{"id":11549,"date":"2025-05-04T21:00:25","date_gmt":"2025-05-04T19:00:25","guid":{"rendered":"https:\/\/geopard.tech\/?p=11549"},"modified":"2025-05-04T21:00:25","modified_gmt":"2025-05-04T19:00:25","slug":"cmtnet-%d0%b4%d3%99%d1%81%d1%82%d2%af%d1%80%d0%bb%d1%96-%d0%b4%d0%b0%d2%9b%d1%8b%d0%bb%d0%b4%d0%b0%d1%80%d0%b4%d1%8b%d2%a3-%d0%b6%d1%96%d0%ba%d1%82%d0%b5%d0%bb%d1%83%d1%96%d0%bd%d0%b5%d0%bd-%d0%b0","status":"publish","type":"post","link":"https:\/\/geopard.tech\/kz\/blog\/cmtnet-redefines-precision-agriculture-by-outperforming-traditional-crop-classification\/","title":{"rendered":"CMTNet \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0435\u043d \u043e\u0437\u044b\u043f, \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d \u0436\u0430\u04a3\u0430\u0434\u0430\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0434\u044b."},"content":{"rendered":"<p class=\"ds-markdown-paragraph\">\u0414\u04d9\u043b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0436\u0456\u043a\u0442\u0435\u0443 \u0437\u0430\u043c\u0430\u043d\u0430\u0443\u0438 \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04af\u0448\u0456\u043d \u0430\u0441\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b, \u0441\u0435\u0431\u0435\u0431\u0456 \u043e\u043b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b\u043d \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0493\u0430, \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u043e\u043b\u0436\u0430\u0443\u0493\u0430 \u0436\u04d9\u043d\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u0442\u0438\u0456\u043c\u0434\u0456 \u0431\u04e9\u043b\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0410\u043b\u0430\u0439\u0434\u0430 \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u043e\u0440\u0442\u0430\u0441\u044b\u043d\u044b\u04a3 \u043a\u04af\u0440\u0434\u0435\u043b\u0456\u043b\u0456\u0433\u0456\u043d\u0435 \u0436\u0438\u0456 \u0442\u04e9\u0442\u0435\u043f \u0431\u0435\u0440\u0435 \u0430\u043b\u043c\u0430\u0439\u0434\u044b, \u0441\u0435\u0431\u0435\u0431\u0456 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440 \u0442\u04af\u0440\u0456, \u04e9\u0441\u0443 \u043a\u0435\u0437\u0435\u04a3\u0434\u0435\u0440\u0456 \u0436\u04d9\u043d\u0435 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043c\u0430\u043b\u0430\u0440\u044b \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u043a\u0435\u04a3 \u0430\u0443\u049b\u044b\u043c\u0434\u0430 \u04e9\u0437\u0433\u0435\u0440\u0435\u0434\u0456.<\/p>\n<h2>\u0413\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0431\u0435\u0439\u043d\u0435\u043b\u0435\u0443 \u0436\u04d9\u043d\u0435 CMTNet \u0448\u0435\u04a3\u0431\u0435\u0440\u0456 \u0434\u0435\u0433\u0435\u043d\u0456\u043c\u0456\u0437 \u043d\u0435?<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0413\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u0434\u044b \u0431\u0435\u0439\u043d\u0435\u043b\u0435\u0443 (HSI) \u2013 \u0436\u04af\u0437\u0434\u0435\u0433\u0435\u043d \u0442\u0430\u0440, \u0456\u0440\u0433\u0435\u043b\u0435\u0441 \u0442\u043e\u043b\u049b\u044b\u043d \u04b1\u0437\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0440\u044b \u0430\u0440\u0430\u043b\u044b\u0493\u044b\u043d\u0434\u0430\u0493\u044b \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0436\u0438\u043d\u0430\u0439\u0442\u044b\u043d \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f, \u043e\u043b \u043e\u0441\u044b \u0441\u0430\u043b\u0430\u0434\u0430\u0493\u044b \u043e\u0439\u044b\u043d\u0434\u044b \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0435\u0442\u0456\u043d \u0436\u0430\u04a3\u0430\u0448\u044b\u043b\u0434\u044b\u049b \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u043f\u0430\u0439\u0434\u0430 \u0431\u043e\u043b\u0434\u044b. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0442\u044b RGB \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440 \u043c\u0435\u043d \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u043a\u0435\u04a3 \u0436\u043e\u043b\u0430\u049b\u0442\u0430 \u043c\u04d9\u043b\u0456\u043c\u0435\u0442 \u0436\u0438\u043d\u0430\u0439\u0442\u044b\u043d \u043a\u04e9\u043f\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u0434\u044b \u0441\u0435\u043d\u0441\u043e\u0440\u043b\u0430\u0440\u0434\u0430\u043d \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u0493\u044b, HSI \u04d9\u0440 \u043f\u0438\u043a\u0441\u0435\u043b\u044c \u04af\u0448\u0456\u043d \u0435\u0433\u0436\u0435\u0439-\u0442\u0435\u0433\u0436\u0435\u0439\u043b\u0456 \u201c\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0441\u0430\u0443\u0441\u0430\u049b \u0456\u0437\u0456\u043d\u201d \u04b1\u0441\u044b\u043d\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u044b\u0441\u0430\u043b\u044b, \u0445\u043b\u043e\u0440\u043e\u0444\u0438\u043b\u043b\u0434\u0456\u04a3 \u0431\u0435\u043b\u0441\u0435\u043d\u0434\u0456\u043b\u0456\u0433\u0456\u043d\u0435 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u0441\u0430\u0443 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440 \u0436\u0430\u049b\u044b\u043d \u0438\u043d\u0444\u0440\u0430\u049b\u044b\u0437\u044b\u043b \u0441\u04d9\u0443\u043b\u0435\u043d\u0456 \u043a\u04af\u0448\u0442\u0456 \u0448\u0430\u0493\u044b\u043b\u044b\u0441\u0442\u044b\u0440\u0430\u0434\u044b, \u0430\u043b \u0441\u0442\u0440\u0435\u0441\u0441 \u0436\u0430\u0493\u0434\u0430\u0439\u044b\u043d\u0434\u0430\u0493\u044b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440 \u0430\u0439\u049b\u044b\u043d \u0441\u0456\u04a3\u0456\u0440\u0443 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456. 400-\u0434\u0435\u043d 1000 \u043d\u0430\u043d\u043e\u043c\u0435\u0442\u0440\u0433\u0435 \u0434\u0435\u0439\u0456\u043d\u0433\u0456 \u0442\u043e\u043b\u049b\u044b\u043d \u04b1\u0437\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0440\u044b\u043d\u0434\u0430\u0493\u044b \u043e\u0441\u044b \u043d\u04d9\u0437\u0456\u043a \u04e9\u0437\u0433\u0435\u0440\u0456\u0441\u0442\u0435\u0440\u0434\u0456 0,043 \u043c\u0435\u0442\u0440\u0433\u0435 \u0434\u0435\u0439\u0456\u043d\u0433\u0456 \u0436\u043e\u0493\u0430\u0440\u044b \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430 \u0442\u0456\u0440\u043a\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b HSI \u0434\u0430\u049b\u044b\u043b \u0442\u04af\u0440\u043b\u0435\u0440\u0456\u043d \u0434\u04d9\u043b \u0430\u0436\u044b\u0440\u0430\u0442\u0443\u0493\u0430, \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u0436\u04d9\u043d\u0435 \u0442\u043e\u043f\u044b\u0440\u0430\u049b\u0442\u044b \u0442\u0430\u043b\u0434\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0441\u044b \u0430\u0440\u0442\u044b\u049b\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u0493\u0430 \u049b\u0430\u0440\u0430\u043c\u0430\u0441\u0442\u0430\u043d, \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u0441\u0442\u0430\u0493\u044b \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u0436\u0430\u043f\u044b\u0440\u0430\u049b \u0442\u0435\u043a\u0441\u0442\u0443\u0440\u0430\u0441\u044b \u043d\u0435\u043c\u0435\u0441\u0435 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456 \u0441\u0438\u044f\u049b\u0442\u044b \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0435\u0433\u0436\u0435\u0439-\u0442\u0435\u0433\u0436\u0435\u0439\u043b\u0435\u0440\u0434\u0456 \u0456\u0440\u0456 \u0430\u0443\u049b\u044b\u043c\u0434\u044b \u0434\u0430\u049b\u044b\u043b \u0442\u0430\u0440\u0430\u043b\u0443\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u0436\u0430\u043b\u043f\u044b \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u043c\u0435\u043d \u0442\u0435\u04a3\u0435\u0441\u0442\u0456\u0440\u0443\u0434\u0435 \u049b\u0438\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0440\u0493\u0430 \u0442\u0430\u043f \u0431\u043e\u043b\u0430\u0434\u044b. \u0411\u04b1\u043b \u0448\u0435\u043a\u0442\u0435\u0443 \u04d9\u0441\u0456\u0440\u0435\u0441\u0435 \u0448\u0443\u044b\u043b\u044b \u043a\u04e9\u043f \u043d\u0435\u043c\u0435\u0441\u0435 \u0442\u0435\u04a3\u0433\u0435\u0440\u0456\u043c\u0441\u0456\u0437 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0434\u044b\u043b\u0430\u0440\u044b\u043d\u0434\u0430 \u0430\u0439\u049b\u044b\u043d \u043a\u04e9\u0440\u0456\u043d\u0456\u043f, \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u043d\u04d9\u0437\u0456\u043a \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440 \u049b\u0430\u0442\u0435 \u0436\u0456\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0433\u0435 \u04d9\u043a\u0435\u043b\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041e\u0441\u044b \u043c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440\u0434\u0456 \u0448\u0435\u0448\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u04d9\u0437\u0456\u0440\u043b\u0435\u0434\u0456\u00a0<strong>CMTNet<\/strong>\u00a0(\u041a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b-\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u043b\u044b\u049b \u0436\u0435\u043b\u0456), \u043a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 (CNN) \u0436\u04d9\u043d\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u043b\u0430\u0440\u0434\u044b\u04a3 \u0430\u0440\u0442\u044b\u049b\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u044b\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0442\u0456\u043d \u0436\u0430\u04a3\u0430 \u0442\u0435\u0440\u0435\u04a3 \u043e\u049b\u044b\u0442\u0443 \u0448\u0435\u04a3\u0431\u0435\u0440\u0456. CNN-\u0434\u0435\u0440 \u043a\u0435\u0441\u043a\u0456\u043d \u0441\u0438\u044f\u049b\u0442\u044b \u0442\u043e\u0440 \u0442\u04d9\u0440\u0456\u0437\u0434\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440 \u043a\u043b\u0430\u0441\u044b \u0431\u043e\u043b\u044b\u043f \u0442\u0430\u0431\u044b\u043b\u0430\u0434\u044b; \u043e\u043b\u0430\u0440 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u044f\u043b\u0430\u0440\u0434\u044b (\u043c\u044b\u0441\u0430\u043b\u044b, \u0436\u0438\u0435\u043a\u0442\u0435\u0440, \u0442\u0435\u043a\u0441\u0442\u0443\u0440\u0430\u043b\u0430\u0440) \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0442\u044b\u043d \u0441\u04af\u0437\u0433\u0456 \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440\u044b\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0434\u044b.