0443\u043f\u0440\u0430\u0432\u0459\u0430\u0442\u0438.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u0430 \u0431\u0438 \u0441\u0435 \u043e\u0432\u043e \u0440\u0435\u0448\u0438\u043b\u043e, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u043f\u0440\u0435\u0434\u043b\u0430\u0436\u0443 \u043a\u043e\u0440\u0438\u0448\u045b\u0435\u045a\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0430\u0434\u0432\u0435\u0440\u0437\u0430\u0440\u043d\u0438\u0445 \u043c\u0440\u0435\u0436\u0430 (GAN) \u2013 \u043a\u043b\u0430\u0441\u0435 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u043c\u043e\u0434\u0435\u043b\u0430 \u0433\u0434\u0435 \u0441\u0435 \u0434\u0432\u0435 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 (\u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438 \u0434\u0438\u0441\u043a\u0440\u0438\u043c\u0438\u043d\u0430\u0442\u043e\u0440) \u0442\u0430\u043a\u043c\u0438\u0447\u0435 \u0434\u0430 \u0431\u0438 \u0441\u0442\u0432\u043e\u0440\u0438\u043b\u0435 \u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u0435 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u043a\u0435 \u043f\u043e\u0434\u0430\u0442\u043a\u0435 \u2013 \u043a\u0430\u043a\u043e \u0431\u0438 \u0433\u0435\u043d\u0435\u0440\u0438\u0441\u0430\u043b\u0435 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0441\u043b\u0438\u043a\u0435 \u043c\u0430\u043b\u0438\u0445 \u043a\u043e\u0440\u043e\u0432\u0430, \u0443\u0440\u0430\u0432\u043d\u043e\u0442\u0435\u0436\u0443\u0458\u0443\u045b\u0438 \u0441\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u0440\u0443\u0433\u043e \u0440\u0435\u0448\u0435\u045a\u0435 \u0443\u043a\u0459\u0443\u0447\u0443\u0458\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0458\u0443 \u043c\u0443\u043b\u0442\u0438\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u043d\u043e\u0433 \u0441\u043d\u0438\u043c\u0430\u045a\u0430, \u043a\u043e\u0458\u0435 \u0441\u043d\u0438\u043c\u0430 \u043f\u043e\u0434\u0430\u0442\u043a\u0435 \u0438\u0437\u0432\u0430\u043d \u0432\u0438\u0434\u0459\u0438\u0432\u0435 \u0441\u0432\u0435\u0442\u043b\u043e\u0441\u0442\u0438 (\u043d\u043f\u0440. \u0431\u043b\u0438\u0441\u043a\u043e\u0433 \u0438\u043d\u0444\u0440\u0430\u0446\u0440\u0432\u0435\u043d\u043e\u0433 \u0437\u0440\u0430\u0447\u0435\u045a\u0430) \u043a\u0430\u043a\u043e \u0431\u0438 \u0441\u0435 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u0441\u0442 \u0438\u0437\u043c\u0435\u0452\u0443 \u0443\u0441\u0435\u0432\u0430 \u0438 \u043a\u043e\u0440\u043e\u0432\u0430. \u0421\u0435\u043d\u0437\u043e\u0440\u0438 \u0431\u043b\u0438\u0441\u043a\u043e\u0433 \u0438\u043d\u0444\u0440\u0430\u0446\u0440\u0432\u0435\u043d\u043e\u0433 \u0437\u0440\u0430\u0447\u0435\u045a\u0430 \u0434\u0435\u0442\u0435\u043a\u0442\u0443\u0458\u0443 \u0441\u0430\u0434\u0440\u0436\u0430\u0458 \u0445\u043b\u043e\u0440\u043e\u0444\u0438\u043b\u0430, \u0447\u0438\u043d\u0435\u045b\u0438 \u0434\u0430 \u0431\u0438\u0459\u043a\u0435 \u0438\u0437\u0433\u043b\u0435\u0434\u0430\u0458\u0443 \u0441\u0432\u0435\u0442\u043b\u0438\u0458\u0435 \u0438 \u043b\u0430\u043a\u0448\u0435 \u0438\u0445 \u0458\u0435 \u0440\u0430\u0437\u043b\u0438\u043a\u043e\u0432\u0430\u0442\u0438 \u043e\u0434 \u0437\u0435\u043c\u0459\u0438\u0448\u0442\u0430.