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"11553\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/cmtnet-redefines-precision-agriculture-by-outperforming-traditional-crop-classification\/cmtnet-architecture-and-performance\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?fit=2556%2C2232&amp;ssl=1\" data-orig-size=\"2556,2232\" 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=\"CMTNet Architecture and Performance\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?fit=1024%2C894&amp;ssl=1\" class=\"alignnone size-full wp-image-11553\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?resize=810%2C707&#038;ssl=1\" alt=\"CMTNet \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u0441\u044b \u043c\u0435\u043d \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\" width=\"810\" height=\"707\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?w=2556&amp;ssl=1 2556w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?resize=300%2C262&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?resize=1024%2C894&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?resize=768%2C671&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?resize=1536%2C1341&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?resize=2048%2C1788&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?w=1620&amp;ssl=1 1620w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/CMTNet-Architecture-and-Performance.png?w=2430&amp;ssl=1 2430w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u0422\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u043b\u0430\u0440 \u0431\u0430\u0441\u0442\u0430\u043f\u049b\u044b\u0434\u0430 \u0442\u0430\u0431\u0438\u0493\u0438 \u0442\u0456\u043b\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443 \u04af\u0448\u0456\u043d \u04d9\u0437\u0456\u0440\u043b\u0435\u043d\u0433\u0435\u043d \u0436\u04d9\u043d\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0435\u0433\u0456 \u04b1\u0437\u0430\u049b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u0493\u044b \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0443 \u04af\u0448\u0456\u043d \u04e9\u0437\u0456\u043d\u0434\u0456\u043a \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0434\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0434\u044b, \u0431\u04b1\u043b \u043e\u043b\u0430\u0440\u0493\u0430 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u0448\u0435\u0431\u0435\u0440\u043b\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0416\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0436\u04d9\u043d\u0435 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043c\u0430\u043b\u0430\u0440\u0434\u044b \u043a\u0435\u0437\u0435\u043a\u043f\u0435\u043d \u04e9\u04a3\u0434\u0435\u0439\u0442\u0456\u043d \u0435\u0440\u0442\u0435\u0440\u0435\u043a\u0442\u0435\u0433\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0435\u043d \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u0493\u044b, CMTNet \u0435\u043a\u0456 \u0442\u04af\u0440\u043b\u0456 \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b \u0431\u0456\u0440 \u0443\u0430\u049b\u044b\u0442\u0442\u0430 \u0430\u043b\u0443 \u04af\u0448\u0456\u043d \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u0434\u0456 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043d\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b \u04af\u0448 \u0456\u0440\u0456 \u04b1\u0448\u049b\u044b\u0448\u0441\u044b\u0437 \u04b1\u0448\u0443 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u044b\u043d\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d HSI \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 \u0435\u04a3 \u043e\u0437\u044b\u049b \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0435\u0442\u0456\u043d\u0456\u043d \u0434\u04d9\u043b\u0435\u043b\u0434\u0435\u0434\u0456. \u041c\u044b\u0441\u0430\u043b\u044b, WHU-Hi-LongKou \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 CMTNet \u0436\u0430\u043b\u043f\u044b \u0434\u04d9\u043b\u0434\u0456\u0433\u0456 (OA) 99,58%-\u043a\u0435 \u0436\u0435\u0442\u0456\u043f, \u0430\u043b\u0434\u044b\u04a3\u0493\u044b \u04af\u0437\u0434\u0456\u043a \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u043d 0,19%-\u043a\u0435 \u043e\u0437\u044b\u043f \u0442\u04af\u0441\u0442\u0456.<\/p>\n<h2>\u0410\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\u043b\u0430\u0443\u0434\u0430 \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u0433\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u0434\u044b \u0431\u0435\u0439\u043d\u0435\u043b\u0435\u0443\u0434\u0456\u04a3 \u049b\u0438\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0440\u044b<\/h2>\n<p class=\"ds-markdown-paragraph\">\u0413\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443\u0434\u044b\u04a3 \u0435\u0440\u0442\u0435 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0456 \u043a\u04e9\u0431\u0456\u043d\u0435\u0441\u0435 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u043d\u0435\u043c\u0435\u0441\u0435 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043c\u0430\u043b\u0430\u0440\u0493\u0430 \u0431\u0430\u0441\u0430 \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u044b\u043f, \u0442\u043e\u043b\u044b\u049b \u0435\u043c\u0435\u0441 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0433\u0435 \u04d9\u043a\u0435\u043b\u0434\u0456. \u0421\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u04d9\u0434\u0456\u0441\u0442\u0435\u0440, \u043c\u044b\u0441\u0430\u043b\u044b, \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443 (PCA), \u0442\u043e\u043b\u049b\u044b\u043d \u04b1\u0437\u044b\u043d\u0434\u044b\u0493\u044b \u0442\u0443\u0440\u0430\u043b\u044b \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u049b\u0430 \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0430 \u043e\u0442\u044b\u0440\u044b\u043f \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u043a\u04af\u0440\u0434\u0435\u043b\u0456\u043b\u0456\u0433\u0456\u043d \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0442\u0441\u0435 \u0434\u0435, \u043f\u0438\u043a\u0441\u0435\u043b\u044c\u0434\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u0430\u0440\u0434\u044b \u0435\u0441\u043a\u0435\u0440\u043c\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u044b\u0441\u0430\u043b\u044b, PCA \u0436\u043e\u0493\u0430\u0440\u044b \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0435\u04a3 \u043a\u04e9\u043f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f\u043d\u044b \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0435\u0442\u0456\u043d \u0430\u0437 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0442\u0435\u0440\u0433\u0435 \u0430\u0439\u043d\u0430\u043b\u0434\u044b\u0440\u044b\u043f, \u0442\u0430\u043b\u0434\u0430\u0443\u0434\u044b \u0436\u0435\u04a3\u0456\u043b\u0434\u0435\u0442\u0435\u0434\u0456. \u0410\u043b\u0430\u0439\u0434\u0430 \u0431\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b \u0434\u0430\u043b\u0430 \u0435\u0433\u0456\u0441\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0443\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0456 \u0435\u0441\u043a\u0435\u0440\u043c\u0435\u0439\u0434\u0456. \u041a\u0435\u0440\u0456\u0441\u0456\u043d\u0448\u0435, \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043c\u043e\u0440\u0444\u043e\u043b\u043e\u0433\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u043b\u0430\u0440\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u0444\u0438\u0437\u0438\u043a\u0430\u043b\u044b\u049b \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0443\u044b\u043d\u0434\u0430\u0493\u044b \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u0439\u049b\u044b\u043d\u0434\u0430\u0441\u0430 \u0434\u0430, \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0431\u04e9\u043b\u0448\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043d\u0430\u0437\u0430\u0440\u0434\u0430\u043d \u0442\u044b\u0441 \u049b\u0430\u043b\u0434\u044b\u0440\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043c\u043e\u0440\u0444\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0435\u043d \u043f\u0456\u0448\u0456\u043d\u0434\u0435\u0440 \u043c\u0435\u043d \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0434\u0430\u0440\u0434\u044b, \u043c\u044b\u0441\u0430\u043b\u044b, \u0430\u043b\u0430\u04a3\u0434\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u0434\u0438\u043b\u0430\u0446\u0438\u044f \u043c\u0435\u043d \u044d\u0440\u043e\u0437\u0438\u044f \u0441\u0438\u044f\u049b\u0442\u044b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b. \u0423\u0430\u049b\u044b\u0442 \u04e9\u0442\u0435 \u043a\u0435\u043b\u0435 \u043a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440 (CNN) \u0435\u043a\u0456 \u0442\u04af\u0440\u043b\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0456 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0442\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u043b\u0430\u0439\u0434\u0430 \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u0431\u0435\u043a\u0456\u0442\u0456\u043b\u0433\u0435\u043d \u049b\u0430\u0431\u044b\u043b\u0434\u0430\u0443 \u0430\u043b\u0430\u04a3\u0434\u0430\u0440\u044b \u2014 \u0436\u0435\u043b\u0456\u043d\u0456\u04a3 \u0431\u0456\u0440 \u0443\u0430\u049b\u044b\u0442\u0442\u0430 \u201c\u043a\u04e9\u0440\u0435\u201d \u0430\u043b\u0430\u0442\u044b\u043d \u043a\u0435\u0441\u043a\u0456\u043d \u0430\u0439\u043c\u0430\u0493\u044b \u2014 \u04b1\u0437\u0430\u049b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u0493\u044b \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u0433\u0456\u043d \u0448\u0435\u043a\u0442\u0435\u0434\u0456. \u041c\u044b\u0441\u0430\u043b\u044b, 3D-CNN \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u043f\u0440\u043e\u0444\u0438\u043b\u044c\u0434\u0435\u0440\u0456 \u04b1\u049b\u0441\u0430\u0441, \u0431\u0456\u0440\u0430\u049b \u04af\u043b\u043a\u0435\u043d \u0430\u043b\u049b\u0430\u043f\u0442\u0430 \u04e9\u0441\u0443 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0435\u043a\u0456 \u0441\u043e\u044f \u0431\u04b1\u0440\u0448\u0430\u049b \u0441\u043e\u0440\u0442\u044b\u043d\u044b\u04a3 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u0443\u0434\u0430 \u049b\u0438\u044b\u043d\u0434\u044b\u049b\u049b\u0430 \u0442\u0430\u043f \u0431\u043e\u043b\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0422\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043b\u0435\u0440, \u0431\u0430\u0441\u0442\u0430\u043f\u049b\u044b\u0434\u0430 \u0442\u0430\u0431\u0438\u0493\u0438 \u0442\u0456\u043b\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043d\u0456\u04a3 \u0431\u0456\u0440 \u0442\u04af\u0440\u0456, \u043e\u0441\u044b \u043c\u04d9\u0441\u0435\u043b\u0435\u043d\u0456 \u0448\u0435\u0448\u0443\u0434\u0456\u04a3 \u0436\u043e\u043b\u044b\u043d \u04b1\u0441\u044b\u043d\u0434\u044b. \u04e8\u0437\u0456\u043d\u0434\u0456\u043a \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0434\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043b\u0435\u0440 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0435\u0433\u0456 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u049b\u0430\u0442\u044b\u043d\u0430\u0441\u0442\u0430\u0440\u0434\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0443\u0434\u0435 \u0435\u0440\u0435\u043a\u0448\u0435 \u043d\u04d9\u0442\u0438\u0436\u0435 \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456. \u04e8\u0437\u0456\u043d\u0434\u0456\u043a \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443 \u043c\u043e\u0434\u0435\u043b\u0456\u043d\u0435 \u043a\u0456\u0440\u0456\u0441 \u0442\u0456\u0437\u0431\u0435\u0433\u0456\u043d\u0456\u04a3 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0431\u04e9\u043b\u0456\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b\u043b\u044b\u0493\u044b\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456, \u043e\u0441\u044b\u043b\u0430\u0439\u0448\u0430 \u043e\u043b \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u0493\u0430 (\u043c\u044b\u0441\u0430\u043b\u044b, \u0437\u0430\u049b\u044b\u043c\u0434\u0430\u043b\u0493\u0430\u043d \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0456) \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u044b\u043f, \u0448\u0443\u0434\u044b (\u043c\u044b\u0441\u0430\u043b\u044b, \u0431\u04b1\u043b\u0442 \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0435\u0440\u0456\u043d) \u0435\u043b\u0435\u043c\u0435\u0439\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d, \u043e\u043b\u0430\u0440 \u0436\u0438\u0456 \u0436\u0430\u043f\u044b\u0440\u0430\u049b \u0436\u0438\u0435\u043a\u0442\u0435\u0440\u0456 \u043d\u0435\u043c\u0435\u0441\u0435 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0436\u0430\u0440\u044b\u049b\u0442\u0430\u0440\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u04b1\u0441\u0430\u049b \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u04e9\u043b\u0448\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u0439\u049b\u0430\u043c\u0430\u0439 \u049b\u0430\u043b\u0430\u0434\u044b. CTMixer \u0442\u04d9\u0440\u0456\u0437\u0434\u0456 \u0433\u0438\u0431\u0440\u0438\u0434\u0442\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 CNN-\u0434\u0435\u0440 \u043c\u0435\u043d Transformer-\u043b\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0433\u0435 \u0442\u044b\u0440\u044b\u0441\u049b\u0430\u043d\u044b\u043c\u0435\u043d, \u043e\u043b\u0430\u0440 \u0431\u04b1\u043b \u043f\u0440\u043e\u0446\u0435\u0441\u0442\u0456 \u043a\u0435\u0437\u0435\u04a3-\u043a\u0435\u0437\u0435\u04a3\u0456\u043c\u0435\u043d \u043e\u0440\u044b\u043d\u0434\u0430\u043f, \u0430\u043b\u0434\u044b\u043c\u0435\u043d \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456, \u043a\u0435\u0439\u0456\u043d \u0493\u0430\u043d\u0430 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0434\u0456. \u0411\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b \u0442\u0438\u0456\u043c\u0441\u0456\u0437 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0433\u0435 \u0436\u04d9\u043d\u0435 \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u043e\u0440\u0442\u0430\u043b\u0430\u0440\u044b\u043d\u0434\u0430 \u043e\u04a3\u0442\u0430\u0439\u043b\u044b \u0435\u043c\u0435\u0441 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0433\u0435 \u04d9\u043a\u0435\u043b\u0434\u0456.<\/p>\n<h2>CMTNet \u049b\u0430\u043b\u0430\u0439 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456: \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0436\u04d9\u043d\u0435 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b\u0440\u0443<\/h2>\n<p class=\"ds-markdown-paragraph\">CMTNet \u043e\u0441\u044b \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0434\u0456 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a-\u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a, \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0436\u04d9\u043d\u0435 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0438\u0456\u043c\u0434\u0456 \u0442\u04af\u0440\u0434\u0435 \u0448\u044b\u0493\u0430\u0440\u044b\u043f, \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0431\u0456\u0440\u0435\u0433\u0435\u0439 \u04af\u0448 \u0431\u04e9\u043b\u0456\u043a\u0442\u0435\u043d \u0442\u04b1\u0440\u0430\u0442\u044b\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0435\u04a3\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\"><strong>1.<\/strong> \u0411\u0456\u0440\u0456\u043d\u0448\u0456 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442, <strong>\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a-\u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0448\u044b\u0493\u0430\u0440\u0443 \u043c\u043e\u0434\u0443\u043b\u0456<\/strong>, 3D \u0436\u04d9\u043d\u0435 2D \u043a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u0448\u0438\u043a\u0456 HSI \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u04e9\u04a3\u0434\u0435\u0439\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">3D \u043a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a (\u0431\u0438\u0456\u043a\u0442\u0456\u043a \u00d7 \u0435\u043d\u0456) \u0436\u04d9\u043d\u0435 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a (\u0442\u043e\u043b\u049b\u044b\u043d \u04b1\u0437\u044b\u043d\u0434\u044b\u0493\u044b) \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0434\u0456 \u0431\u0456\u0440 \u0443\u0430\u049b\u044b\u0442\u0442\u0430 \u0442\u0430\u043b\u0434\u0430\u043f, \u0434\u0430\u049b\u044b\u043b \u0436\u0430\u043c\u044b\u043b\u0493\u044b\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0431\u0435\u043b\u0433\u0456\u043b\u0456 \u0431\u0456\u0440 \u0442\u043e\u043b\u049b\u044b\u043d \u04b1\u0437\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u0448\u0430\u0493\u044b\u043b\u044b\u0441\u0443\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0434\u044b. \u041c\u044b\u0441\u0430\u043b\u044b, 3D \u044f\u0434\u0440\u043e\u0441\u044b \u0441\u0430\u0443 \u0436\u04af\u0433\u0435\u0440\u0456\u043d\u0456\u04a3 \u0436\u043e\u0493\u0430\u0440\u0493\u044b \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u044b \u0442\u04e9\u043c\u0435\u043d\u0433\u0456 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u044b\u043d\u0430 \u049b\u0430\u0440\u0430\u0493\u0430\u043d\u0434\u0430 \u0436\u0430\u049b\u044b\u043d \u0438\u043d\u0444\u0440\u0430\u049b\u044b\u0437\u044b\u043b \u0441\u04d9\u0443\u043b\u0435\u043d\u0456 \u043a\u04e9\u0431\u0456\u0440\u0435\u043a \u0448\u0430\u0493\u044b\u043b\u044b\u0441\u0442\u044b\u0440\u0430\u0442\u044b\u043d\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0439 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0421\u043e\u0434\u0430\u043d \u043a\u0435\u0439\u0456\u043d 2D \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440 \u043e\u0441\u044b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u043f, \u0434\u0430\u043b\u0430\u0493\u0430 \u0435\u0433\u0456\u043b\u0433\u0435\u043d \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0443\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0431\u04e9\u043b\u0448\u0435\u043a\u0442\u0435\u0440\u0433\u0435 \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0430\u0434\u044b. \u0411\u04b1\u043b \u0435\u043a\u0456 \u0441\u0430\u0442\u044b\u043b\u044b \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u04d9\u0440\u0442\u04af\u0440\u043b\u0456\u043b\u0456\u043a\u0442\u0456 (\u043c\u044b\u0441\u0430\u043b\u044b, \u0445\u043b\u043e\u0440\u043e\u0444\u0438\u043b\u043b \u043c\u04e9\u043b\u0448\u0435\u0440\u0456) \u0436\u04d9\u043d\u0435 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0456 (\u043c\u044b\u0441\u0430\u043b\u044b, \u049b\u0430\u0442\u0430\u0440 \u0430\u0440\u0430\u043b\u044b\u0493\u044b) \u0441\u0430\u049b\u0442\u0430\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\"><strong>2.