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u0443\u0434\u0443\u045b\u0435 \u0432\u0435\u0440\u0437\u0438\u0458\u0435 YOLO-\u0430, \u043a\u0430\u043e \u0448\u0442\u043e \u0441\u0443 YOLOv9 \u0438 YOLOv10, \u043c\u043e\u0433\u0443 \u0434\u043e\u0434\u0430\u0442\u043d\u043e \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0442\u0438 \u0442\u0430\u0447\u043d\u043e\u0441\u0442. \u041e\u0447\u0435\u043a\u0443\u0458\u0435 \u0441\u0435 \u0434\u0430 \u045b\u0435 \u043e\u0432\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0443\u043a\u0459\u0443\u0447\u0438\u0432\u0430\u0442\u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0441\u043a\u0435 \u0441\u043b\u043e\u0458\u0435\u0432\u0435 \u2013 \u0432\u0440\u0441\u0442\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0435 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 \u043a\u043e\u0458\u0430 \u043f\u0430\u0440\u0430\u043b\u0435\u043b\u043d\u043e \u043e\u0431\u0440\u0430\u0452\u0443\u0458\u0435 \u043f\u043e\u0434\u0430\u0442\u043a\u0435, \u0435\u0444\u0438\u043a\u0430\u0441\u043d\u0438\u0458\u0435 \u0445\u0432\u0430\u0442\u0430\u0458\u0443\u045b\u0438 \u0437\u0430\u0432\u0438\u0441\u043d\u043e\u0441\u0442\u0438 \u0434\u0443\u0433\u043e\u0433 \u0434\u043e\u043c\u0435\u0442\u0430 \u043e\u0434 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u0430\u043b\u043d\u0438\u0445 \u043a\u043e\u043d\u0432\u0435\u043d\u0446\u0438\u043e\u043d\u0430\u043b\u043d\u0438\u0445 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0438\u0445 \u043c\u0440\u0435\u0436\u0430 \u2013 \u0438 \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u043a\u0435 \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0435 \u043a\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u0458\u0435 \u0441\u0435 \u043f\u0440\u0438\u043b\u0430\u0433\u043e\u0452\u0430\u0432\u0430\u0458\u0443 \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430\u043c\u0430 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430. \u0422\u0430\u043a\u0430\u0432 \u043d\u0430\u043f\u0440\u0435\u0434\u0430\u043a \u0431\u0438 \u043c\u043e\u0433\u0430\u043e \u043f\u043e\u043c\u043e\u045b\u0438 \u0443 \u043f\u043e\u0443\u0437\u0434\u0430\u043d\u0438\u0458\u0435\u043c \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 \u043c\u0430\u043b\u0438\u0445 \u201e\u043a\u043e\u0440\u043e\u0432\u0430\u201c.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0417\u0430 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0435, \u0441\u043b\u0435\u0434\u0435\u045b\u0438 \u043a\u043e\u0440\u0430\u043a \u0458\u0435 \u0442\u0435\u0441\u0442\u0438\u0440\u0430\u045a\u0435 \u043d\u0430 \u0442\u0435\u0440\u0435\u043d\u0443. \u0410\u0443\u0442\u043e\u043d\u043e\u043c\u043d\u0435 \u043c\u0430\u0448\u0438\u043d\u0435 \u0437\u0430 \u043f\u043b\u0435\u0432\u0435\u043d\u0458\u0435 \u043e\u043f\u0440\u0435\u043c\u0459\u0435\u043d\u0435 YOLOv8 \u0438 \u043a\u0430\u043c\u0435\u0440\u0430\u043c\u0430 \u043c\u043e\u0433\u043b\u0435 \u0431\u0438 \u0434\u0430 \u0441\u0435 \u043a\u0440\u0435\u045b\u0443 \u043a\u0440\u043e\u0437 \u0440\u0435\u0434\u043e\u0432\u0435 \u043f\u0430\u043c\u0443\u043a\u0430, \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u043a\u0438 \u0443\u043a\u043b\u0430\u045a\u0430\u0458\u0443\u045b\u0438 \u043a\u043e\u0440\u043e\u0432. \u0421\u043b\u0438\u0447\u043d\u043e \u0442\u043e\u043c\u0435, \u0434\u0440\u043e\u043d\u043e\u0432\u0438 \u0441\u0430 \u043f\u0440\u0441\u043a\u0430\u043b\u0438\u0446\u0430\u043c\u0430 \u043d\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0438 \u043f\u043e\u0433\u043e\u043d \u043c\u043e\u0433\u043b\u0438 \u0431\u0438 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e \u0434\u0430 \u0446\u0438\u0459\u0430\u0458\u0443 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435, \u0441\u043c\u0430\u045a\u0443\u0458\u0443\u045b\u0438 \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u0443 \u0445\u0435\u043c\u0438\u043a\u0430\u043b\u0438\u0458\u0430 \u0438 \u0434\u043e 90%.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0432\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0435 \u043d\u0435 \u0441\u0430\u043c\u043e \u0434\u0430 \u0441\u043c\u0430\u045a\u0443\u0458\u0443 \u0442\u0440\u043e\u0448\u043a\u043e\u0432\u0435 \u0432\u0435\u045b \u0438 \u0448\u0442\u0438\u0442\u0435 \u0435\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u0443\u0441\u043a\u043b\u0430\u0452\u0443\u0458\u0443\u045b\u0438 \u0441\u0435 \u0441\u0430 \u0446\u0438\u0459\u0435\u0432\u0438\u043c\u0430 \u043e\u0434\u0440\u0436\u0438\u0432\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u2013 \u0444\u0438\u043b\u043e\u0437\u043e\u0444\u0438\u0458\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u043a\u043e\u0458\u0430 \u0434\u0430\u0458\u0435 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u0437\u0434\u0440\u0430\u0432\u0459\u0443 \u0436\u0438\u0432\u043e\u0442\u043d\u0435 \u0441\u0440\u0435\u0434\u0438\u043d\u0435, \u0435\u043a\u043e\u043d\u043e\u043c\u0441\u043a\u043e\u0458 \u043f\u0440\u043e\u0444\u0438\u0442\u0430\u0431\u0438\u043b\u043d\u043e\u0441\u0442\u0438 \u0438 \u0434\u0440\u0443\u0448\u0442\u0432\u0435\u043d\u043e\u0458 \u0440\u0430\u0432\u043d\u043e\u043f\u0440\u0430\u0432\u043d\u043e\u0441\u0442\u0438.<\/p>\n<h2 class=\"ds-markdown-paragraph\">\u0417\u0430\u043a\u0459\u0443\u0447\u0430\u043a<\/h2>\n<p class=\"ds-markdown-paragraph\">\u041f\u043e\u0440\u0430\u0441\u0442 \u043a\u043e\u0440\u043e\u0432\u0430 \u043e\u0442\u043f\u043e\u0440\u043d\u0438\u0445 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 \u043f\u0440\u0438\u043c\u043e\u0440\u0430\u043e \u0458\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443 \u043d\u0430 \u0438\u043d\u043e\u0432\u0430\u0446\u0438\u0458\u0435, \u0430 YOLOv8 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0459\u0430 \u043f\u0440\u043e\u0431\u043e\u0458 \u0443 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u043c \u0443\u043f\u0440\u0430\u0432\u0459\u0430\u045a\u0443 \u043a\u043e\u0440\u043e\u0432\u043e\u043c. \u041f\u043e\u0441\u0442\u0438\u0437\u0430\u045a\u0435\u043c \u0442\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u043e\u0434 96.10% \u0443 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0438 \u0443 \u0440\u0435\u0430\u043b\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0443, \u043e\u0432\u0430\u0458 \u043c\u043e\u0434\u0435\u043b \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438\u043c\u0430 \u0434\u0430 \u0441\u043c\u0430\u045a\u0435 \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u0443 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0430, \u0441\u043c\u0430\u045a\u0435 \u0442\u0440\u043e\u0448\u043a\u043e\u0432\u0435 \u0438 \u0437\u0430\u0448\u0442\u0438\u0442\u0435 \u0436\u0438\u0432\u043e\u0442\u043d\u0443 \u0441\u0440\u0435\u0434\u0438\u043d\u0443.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0418\u0430\u043a\u043e \u0438\u0437\u0430\u0437\u043e\u0432\u0438 \u043f\u043e\u043f\u0443\u0442 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0430 \u043c\u0430\u043b\u043e\u0433 \u043a\u043e\u0440\u043e\u0432\u0430 \u0438 \u0434\u0430\u0459\u0435 \u043f\u043e\u0441\u0442\u043e\u0458\u0435, \u043a\u043e\u043d\u0442\u0438\u043d\u0443\u0438\u0440\u0430\u043d\u0438 \u043d\u0430\u043f\u0440\u0435\u0434\u0430\u043a \u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u043e\u0458 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0438 \u0438 \u0441\u0435\u043d\u0437\u043e\u0440\u0441\u043a\u043e\u0458 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0438 \u043d\u0443\u0434\u0438 \u0440\u0435\u0448\u0435\u045a\u0430. \u041a\u0430\u043a\u043e \u0441\u0435 \u043e\u0432\u0438 \u0430\u043b\u0430\u0442\u0438 \u0440\u0430\u0437\u0432\u0438\u0458\u0430\u0458\u0443, \u043e\u043d\u0438 \u043e\u0431\u0435\u045b\u0430\u0432\u0430\u0458\u0443 \u0434\u0430 \u045b\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0438\u0441\u0430\u0442\u0438 \u0443\u0437\u0433\u043e\u0458 \u043f\u0430\u043c\u0443\u043a\u0430 \u0443 \u043e\u0434\u0440\u0436\u0438\u0432\u0438\u0458\u0443 \u0438 \u0435\u0444\u0438\u043a\u0430\u0441\u043d\u0438\u0458\u0443 \u043f\u0440\u0430\u043a\u0441\u0443. \u0423 \u043d\u0430\u0440\u0435\u0434\u043d\u0438\u043c \u0433\u043e\u0434\u0438\u043d\u0430\u043c\u0430, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0458\u0430 YOLOv8 \u0443 \u0430\u0443\u0442\u043e\u043d\u043e\u043c\u043d\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043c\u043e\u0433\u043b\u0430 \u0431\u0438 \u0440\u0435\u0432\u043e\u043b\u0443\u0446\u0438\u043e\u043d\u0438\u0441\u0430\u0442\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438 \u0441\u0435 \u043c\u043e\u0433\u0443 \u043e\u0441\u043b\u043e\u043d\u0438\u0442\u0438 \u043d\u0430 \u043f\u0430\u043c\u0435\u0442\u043d\u0435 \u0440\u043e\u0431\u043e\u0442\u0435 \u0438 \u0434\u0440\u043e\u043d\u043e\u0432\u0435 \u0437\u0430 \u0443\u043f\u0440\u0430\u0432\u0459\u0430\u045a\u0435 \u043a\u043e\u0440\u043e\u0432\u043e\u043c, \u043e\u0441\u043b\u043e\u0431\u0430\u0452\u0430\u0458\u0443\u045b\u0438 \u0432\u0440\u0435\u043c\u0435 \u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u0435 \u0437\u0430 \u0434\u0440\u0443\u0433\u0435 \u0437\u0430\u0434\u0430\u0442\u043a\u0435. \u041e\u0432\u0430\u0458 \u043f\u043e\u043c\u0430\u043a \u043a\u0430 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u043e\u0458 \u043d\u0430 \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430 \u043d\u0435 \u0441\u0430\u043c\u043e \u0434\u0430 \u0448\u0442\u0438\u0442\u0438 \u043f\u0440\u0438\u043d\u043e\u0441\u0435 \u0443\u0441\u0435\u0432\u0430, \u0432\u0435\u045b \u0438 \u043e\u0441\u0438\u0433\u0443\u0440\u0430\u0432\u0430 \u0437\u0434\u0440\u0430\u0432\u0438\u0458\u0443 \u043f\u043b\u0430\u043d\u0435\u0442\u0443 \u0437\u0430 \u0431\u0443\u0434\u0443\u045b\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0458\u0435. \u041f\u0440\u0438\u0445\u0432\u0430\u0442\u0430\u045a\u0435\u043c \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0430 \u043f\u043e\u043f\u0443\u0442 YOLOv8, \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0458\u0430 \u043c\u043e\u0436\u0435 \u043f\u0440\u0435\u0432\u0430\u0437\u0438\u045b\u0438 \u0438\u0437\u0430\u0437\u043e\u0432\u0435 \u043e\u0442\u043f\u043e\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0445\u0435\u0440\u0431\u0438\u0446\u0438\u0434\u0435 \u0438 \u043e\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u043f\u0443\u0442 \u043a\u0430 \u0437\u0435\u043b\u0435\u043d\u0438\u0458\u043e\u0458 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0438\u0458\u043e\u0458 \u0431\u0443\u0434\u0443\u045b\u043d\u043e\u0441\u0442\u0438.<\/p>\n<p><strong>\u0420\u0435\u0444\u0435\u0440\u0435\u043d\u0446\u0430<\/strong>\u041a\u0430\u043d, \u0410.\u0422., \u0408\u0435\u043d\u0441\u0435\u043d, \u0421.\u041c. \u0438 \u041a\u0430\u043d, \u0410.\u0420. (2025). \u0423\u043d\u0430\u043f\u0440\u0435\u0452\u0435\u045a\u0435 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435: \u041a\u043e\u043c\u043f\u0430\u0440\u0430\u0442\u0438\u0432\u043d\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 YOLOv8 \u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u0432\u0438\u0448\u0435\u043a\u043b\u0430\u0441\u043d\u043e\u0433 \u043a\u043e\u0440\u043e\u0432\u0430 \u0443 \u0443\u0437\u0433\u043e\u0458\u0443 \u043f\u0430\u043c\u0443\u043a\u0430. \u0412\u0435\u0448\u0442\u0430\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0430 \u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438, 15, 182-191. <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>\u0423\u0437\u0433\u043e\u0458 \u043f\u0430\u043c\u0443\u043a\u0430 \u0458\u0435 \u0432\u0438\u0442\u0430\u043b\u043d\u0438 \u0434\u0435\u043e \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u0443 \u0421\u0458\u0435\u0434\u0438\u045a\u0435\u043d\u0438\u043c \u0414\u0440\u0436\u0430\u0432\u0430\u043c\u0430, \u0437\u043d\u0430\u0447\u0430\u0458\u043d\u043e \u0434\u043e\u043f\u0440\u0438\u043d\u043e\u0441\u0435\u045b\u0438 \u0435\u043a\u043e\u043d\u043e\u043c\u0438\u0458\u0438. \u0421\u0430\u043c\u043e \u0443 2021. \u0433\u043e\u0434\u0438\u043d\u0438, \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438 \u0441\u0443 \u043f\u043e\u0436\u045a\u0435\u043b\u0438 \u043f\u0440\u0435\u043a\u043e 10 \u043c\u0438\u043b\u0438\u043e\u043d\u0430\u2026<\/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":[1658,1657],"tags":[],"class_list":["post-11525","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-weed-control","category-precision-farming"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture? - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"YOLOv8-based weed detection boosts cotton farming by achieving 96.1% accuracy in detecting 12 weed species in cotton fields.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/srb\/\u0431\u043b\u043e\u0433\/\u043a\u0430\u043a\u043e-\u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430-\u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433-\u043a\u043e\u0440\u043e\u0432\u0430-\u0437\u0430\/\" \/>\n<meta property=\"og:locale\" content=\"sr_RS\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture? - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"YOLOv8-based weed detection boosts cotton farming by achieving 96.1% accuracy in detecting 12 weed species in cotton fields.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/srb\/\u0431\u043b\u043e\u0433\/\u043a\u0430\u043a\u043e-\u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430-\u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433-\u043a\u043e\u0440\u043e\u0432\u0430-\u0437\u0430\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-26T22:19:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"dementievgeopard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:site\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043e\u0434\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u043e\u0446\u0435\u045a\u0435\u043d\u043e \u0432\u0440\u0435\u043c\u0435 \u0447\u0438\u0442\u0430\u045a\u0430\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u043c\u0438\u043d\u0443\u0442\u0430\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture?\",\"datePublished\":\"2025-04-26T22:19:39+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/\"},\"wordCount\":1820,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1\",\"articleSection\":[\"Weed Control\",\"Precision Farming\"],\"inLanguage\":\"sr-RS\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/\",\"name\":\"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture? - GeoPard Agriculture\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1\",\"datePublished\":\"2025-04-26T22:19:39+00:00\",\"description\":\"YOLOv8-based weed detection boosts cotton farming by achieving 96.1% accuracy in detecting 12 weed species in cotton fields.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#breadcrumb\"},\"inLanguage\":\"sr-RS\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sr-RS\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1\",\"width\":1920,\"height\":1080,\"caption\":\"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"name\":\"GeoPard - Precision agriculture software\",\"description\":\"Precision agriculture Mapping software\",\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"alternateName\":\"GeoPard\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/geopard.tech\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sr-RS\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sr-RS\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"width\":512,\"height\":68,\"caption\":\"GeoPard