<\/strong> \u0415\u043a\u0456\u043d\u0448\u0456 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442, <strong>\u0416\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456-\u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0448\u044b\u0493\u0430\u0440\u0443 \u043c\u043e\u0434\u0443\u043b\u0456<\/strong>, \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u0434\u0456 \u0442\u04af\u0440\u0434\u0435 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456. \u0411\u0456\u0440 \u0442\u0430\u0440\u043c\u0430\u049b \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u04e9\u043b\u0448\u0435\u043a\u0442\u0435\u0440\u0433\u0435, \u043c\u044b\u0441\u0430\u043b\u044b \u0436\u0435\u043a\u0435 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u0434\u044b\u04a3 \u0442\u0435\u043a\u0441\u0442\u0443\u0440\u0430\u0441\u044b\u043d\u0430 \u043d\u0435\u043c\u0435\u0441\u0435 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0443\u0447\u0430\u0441\u043a\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u043f\u0456\u0448\u0456\u043d\u0456\u043d\u0435 \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443 \u04af\u0448\u0456\u043d \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456 (CNN) \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b. \u0411\u04b1\u043b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u043f\u0440\u043e\u0444\u0438\u043b\u044c\u0434\u0435\u0440\u0456 \u04b1\u049b\u0441\u0430\u0441 \u0442\u04af\u0440\u043b\u0435\u0440\u0434\u0456, \u043c\u044b\u0441\u0430\u043b\u044b \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0441\u043e\u044f \u0431\u04b1\u0440\u0448\u0430\u049b \u0441\u043e\u0440\u0442\u0442\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u0448\u0435\u0448\u0443\u0448\u0456 \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0415\u043a\u0456\u043d\u0448\u0456 \u0431\u0430\u0493\u044b\u0442 \u04d9\u043b\u0435\u043c\u0434\u0456\u043a \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u0430\u0440\u0434\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0443 \u04af\u0448\u0456\u043d \u0422\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u043b\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b, \u043c\u044b\u0441\u0430\u043b\u044b, \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u043a\u0435\u04a3 \u0430\u0443\u043c\u0430\u049b\u0442\u0430\u0440\u0493\u0430 \u049b\u0430\u043b\u0430\u0439 \u0442\u0430\u0440\u0430\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u043d\u0435\u043c\u0435\u0441\u0435 \u0436\u0430\u049b\u044b\u043d \u043c\u0430\u04a3\u0434\u0430\u0493\u044b \u0430\u0493\u0430\u0448\u0442\u0430\u0440\u0434\u044b\u04a3 \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u0441\u0456\u043d\u0456\u04a3 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u04e9\u043b\u0448\u0435\u0443\u043b\u0435\u0440\u0433\u0435 \u049b\u0430\u043b\u0430\u0439 \u04d9\u0441\u0435\u0440 \u0435\u0442\u0435\u0442\u0456\u043d\u0456\u043d. \u0411\u04b1\u043b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u043a\u0435\u0437\u0435\u043a\u0442\u0435\u043f \u0435\u043c\u0435\u0441, \u0431\u0456\u0440 \u043c\u0435\u0437\u0433\u0456\u043b\u0434\u0435 \u04e9\u04a3\u0434\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b CMTNet \u0435\u0440\u0442\u0435\u0440\u0435\u043a\u0442\u0435\u0433\u0456 \u0433\u0438\u0431\u0440\u0438\u0434\u0442\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u043c\u0430\u0437\u0430\u043b\u0430\u0439\u0442\u044b\u043d \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u04a3 \u0436\u043e\u0493\u0430\u043b\u0443\u044b\u043d \u0431\u043e\u043b\u0434\u044b\u0440\u043c\u0430\u0439\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u044b\u0441\u0430\u043b\u044b, CNN \u0442\u0430\u0440\u043c\u0430\u0493\u044b \u043c\u0430\u049b\u0442\u0430 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u0442\u0456\u0441\u0442\u0435\u043b\u0433\u0435\u043d \u0436\u0438\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0441\u0430, Transformer \u0442\u0430\u0440\u043c\u0430\u0493\u044b \u043e\u0441\u044b \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u0434\u044b\u04a3 \u043a\u0443\u043d\u0436\u0443\u0442 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043c\u0435\u043d \u0448\u0435\u043a\u0442\u0435\u043b\u0433\u0435\u043d \u04af\u043b\u043a\u0435\u043d \u043c\u0430\u049b\u0442\u0430 \u0430\u043b\u049b\u0430\u0431\u044b\u043d\u044b\u04a3 \u0431\u0456\u0440 \u0431\u04e9\u043b\u0456\u0433\u0456 \u0435\u043a\u0435\u043d\u0456\u043d \u0442\u0430\u043d\u0438\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\"><strong>3.<\/strong> \u04ae\u0448\u0456\u043d\u0448\u0456 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442, <strong>\u043a\u04e9\u043f \u0448\u044b\u0493\u044b\u0441\u0442\u044b \u0448\u0435\u043a\u0442\u0435\u0443 \u043c\u043e\u0434\u0443\u043b\u0456<\/strong>, \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456, \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0436\u04d9\u043d\u0435 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0456\u043b\u0433\u0435\u043d \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0442\u0435\u04a3\u0434\u0435\u0441\u0442\u0456\u0440\u0456\u043b\u0433\u0435\u043d \u043e\u049b\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0435\u0434\u0456. \u041e\u049b\u044b\u0442\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u04d9\u0440\u0431\u0456\u0440 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a \u0442\u04af\u0440\u0456\u043d\u0435 \u0431\u04e9\u043b\u0435\u043a \u0448\u044b\u0493\u044b\u043d \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043b\u0430\u0440\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0430\u0434\u044b, \u0431\u04b1\u043b \u0436\u0435\u043b\u0456\u043d\u0456 \u0442\u04af\u0441\u0456\u043d\u0456\u0433\u0456\u043d\u0456\u04a3 \u0431\u0430\u0440\u043b\u044b\u049b \u0430\u0441\u043f\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0456\u043d \u0436\u0435\u0442\u0456\u043b\u0434\u0456\u0440\u0443\u0433\u0435 \u043c\u04d9\u0436\u0431\u04af\u0440\u043b\u0435\u0439\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0416\u043e\u0493\u0430\u043b\u0442\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u0441\u044b \u0431\u043e\u043b\u0436\u0430\u043d\u0493\u0430\u043d \u0436\u04d9\u043d\u0435 \u043d\u0430\u049b\u0442\u044b \u043c\u04d9\u043d\u0434\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u044b \u0441\u0430\u043d\u043c\u0435\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u043f, \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0442\u04af\u0437\u0435\u0442\u0443\u0433\u0435 \u0431\u0430\u0493\u044b\u0442\u0442\u0430\u0439\u0434\u044b. \u041c\u044b\u0441\u0430\u043b\u044b, \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0436\u043e\u0493\u0430\u043b\u0442\u0443 \u0436\u0430\u043f\u044b\u0440\u0430\u049b \u0436\u0438\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u049b\u0430\u0442\u0435 \u0436\u0456\u043a\u0442\u0435\u0433\u0435\u043d\u0456 \u04af\u0448\u0456\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0436\u0430\u0437\u0430\u043b\u0430\u0439\u0434\u044b, \u0430\u043b \u0436\u0430\u043b\u043f\u044b \u0436\u043e\u0493\u0430\u043b\u0442\u0443 \u0430\u0443\u049b\u044b\u043c\u0434\u044b \u0434\u0430\u049b\u044b\u043b \u0442\u0430\u0440\u0430\u043b\u0443\u044b\u043d\u0434\u0430\u0493\u044b \u049b\u0430\u0442\u0435\u043b\u0435\u0440\u0434\u0456 \u0442\u04af\u0437\u0435\u0442\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u04b1\u043b \u0448\u044b\u0493\u044b\u043d\u0434\u0430\u0440\u0434\u044b \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0431\u0430\u0440\u044b\u043d\u0448\u0430 \u0430\u0440\u0442\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0441\u0430\u043b\u043c\u0430\u049b \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u044b\u043d \u0441\u044b\u043d\u0430\u049b\u0442\u0430\u043d \u04e9\u0442\u043a\u0456\u0437\u0435\u0442\u0456\u043d \u043a\u0435\u0437\u0434\u0435\u0439\u0441\u043e\u049b \u0456\u0437\u0434\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u0440\u043c\u0435\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0434\u0456. \u0411\u04b1\u043b \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440\u044b\u043d \u0448\u0435\u0448\u0443\u0433\u0435 \u049b\u0430\u0431\u0456\u043b\u0435\u0442\u0442\u0456 \u0431\u0435\u0440\u0456\u043a \u04d9\u0440\u0456 \u0438\u043a\u0435\u043c\u0434\u0456 \u043c\u043e\u0434\u0435\u043b\u044c \u0436\u0430\u0441\u0430\u0439\u0434\u044b.<\/p>\n<h2>\u0411\u041f\u041b\u0410 \u0433\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 CMTNet \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u0443<\/h2>\n<p class=\"ds-markdown-paragraph\">CMTNet-\u0442\u0456 \u0431\u0430\u0493\u0430\u043b\u0430\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u043e\u043d\u044b \u0423\u0445\u0430\u043d\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0435\u043d \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u04af\u0448 \u04b1\u0448\u049b\u044b\u0448\u0441\u044b\u0437 \u04b1\u0448\u0443 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u044b (\u0423\u0423\u0410) \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0438\u043d\u0430\u043b\u0493\u0430\u043d \u0433\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 \u0441\u044b\u043d\u0430\u043f \u043a\u04e9\u0440\u0434\u0456. \u0411\u04b1\u043b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u049b\u0442\u0430\u0440\u044b \u0436\u043e\u0493\u0430\u0440\u044b \u0441\u0430\u043f\u0430\u0441\u044b \u043c\u0435\u043d \u0430\u043b\u0443\u0430\u043d \u0442\u04af\u0440\u043b\u0456\u043b\u0456\u0433\u0456 \u0430\u0440\u049b\u0430\u0441\u044b\u043d\u0434\u0430 \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u043d \u0437\u043e\u043d\u0434\u0442\u0430\u0443 \u0441\u0430\u043b\u0430\u0441\u044b\u043d\u0434\u0430 \u043a\u0435\u04a3\u0456\u043d\u0435\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0430\u0442\u044b\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u0434\u044b\u049b \u04af\u043b\u0433\u0456\u043b\u0435\u0440 \u0431\u043e\u043b\u044b\u043f \u0442\u0430\u0431\u044b\u043b\u0430\u0434\u044b:<\/p>\n<ol>\n<li class=\"ds-markdown-paragraph\"><strong>WHU-Hi-LongKou<\/strong>: \u0411\u04b1\u043b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b 550 \u00d7 400 \u043f\u0438\u043a\u0441\u0435\u043b\u044c\u0434\u0456, 270 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0436\u043e\u043b\u0430\u049b\u0442\u044b \u0436\u04d9\u043d\u0435 0,463 \u043c\u0435\u0442\u0440\u043b\u0456\u043a \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u044b \u049b\u0430\u043c\u0442\u0438\u0434\u044b. 0,463 \u043c\u0435\u0442\u0440\u043b\u0456\u043a \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456\u043a \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b \u04d9\u0440 \u043f\u0438\u043a\u0441\u0435\u043b\u044c \u0436\u0435\u0440 \u0431\u0435\u0442\u0456\u043d\u0434\u0435\u0433\u0456 0,463 \u043c \u00d7 0,463 \u043c \u0430\u0443\u043c\u0430\u049b\u0442\u044b \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456, \u0431\u04b1\u043b \u0436\u0435\u043a\u0435 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u041e\u0493\u0430\u043d \u0436\u04af\u0433\u0435\u0440\u0456, \u043c\u0430\u049b\u0442\u0430 \u0436\u04d9\u043d\u0435 \u043a\u04af\u0440\u0456\u0448 \u0441\u0438\u044f\u049b\u0442\u044b \u0442\u043e\u0493\u044b\u0437 \u0434\u0430\u049b\u044b\u043b \u0442\u04af\u0440\u0456 \u043a\u0456\u0440\u0435\u0434\u0456, \u043e\u043d\u0434\u0430 1 019 \u043e\u049b\u044b\u0442\u0443 \u04af\u043b\u0433\u0456\u0441\u0456 \u0436\u04d9\u043d\u0435 203 523 \u0441\u044b\u043d\u0430\u049b \u04af\u043b\u0433\u0456\u0441\u0456 \u0431\u0430\u0440.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>WHU-Hi-HanChuan<\/strong>: 0,109 \u043c\u0435\u0442\u0440\u043b\u0456\u043a \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430 1 217 \u00d7 303 \u043f\u0438\u043a\u0441\u0435\u043b\u044c\u0434\u0456 \u049b\u0430\u043c\u0442\u0438\u0442\u044b\u043d \u0431\u04b1\u043b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u049b\u04b1\u043b\u043f\u044b\u043d\u0430\u0439, \u0441\u043e\u044f \u0431\u04b1\u0440\u0448\u0430\u049b\u0442\u0430\u0440\u044b \u0436\u04d9\u043d\u0435 \u043f\u043b\u0430\u0441\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u0430\u0440\u0430\u049b\u0442\u0430\u0440 \u0441\u0438\u044f\u049b\u0442\u044b 16 \u0436\u0435\u0440 \u0436\u0430\u043c\u044b\u043b\u0493\u044b\u0441\u044b \u0442\u04af\u0440\u0456\u043d \u049b\u0430\u043c\u0442\u0438\u0434\u044b. \u0416\u043e\u0493\u0430\u0440\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b (0,109 \u043c) \u0436\u0430\u0441 \u0436\u04d9\u043d\u0435 \u0436\u0435\u0442\u0456\u043b\u0433\u0435\u043d \u0441\u043e\u044f \u0431\u04b1\u0440\u0448\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u0430\u0436\u044b\u0440\u0430\u0442\u0443 \u0441\u0438\u044f\u049b\u0442\u044b \u04b1\u0441\u0430\u049b \u0431\u04e9\u043b\u0448\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u041e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0442\u0435\u0441\u0442\u0456\u043b\u0435\u0443 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u0441\u0430\u043d\u044b \u0442\u0438\u0456\u0441\u0456\u043d\u0448\u0435 1 289 \u0436\u04d9\u043d\u0435 256 241-\u0433\u0435 \u0442\u0435\u04a3.<\/li>\n<li class=\"ds-markdown-paragraph\"><strong>WHU-Hi-\u0425\u043e\u043d\u0433\u0445\u0443<\/strong>940 \u00d7 475 \u043f\u0438\u043a\u0441\u0435\u043b\u044c \u0436\u04d9\u043d\u0435 270 \u0436\u043e\u043b\u0430\u049b\u043f\u0435\u043d \u0431\u04b1\u043b \u0436\u043e\u0493\u0430\u0440\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430\u0493\u044b (0,043 \u043c\u0435\u0442\u0440) \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u043c\u0430\u049b\u0442\u0430, \u0440\u0430\u043f\u0441 \u0436\u04d9\u043d\u0435 \u0441\u0430\u0440\u044b\u043c\u0441\u0430\u049b \u0431\u04af\u0440\u0448\u0456\u043a\u0442\u0435\u0440\u0456 \u0441\u0438\u044f\u049b\u0442\u044b 22 \u0441\u044b\u043d\u044b\u043f\u0442\u044b \u049b\u0430\u043c\u0442\u0438\u0434\u044b. 0,043 \u043c \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430 \u0436\u0435\u043a\u0435 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440 \u043c\u0435\u043d \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0436\u0430\u0440\u044b\u049b\u0442\u0430\u0440\u044b \u043a\u04e9\u0440\u0456\u043d\u0435\u0434\u0456, \u0431\u04b1\u043b \u043e\u043d\u044b \u04b1\u0441\u0430\u049b \u0441\u044b\u043d\u044b\u043f\u0442\u0430\u0443\u0493\u0430 \u04e9\u0442\u0435 \u049b\u043e\u043b\u0430\u0439\u043b\u044b \u0435\u0442\u0435\u0434\u0456. \u041e\u043d\u0434\u0430 1 925 \u043e\u049b\u044b\u0442\u0443 \u04af\u043b\u0433\u0456\u0441\u0456 \u0436\u04d9\u043d\u0435 384 678 \u0442\u0435\u0441\u0442\u0456\u043b\u0435\u0443 \u04af\u043b\u0433\u0456\u0441\u0456 \u0431\u0430\u0440.<\/li>\n<\/ol>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11554\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/cmtnet-redefines-precision-agriculture-by-outperforming-traditional-crop-classification\/comparison-of-high-resolution-remote-sensing-datasets\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?fit=2196%2C1548&amp;ssl=1\" data-orig-size=\"2196,1548\" 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=\"Comparison of High-Resolution Remote Sensing Datasets\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?fit=1024%2C722&amp;ssl=1\" class=\"alignnone size-full wp-image-11554\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?resize=810%2C571&#038;ssl=1\" alt=\"\u0416\u043e\u0493\u0430\u0440\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430\u0493\u044b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u043d \u0437\u043e\u043d\u0434\u0442\u0430\u0443 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u049b\u0442\u0430\u0440\u044b\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0443\" width=\"810\" height=\"571\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?w=2196&amp;ssl=1 2196w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?resize=300%2C211&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?resize=1024%2C722&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?resize=768%2C541&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?resize=1536%2C1083&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?resize=2048%2C1444&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Comparison-of-High-Resolution-Remote-Sensing-Datasets.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u041c\u043e\u0434\u0435\u043b\u044c PyTorch \u049b\u043e\u043b\u0434\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, NVIDIA TITAN Xp GPU-\u043b\u0430\u0440\u044b\u043d\u0434\u0430 0,001 \u04af\u0439\u0440\u0435\u043d\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b \u0436\u04d9\u043d\u0435 100 \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0442\u043e\u043f \u043a\u04e9\u043b\u0435\u043c\u0456\u043c\u0435\u043d \u043e\u049b\u044b\u0442\u044b\u043b\u0434\u044b. \u04ae\u0439\u0440\u0435\u043d\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u043e\u049b\u044b\u0442\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0456\u043d \u049b\u0430\u043d\u0448\u0430\u043b\u044b\u049b\u0442\u044b \u04e9\u0437\u0433\u0435\u0440\u0442\u0435\u0442\u0456\u043d\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0439\u0434\u044b: \u0442\u044b\u043c \u0436\u043e\u0493\u0430\u0440\u044b \u0431\u043e\u043b\u0441\u0430, \u043e\u043b \u043e\u04a3\u0442\u0430\u0439\u043b\u044b \u043c\u04d9\u043d\u0434\u0435\u0440\u0434\u0435\u043d \u0430\u0441\u044b\u043f \u043a\u0435\u0442\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d; \u0442\u044b\u043c \u0442\u04e9\u043c\u0435\u043d \u0431\u043e\u043b\u0441\u0430, \u043e\u049b\u044b\u0442\u0443 \u0431\u0430\u044f\u0443\u043b\u0430\u0439\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u04d8\u0440\u0431\u0456\u0440 \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435 \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0443 \u04af\u0448\u0456\u043d \u043e\u043d \u0440\u0435\u0442 \u049b\u0430\u0439\u0442\u0430\u043b\u0430\u043d\u0434\u044b, \u0430\u043b \u043a\u0456\u0440\u0456\u0441 \u043f\u0430\u0442\u0447\u0442\u0430\u0440\u044b \u2014 \u0442\u043e\u043b\u044b\u049b \u0441\u0443\u0440\u0435\u0442\u0442\u0456\u04a3 \u0448\u0430\u0493\u044b\u043d \u0431\u04e9\u043b\u0456\u043a\u0442\u0435\u0440\u0456 \u2014 \u0442\u043e\u0440 \u0456\u0437\u0434\u0435\u0443 \u04d9\u0434\u0456\u0441\u0456 \u0430\u0440\u049b\u044b\u043b\u044b 13 \u00d7 13 \u043f\u0438\u043a\u0441\u0435\u043b\u044c\u0433\u0435 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0434\u044b, \u0431\u04b1\u043b \u04d9\u0434\u0456\u0441 \u0435\u04a3 \u0442\u0438\u0456\u043c\u0434\u0456 \u043f\u0430\u0442\u0447 \u04e9\u043b\u0448\u0435\u043c\u0456\u043d \u0442\u0430\u0431\u0443 \u04af\u0448\u0456\u043d \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0434\u0456 \u0441\u044b\u043d\u0430\u049b\u0442\u0430\u043d \u04e9\u0442\u043a\u0456\u0437\u0435\u0434\u0456.