Agriculture\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/geopardAgriculture\\\/\",\"https:\\\/\\\/x.com\\\/geopardagri\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/geopard-agriculture\\\/\",\"https:\\\/\\\/www.instagram.com\\\/geopardagriculture\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCiaPGLAhRPNh-s85dXdC-Sw\",\"https:\\\/\\\/www.g2.com\\\/products\\\/geopard-agriculture-precision-farming-software\\\/reviews\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\",\"name\":\"dementievgeopard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sr-RS\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"caption\":\"dementievgeopard\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u041a\u0430\u043a\u043e \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433 \u043a\u043e\u0440\u043e\u0432\u0430 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 YOLOv8 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443 \u043f\u0430\u043c\u0443\u043a\u0430? - GeoPard Agriculture","description":"\u0414\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u043a\u043e\u0440\u043e\u0432\u0430 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 YOLOv8 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u0443\u0437\u0433\u043e\u0458 \u043f\u0430\u043c\u0443\u043a\u0430 \u043f\u043e\u0441\u0442\u0438\u0436\u0443\u045b\u0438 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 96.1% \u0443 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 12 \u0432\u0440\u0441\u0442\u0430 \u043a\u043e\u0440\u043e\u0432\u0430 \u043d\u0430 \u043f\u043e\u0459\u0438\u043c\u0430 \u043f\u0430\u043c\u0443\u043a\u0430.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/geopard.tech\/srb\/\u0431\u043b\u043e\u0433\/\u043a\u0430\u043a\u043e-\u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430-\u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433-\u043a\u043e\u0440\u043e\u0432\u0430-\u0437\u0430\/","og_locale":"sr_RS","og_type":"article","og_title":"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture? - GeoPard Agriculture","og_description":"YOLOv8-based weed detection boosts cotton farming by achieving 96.1% accuracy in detecting 12 weed species in cotton fields.","og_url":"https:\/\/geopard.tech\/srb\/\u0431\u043b\u043e\u0433\/\u043a\u0430\u043a\u043e-\u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430-\u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433-\u043a\u043e\u0440\u043e\u0432\u0430-\u0437\u0430\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2025-04-26T22:19:39+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg","type":"image\/jpeg"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043e\u0434":"dementievgeopard","\u041f\u0440\u043e\u0446\u0435\u045a\u0435\u043d\u043e \u0432\u0440\u0435\u043c\u0435 \u0447\u0438\u0442\u0430\u045a\u0430":"9 \u043c\u0438\u043d\u0443\u0442\u0430"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture?","datePublished":"2025-04-26T22:19:39+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/"},"wordCount":1820,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1","articleSection":["Weed Control","Precision Farming"],"inLanguage":"sr-RS","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/","url":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/","name":"\u041a\u0430\u043a\u043e \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u0432\u0438\u0448\u0435\u0441\u0442\u0440\u0443\u043a\u043e\u0433 \u043a\u043e\u0440\u043e\u0432\u0430 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 YOLOv8 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443 \u043f\u0430\u043c\u0443\u043a\u0430? - GeoPard