<\/p>\n<h2>CMTNet \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0435 \u0435\u04a3 \u043e\u0437\u044b\u049b \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0435\u0434\u0456<\/h2>\n<p class=\"ds-markdown-paragraph\">CMTNet \u0431\u0430\u0440\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u043d\u04d9\u0442\u0438\u0436\u0435 \u043a\u04e9\u0440\u0441\u0435\u0442\u0456\u043f, \u0436\u0430\u043b\u043f\u044b \u0434\u04d9\u043b\u0434\u0456\u043a (OA) \u043f\u0435\u043d \u0441\u044b\u043d\u044b\u043f\u0442\u044b\u049b \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u0441\u0442\u0430\u0493\u044b \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0434\u0435\u043d \u043e\u0437\u044b\u043f \u0442\u04af\u0441\u0442\u0456. OA \u0431\u0430\u0440\u043b\u044b\u049b \u0441\u044b\u043d\u044b\u043f\u0442\u0430\u0440 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0434\u04b1\u0440\u044b\u0441 \u0436\u0456\u043a\u0442\u0435\u043b\u0433\u0435\u043d \u043f\u0438\u043a\u0441\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456\u04a3 \u043f\u0430\u0439\u044b\u0437\u0434\u044b\u049b \u04af\u043b\u0435\u0441\u0456\u043d \u04e9\u043b\u0448\u0435\u0441\u0435, \u043e\u0440\u0442\u0430\u0448\u0430 \u0434\u04d9\u043b\u0434\u0456\u043a (AA) \u04d9\u0440 \u0441\u044b\u043d\u044b\u043f \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u043e\u0440\u0442\u0430\u0448\u0430 \u0434\u04d9\u043b\u0434\u0456\u043a\u0442\u0456 \u0435\u0441\u0435\u043f\u0442\u0435\u043f, \u0442\u0435\u04a3\u0433\u0435\u0440\u0456\u043c\u0441\u0456\u0437\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0435\u0441\u043a\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">WHU-Hi-LongKou \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430 CMTNet 99.58% \u0436\u0430\u043b\u043f\u044b \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 (OA) \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0456\u043f, CTMixer-\u0434\u0435\u043d 0.19%-\u0493\u0430 \u043e\u0437\u044b\u043f \u0442\u04af\u0441\u0442\u0456. \u041e\u049b\u044b\u0442\u0443 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0456 \u049b\u0438\u044b\u043d \u0441\u044b\u043d\u044b\u043f\u0442\u0430\u0440\u0434\u0430, \u043c\u044b\u0441\u0430\u043b\u044b \u043c\u0430\u049b\u0442\u0430 (41 \u04af\u043b\u0433\u0456), CMTNet \u04d9\u043b\u0456 \u0434\u0435 99.53% \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u0436\u0435\u0442\u0442\u0456. \u04b0\u049b\u0441\u0430\u0441 \u0442\u04af\u0440\u0434\u0435, WHU-Hi-HanChuan \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430 \u049b\u0430\u0440\u0431\u044b\u0437 (22 \u04af\u043b\u0433\u0456) \u04af\u0448\u0456\u043d \u0434\u04d9\u043b\u0434\u0456\u043a\u0442\u0456 82.42%-\u0434\u0435\u043d 96.11%-\u0433\u0435 \u0434\u0435\u0439\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u044b\u043f, \u0442\u0438\u0456\u043c\u0434\u0456 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0442\u0435\u04a3\u0433\u0435\u0440\u0456\u043c\u0441\u0456\u0437 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u043c\u0435\u043d \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439 \u0430\u043b\u0430\u0442\u044b\u043d \u049b\u0430\u0431\u0456\u043b\u0435\u0442\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0421\u044b\u043d\u044b\u043f\u0442\u0430\u0443 \u043a\u0430\u0440\u0442\u0430\u043b\u0430\u0440\u044b\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u0434\u044b \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0443 3D-CNN \u0436\u04d9\u043d\u0435 Vision Transformer (ViT) \u0441\u0438\u044f\u049b\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0493\u0430\u043d\u0434\u0430 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u043b\u0433\u0435\u043d \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u0434\u044b\u04a3 \u0430\u0437\u0430\u0439\u0493\u0430\u043d\u044b\u043d \u0436\u04d9\u043d\u0435 \u04e9\u0440\u0456\u0441\u0442\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u0434\u044b\u04a3 \u0431\u0456\u0440\u049b\u0430\u043b\u044b\u043f\u0442\u044b\u0440\u0430\u049b \u0435\u043a\u0435\u043d\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. \u041c\u044b\u0441\u0430\u043b\u044b, \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u0433\u0435 \u0431\u0435\u0439\u0456\u043c WHU-Hi-HanChuan \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430 CMTNet \u0442\u04e9\u043c\u0435\u043d \u043a\u04af\u043d \u0431\u04b1\u0440\u044b\u0448\u0442\u0430\u0440\u044b\u043d\u0430\u043d \u0442\u0443\u044b\u043d\u0434\u0430\u0439\u0442\u044b\u043d \u049b\u0430\u0442\u0435\u043b\u0435\u0440\u0434\u0456 \u0430\u0437\u0430\u0439\u0442\u0441\u0430, ResNet \u0441\u043e\u044f \u0431\u04b1\u0440\u0448\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u0441\u04b1\u0440 \u0448\u0430\u0442\u044b\u0440\u043b\u0430\u0440 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u049b\u0430\u0442\u0435 \u0436\u0456\u043a\u0442\u0435\u0434\u0456.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11555\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/cmtnet-redefines-precision-agriculture-by-outperforming-traditional-crop-classification\/performance-of-cmtnet-on-various-datasets\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?fit=3204%2C2112&amp;ssl=1\" data-orig-size=\"3204,2112\" 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=\"Performance of CMTNet on Various Datasets\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?fit=1024%2C675&amp;ssl=1\" class=\"alignnone size-full wp-image-11555\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?resize=810%2C534&#038;ssl=1\" alt=\"\u04d8\u0440\u0442\u04af\u0440\u043b\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 CMTNet-\u0442\u0456\u04a3 \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440\u0456\" width=\"810\" height=\"534\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?w=3204&amp;ssl=1 3204w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?resize=300%2C198&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?resize=1024%2C675&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?resize=768%2C506&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?resize=1536%2C1012&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?resize=2048%2C1350&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?w=1620&amp;ssl=1 1620w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/05\/Performance-of-CMTNet-on-Various-Datasets.png?w=2430&amp;ssl=1 2430w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p class=\"ds-markdown-paragraph\">\u041a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0435\u0440 \u0435\u0440\u0435\u043a\u0448\u0435 \u049b\u0438\u044b\u043d\u0434\u044b\u049b \u0442\u0443\u0434\u044b\u0440\u0430\u0434\u044b, \u0441\u0435\u0431\u0435\u0431\u0456 \u043e\u043b\u0430\u0440 \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0435\u0434\u0456 \u2014 \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u0434\u0435\u0433\u0456 \u0441\u043e\u044f \u04e9\u0441\u0456\u043c\u0434\u0456\u0433\u0456 \u0436\u0430\u049b\u044b\u043d \u0438\u043d\u0444\u0440\u0430\u049b\u044b\u0437\u044b\u043b \u0441\u04d9\u0443\u043b\u0435\u043d\u0456 \u0430\u0437 \u0448\u0430\u0493\u044b\u043b\u044b\u0441\u0442\u044b\u0440\u044b\u043f, \u04e9\u0441\u0456\u043c\u0434\u0456\u043a \u0435\u043c\u0435\u0441 \u0437\u0430\u0442\u049b\u0430 \u04b1\u049b\u0441\u0430\u0439\u0434\u044b. \u0416\u0430\u043b\u043f\u044b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, CMTNet \u0431\u04b1\u043b \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0456 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u04af\u043b\u043a\u0435\u043d \u0441\u043e\u044f \u0430\u043b\u049b\u0430\u0431\u044b\u043d\u044b\u04a3 \u0431\u0456\u0440 \u0431\u04e9\u043b\u0456\u0433\u0456 \u0435\u043a\u0435\u043d\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u043f, \u049b\u0430\u0442\u0435\u043b\u0435\u0440\u0434\u0456 \u0430\u0437\u0430\u0439\u0442\u0442\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">WHU-Hi-HongHu \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u044c\u0434\u044b \u04b1\u049b\u0441\u0430\u0441 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b, \u043c\u044b\u0441\u0430\u043b\u044b \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 Brassica \u0441\u043e\u0440\u0442\u0442\u0430\u0440\u044b\u043d \u0430\u0436\u044b\u0440\u0430\u0442\u0443\u0434\u0430 \u0436\u043e\u0493\u0430\u0440\u044b \u043d\u04d9\u0442\u0438\u0436\u0435 \u043a\u04e9\u0440\u0441\u0435\u0442\u0456\u043f, 96,541 TP3T \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d\u0435 \u0436\u0435\u0442\u0442\u0456.