Agriculture","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1","datePublished":"2025-04-26T22:19:39+00:00","description":"\u0414\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u043a\u043e\u0440\u043e\u0432\u0430 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 YOLOv8 \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0432\u0430 \u0443\u0437\u0433\u043e\u0458 \u043f\u0430\u043c\u0443\u043a\u0430 \u043f\u043e\u0441\u0442\u0438\u0436\u0443\u045b\u0438 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 96.1% \u0443 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 12 \u0432\u0440\u0441\u0442\u0430 \u043a\u043e\u0440\u043e\u0432\u0430 \u043d\u0430 \u043f\u043e\u0459\u0438\u043c\u0430 \u043f\u0430\u043c\u0443\u043a\u0430.","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#breadcrumb"},"inLanguage":"sr-RS","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/"]}]},{"@type":"ImageObject","inLanguage":"sr-RS","@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1","width":1920,"height":1080,"caption":"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/how-yolov8-based-multi-weed-detection-boosts-cotton-precision-agriculture\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"How YOLOv8-Based Multi-Weed Detection Boosts Cotton Precision Agriculture?"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"\u0413\u0435\u043e\u041f\u0430\u0440\u0434 - \u0421\u043e\u0444\u0442\u0432\u0435\u0440 \u0437\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443","description":"\u041f\u0440\u0435\u0446\u0438\u0437\u043d\u0430 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0430 \u0421\u043e\u0444\u0442\u0432\u0435\u0440 \u0437\u0430 \u043c\u0430\u043f\u0438\u0440\u0430\u045a\u0435","publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"alternateName":"GeoPard","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/geopard.tech\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sr-RS"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"\u0413\u0435\u043e\u041f\u0430\u0440\u0434 \u0410\u0433\u0440\u0438\u0446\u0443\u043b\u0442\u0443\u0440\u0435","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"sr-RS","@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","width":512,"height":68,"caption":"GeoPard Agriculture"},"image":{"@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/geopardAgriculture\/","https:\/\/x.com\/geopardagri","https:\/\/www.linkedin.com\/company\/geopard-agriculture\/","https:\/\/www.instagram.com\/geopardagriculture\/","https:\/\/www.youtube.com\/channel\/UCiaPGLAhRPNh-s85dXdC-Sw","https:\/\/www.g2.com\/products\/geopard-agriculture-precision-farming-software\/reviews"]},{"@type":"Person","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a","name":"\u0434\u0435\u043c\u0435\u043d\u0442\u0438\u0435\u0432\u0433\u0435\u043e\u043f\u0430\u0440\u0434","image":{"@type":"ImageObject","inLanguage":"sr-RS","@id":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","caption":"dementievgeopard"}}]}},"jetpack_publicize_connections":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pdiCPa-2ZT","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-YOLOv8-Based-Multi-Weed-Detection-Boosts-Cotton-Precision-Agriculture.jpg?fit=1920%2C1080&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/posts\/11525","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/comments?post=11525"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/posts\/11525\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/media\/11530"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/media?parent=11525"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/categories?post=11525"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/srb\/wp-json\/wp\/v2\/tags?post=11525"}],"curies":[{"name":"\u0412\u041f","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}