\u00a0<em>\u0411\u0440\u0430\u0441\u0441\u0438\u043a\u0430 \u043f\u0430\u0440\u0430\u0445\u0438\u043d\u0435\u0437\u0438\u0441<\/em>.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u0431\u043b\u0430\u0446\u0438\u044f \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u043b\u0435\u0440\u0456 \u2014 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0442\u0435\u0440\u0434\u0456 \u0430\u043b\u044b\u043f \u0442\u0430\u0441\u0442\u0430\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u04d9\u0441\u0435\u0440\u0456\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u0439\u0442\u044b\u043d \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0442\u0435\u0440 \u2014 \u04d9\u0440\u0431\u0456\u0440 \u043c\u043e\u0434\u0443\u043b\u044c\u0434\u0456\u04a3 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b\u043b\u044b\u0493\u044b\u043d \u0440\u0430\u0441\u0442\u0430\u0434\u044b. \u0422\u0435\u043a \u043a\u04e9\u043f\u0448\u044b\u0493\u044b\u0441 \u0448\u0435\u043a\u0442\u0435\u0443 \u043c\u043e\u0434\u0443\u043b\u0456\u043d \u049b\u043e\u0441\u0443 WHU-Hi-HongHu \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430\u0493\u044b \u0436\u0430\u043b\u043f\u044b \u0434\u04d9\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0456 (OA) 1,521 TP3T-\u0493\u0430 \u0430\u0440\u0442\u0442\u044b\u0440\u0434\u044b, \u0431\u04b1\u043b \u043e\u043d\u044b\u04a3 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0434\u0456 \u0436\u0435\u0442\u0456\u043b\u0434\u0456\u0440\u0443\u0434\u0435\u0433\u0456 \u0440\u04e9\u043b\u0456\u043d \u0430\u0439\u049b\u044b\u043d\u0434\u0430\u0439\u0434\u044b. \u0411\u04b1\u043b \u043c\u043e\u0434\u0443\u043b\u044c \u0431\u043e\u043b\u043c\u0430\u0441\u0430, \u0436\u0435\u0440\u0433\u0456\u043b\u0456\u043a\u0442\u0456 \u0436\u04d9\u043d\u0435 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440 \u0440\u0435\u0442\u0441\u0456\u0437 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0456\u043b\u0456\u043f, \u0442\u04b1\u0440\u0430\u049b\u0441\u044b\u0437 \u0436\u0456\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0433\u0435 \u04d9\u043a\u0435\u043b\u0435\u0434\u0456.<\/p>\n<h2>\u0415\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0456\u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0442\u0435\u0440 \u043c\u0435\u043d \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u043a\u0435\u0440\u0442\u0443\u043b\u0435\u0440<\/h2>\n<p class=\"ds-markdown-paragraph\">CMTNet-\u0442\u0456\u04a3 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456 \u0442\u0435\u04a3\u0434\u0435\u0441\u0441\u0456\u0437 \u0431\u043e\u043b\u0441\u0430 \u0434\u0430, \u043e\u043d\u044b\u04a3 \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u0448\u044b\u0493\u044b\u043d\u044b \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0433\u0435 \u049b\u0430\u0440\u0430\u0493\u0430\u043d\u0434\u0430 \u0436\u043e\u0493\u0430\u0440\u044b. WHU-Hi-HongHu \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 \u043e\u049b\u044b\u0442\u0443 1 885 \u0441\u0435\u043a\u0443\u043d\u0434\u049b\u0430 \u0441\u043e\u0437\u044b\u043b\u0434\u044b, \u0430\u043b Random Forest (RF) \u043c\u0430\u0448\u0438\u043d\u0430\u043c\u0435\u043d \u043e\u049b\u044b\u0442\u0443 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0456 \u043e\u049b\u044b\u0442\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u0448\u0435\u0448\u0456\u043c \u0430\u0493\u0430\u0448\u0442\u0430\u0440\u044b\u043d \u049b\u04b1\u0440\u0430\u0442\u044b\u043d\u0434\u044b\u049b\u0442\u0430\u043d, \u043e\u0493\u0430\u043d 74 \u0441\u0435\u043a\u0443\u043d\u0434 \u043a\u0435\u0442\u0442\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0410\u043b\u0430\u0439\u0434\u0430 \u0434\u04d9\u043b\u0434\u0456\u043a \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u0431\u04b1\u043b \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a-\u0448\u044b\u0493\u044b\u043d \u049b\u0430\u0442\u044b\u043d\u0430\u0441\u044b \u0430\u049b\u0442\u0430\u043b\u0493\u0430\u043d, \u0441\u0435\u0431\u0435\u0431\u0456 \u0434\u04d9\u043b\u0434\u0456\u043a \u04e9\u043d\u0456\u043c \u0431\u043e\u043b\u0436\u0430\u043c\u0434\u0430\u0440\u044b \u043c\u0435\u043d \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u0431\u04e9\u043b\u0443\u0433\u0435 \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u04d9\u0441\u0435\u0440 \u0435\u0442\u0435\u0434\u0456. \u041c\u044b\u0441\u0430\u043b\u044b, \u0430\u0443\u0440\u0443\u0493\u0430 \u0448\u0430\u043b\u0434\u044b\u049b\u049b\u0430\u043d \u0434\u0430\u049b\u044b\u043b\u0434\u044b \u0441\u0430\u0443 \u0434\u0435\u043f \u049b\u0430\u0442\u0435 \u0436\u0456\u043a\u0442\u0435\u0443 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0441\u044b\u0437 \u0437\u0438\u044f\u043d\u043a\u0435\u0441\u0442\u0435\u0440\u0434\u0456\u04a3 \u04e9\u0440\u0448\u0443\u0456\u043d\u0435 \u04d9\u043a\u0435\u043b\u0456\u043f, \u0431\u04af\u043a\u0456\u043b \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u0434\u044b \u0436\u043e\u0439\u044b\u043f \u0436\u0456\u0431\u0435\u0440\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u041d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442\u0442\u0430\u0493\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0431\u0430\u043b\u0430\u0440 \u04af\u0448\u0456\u043d \u0431\u043e\u043b\u0430\u0448\u0430\u049b \u0436\u04b1\u043c\u044b\u0441\u0442\u0430\u0440\u0434\u0430 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0435\u043d \u049b\u04b1\u0440\u0431\u0430\u043d\u0434\u044b\u049b\u049b\u0430 \u0431\u0430\u0440\u043c\u0430\u0439 \u043e\u0440\u044b\u043d\u0434\u0430\u0443 \u0443\u0430\u049b\u044b\u0442\u044b\u043d \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u0443 \u043c\u0430\u049b\u0441\u0430\u0442\u044b\u043d\u0434\u0430 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0441\u044b\u0493\u0443 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0456\u043d, \u043c\u044b\u0441\u0430\u043b\u044b \u0430\u0440\u0442\u044b\u049b \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u0430\u0440\u0434\u044b \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u0443 \u043d\u0435\u043c\u0435\u0441\u0435 \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u0440\u0434\u044b \u043a\u0432\u0430\u043d\u0442\u0442\u0430\u0443 (\u0441\u0430\u043d\u0434\u044b\u049b \u0434\u04d9\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0442\u0443) \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0433\u0435 \u0431\u043e\u043b\u0430\u0434\u044b. \u041d\u0435\u0439\u0440\u043e\u043d\u0434\u0430\u0440\u0434\u044b \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u0443 \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u0434\u0435\u043d \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0435\u043c\u0435\u0441 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u0430\u0440\u0434\u044b \u0430\u043b\u044b\u043f \u0442\u0430\u0441\u0442\u0430\u0439\u0434\u044b, \u0431\u04b1\u043b \u0430\u0493\u0430\u0448\u0442\u044b\u04a3 \u043f\u0456\u0448\u0456\u043d\u0456\u043d \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443 \u04af\u0448\u0456\u043d \u0431\u04b1\u0442\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u043a\u0435\u0441\u0443\u0433\u0435 \u04b1\u049b\u0441\u0430\u0439\u0434\u044b, \u0430\u043b \u043a\u0432\u0430\u043d\u0442\u0442\u0430\u0443 \u0441\u0430\u043d\u0434\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u0434\u0456 \u0436\u0435\u04a3\u0456\u043b\u0434\u0435\u0442\u0456\u043f, \u04e9\u04a3\u0434\u0435\u0443\u0434\u0456 \u0436\u0435\u0434\u0435\u043b\u0434\u0435\u0442\u0435\u0434\u0456.<\/p>\n<h2>CMTNet-\u043f\u0435\u043d \u0433\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u0434\u044b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0456\u04a3 \u0431\u043e\u043b\u0430\u0448\u0430\u0493\u044b<\/h2>\n<p class=\"ds-markdown-paragraph\">\u041e\u043d\u044b\u04a3 \u0442\u0430\u0431\u044b\u0441\u0442\u044b\u043b\u044b\u0493\u044b\u043d\u0430 \u049b\u0430\u0440\u0430\u043c\u0430\u0441\u0442\u0430\u043d, CMTNet \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0433\u0435 \u0442\u0430\u043f \u0431\u043e\u043b\u0430\u0434\u044b. WHU-Hi-HanChuan \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430 (\u0436\u0430\u0440\u044b\u049b\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d LongKou-\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0493\u0430\u043d\u0434\u0430 97,29% OA) \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435 \u043a\u04e9\u043f \u0442\u04af\u0441\u043a\u0435\u043d \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u0434\u0430 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u0441\u04d9\u043b \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0439\u0434\u0456. \u041a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0435\u0440 \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0456 \u043a\u04af\u0440\u0434\u0435\u043b\u0435\u043d\u0434\u0456\u0440\u0435\u0434\u0456, \u0441\u0435\u0431\u0435\u0431\u0456 \u043e\u043b\u0430\u0440 \u0448\u0430\u0493\u044b\u043b\u044b\u0441\u049b\u0430\u043d \u0436\u0430\u0440\u044b\u049b \u0438\u043d\u0442\u0435\u043d\u0441\u0438\u0432\u0442\u0456\u043b\u0456\u0433\u0456\u043d \u0430\u0437\u0430\u0439\u0442\u044b\u043f, \u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u043f\u0440\u043e\u0444\u0438\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u04e9\u0442\u0435 \u0430\u0437 \u043e\u049b\u044b\u0442\u0443 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456 \u0431\u0430\u0440 \u043a\u043b\u0430\u0441\u0442\u0430\u0440, \u043c\u044b\u0441\u0430\u043b\u044b \u0442\u0430\u0440 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u044b \u0441\u043e\u044f (20 \u04af\u043b\u0433\u0456), \u043c\u043e\u043b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u0431\u0430\u0440 \u043a\u043b\u0430\u0441\u0442\u0430\u0440\u0434\u0430\u043d \u0430\u0440\u0442\u0442\u0430 \u049b\u0430\u043b\u0430\u0434\u044b. \u0428\u0430\u0493\u044b\u043d \u04af\u043b\u0433\u0456\u043b\u0435\u0440 \u0441\u0430\u043d\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0441\u0430\u043f\u0430\u0441\u044b\u043d\u0430 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u0436\u0430\u043f\u044b\u0440\u0430\u049b \u043f\u0456\u0448\u0456\u043d\u0456\u043d\u0434\u0435\u0433\u0456 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0456\u0441\u0442\u0435\u0440\u0434\u0456 \u04af\u0439\u0440\u0435\u043d\u0443 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u0433\u0456\u043d \u0448\u0435\u043a\u0442\u0435\u0439\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u043e\u043b\u0430\u0448\u0430\u049b \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u043b\u0435\u0440 \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0435\u0440 \u043c\u0435\u043d \u0436\u0430\u0431\u044b\u043b\u0443\u043b\u0430\u0440\u0493\u0430 \u0442\u04e9\u0437\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d LiDAR \u0431\u0438\u0456\u043a\u0442\u0456\u043a \u043a\u0430\u0440\u0442\u0430\u043b\u0430\u0440\u044b \u043d\u0435\u043c\u0435\u0441\u0435 \u0436\u044b\u043b\u0443 \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u043a\u04e9\u043f\u043c\u043e\u0434\u0430\u043b\u044c\u0434\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435 \u0430\u043b\u0430\u0434\u044b. LiDAR (Light Detection and Ranging) \u043b\u0430\u0437\u0435\u0440\u043b\u0456\u043a \u0438\u043c\u043f\u0443\u043b\u044c\u0441\u0442\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043f 3D \u0440\u0435\u043b\u044c\u0435\u0444 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u0436\u0430\u0441\u0430\u0439\u0434\u044b, \u0431\u04b1\u043b \u0431\u0438\u0456\u043a\u0442\u0456\u043a \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u044b\u043d \u0442\u0430\u043b\u0434\u0430\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0435\u0440\u0434\u0435\u043d \u0430\u0436\u044b\u0440\u0430\u0442\u0443\u0493\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u0442\u0435\u0440\u043c\u0430\u043b\u0434\u044b \u0431\u0435\u0439\u043d\u0435\u043b\u0435\u0443 \u0436\u044b\u043b\u0443 \u0456\u0437\u0434\u0435\u0440\u0456\u043d \u0442\u0456\u0440\u043a\u0435\u043f, \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b \u0442\u0443\u0440\u0430\u043b\u044b \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440 \u0431\u0435\u0440\u0435\u0434\u0456 \u2014 \u0441\u0442\u0440\u0435\u0441\u0441\u043a\u0435 \u04b1\u0448\u044b\u0440\u0430\u0493\u0430\u043d \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440 \u0442\u0440\u0430\u043d\u0441\u043f\u0438\u0440\u0430\u0446\u0438\u044f\u043d\u044b\u04a3 \u0430\u0437\u0430\u044e\u044b\u043d\u0430 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043b\u0456 \u049b\u0430\u0431\u0430\u0442 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430\u0441\u044b \u0436\u0438\u0456 \u0436\u043e\u0493\u0430\u0440\u044b \u0431\u043e\u043b\u0430\u0434\u044b. \u0416\u0430\u043f\u043f\u0430\u0439 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0441\u044b\u0437 (\u043c\u044b\u0441\u0430\u043b\u044b, \u049b\u043e\u043b\u043c\u0435\u043d \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0431\u0430\u0493\u0430\u043d \u04b1\u0448\u049b\u044b\u0448\u0441\u044b\u0437 \u04b1\u0448\u0443 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0456) \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0442\u044b\u043d \u0436\u0430\u0440\u0442\u044b\u043b\u0430\u0439 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0441\u044b\u0437 \u043e\u049b\u044b\u0442\u0443 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0456 \u0441\u0438\u0440\u0435\u043a \u043a\u0435\u0437\u0434\u0435\u0441\u0435\u0442\u0456\u043d \u0434\u0430\u049b\u044b\u043b \u0442\u04af\u0440\u043b\u0435\u0440\u0456 \u04af\u0448\u0456\u043d \u0434\u0435 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p class=\"ds-markdown-paragraph\">\u04ae\u0439\u043b\u0435\u0441\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u0440\u0435\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u0441\u044b\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u2014 \u0431\u0456\u0440\u0434\u0435\u0439 \u0441\u0443\u0440\u0435\u0442\u0442\u0456\u04a3 \u0441\u04d9\u043b \u04e9\u0437\u0433\u0435\u0440\u0442\u0456\u043b\u0433\u0435\u043d \u043d\u04b1\u0441\u049b\u0430\u043b\u0430\u0440\u044b\u043d\u0434\u0430 \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0431\u043e\u043b\u0436\u0430\u043c\u0434\u0430\u0440 \u0436\u0430\u0441\u0430\u0443\u0493\u0430 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043e\u049b\u044b\u0442\u0443 \u2014 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u0436\u0430\u043b\u043f\u044b\u043b\u0430\u0443 \u049b\u0430\u0431\u0456\u043b\u0435\u0442\u0456\u043d \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443 \u04af\u0448\u0456\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0431\u0435\u0433\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0421\u043e\u04a3\u044b\u043d\u0434\u0430, CMTNet-\u0442\u0456 GPU-\u043c\u0435\u043d \u0436\u0430\u0431\u0434\u044b\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0434\u0440\u043e\u043d\u0434\u0430\u0440 \u0441\u0438\u044f\u049b\u0442\u044b \u0448\u0435\u0442\u043a\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440\u0493\u0430 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u0448\u0430\u043b\u0493\u0430\u0439 \u0434\u0430\u043b\u0430\u043b\u0430\u0440\u0434\u0430 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442\u0442\u0430\u0493\u044b \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0436\u04af\u0440\u0433\u0456\u0437\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0428\u0435\u0442\u043a\u0456 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u0433\u0435 \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0437\u0430\u0439\u0442\u044b\u043f, \u043a\u0435\u0448\u0456\u0433\u0443\u0434\u0456 \u0436\u04d9\u043d\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0456\u0431\u0435\u0440\u0443 \u0448\u044b\u0493\u044b\u043d\u0434\u0430\u0440\u044b\u043d \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0434\u0430\u0439\u0434\u044b. \u0410\u043b\u0430\u0439\u0434\u0430 \u0431\u04b1\u043b \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0456 \u0436\u0430\u0434 \u043f\u0435\u043d \u04e9\u04a3\u0434\u0435\u0443 \u049b\u0443\u0430\u0442\u044b \u04af\u0448\u0456\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443\u0434\u044b \u049b\u0430\u0436\u0435\u0442 \u0435\u0442\u0435\u0434\u0456, \u043c\u044b\u0441\u0430\u043b\u044b MobileNet \u0441\u0438\u044f\u049b\u0442\u044b \u0436\u0435\u04a3\u0456\u043b \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043b\u0430\u0440 \u043d\u0435\u043c\u0435\u0441\u0435 \u0431\u0456\u043b\u0456\u043c\u0434\u0456 \u0434\u0438\u0441\u0442\u0438\u043b\u043b\u044f\u0446\u0438\u044f\u043b\u0430\u0443 \u04d9\u0434\u0456\u0441\u0456 \u0430\u0440\u049b\u044b\u043b\u044b, \u043e\u043d\u0434\u0430 \u043a\u0456\u0448\u0456 \u201c\u043e\u049b\u0443\u0448\u044b\u201d \u043c\u043e\u0434\u0435\u043b\u044c \u04af\u043b\u043a\u0435\u043d \u201c\u043c\u04b1\u0493\u0430\u043b\u0456\u043c\u201d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0435\u043b\u0456\u043a\u0442\u0435\u0439\u0434\u0456.<\/p>\n<h2>\u049a\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b<\/h2>\n<p class=\"ds-markdown-paragraph\">CMTNet \u0433\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u0434\u044b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0435 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0456\u043b\u0433\u0435\u0440\u0456\u043b\u0435\u0443\u0434\u0456 \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456. CNN-\u0434\u0435\u0440 \u043c\u0435\u043d Transformer-\u043b\u0435\u0440\u0434\u0456 \u04af\u0439\u043b\u0435\u0441\u0442\u0456\u0440\u0435 \u043e\u0442\u044b\u0440\u044b\u043f, \u043e\u043b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0448\u044b\u0493\u0430\u0440\u0443 \u043c\u0435\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0434\u0435\u0433\u0456 \u04b1\u0437\u0430\u049b \u0443\u0430\u049b\u044b\u0442\u0442\u0430\u043d \u0431\u0435\u0440\u0456 \u0448\u0435\u0448\u0456\u043b\u043c\u0435\u0439 \u043a\u0435\u043b\u0435 \u0436\u0430\u0442\u049b\u0430\u043d \u043c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440\u0434\u0456 \u0448\u0435\u0448\u0435\u0434\u0456 \u0436\u04d9\u043d\u0435 \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440 \u043c\u0435\u043d \u0430\u0433\u0440\u043e\u043d\u043e\u043c\u0434\u0430\u0440\u0493\u0430 \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04af\u0448\u0456\u043d \u049b\u0443\u0430\u0442\u0442\u044b \u049b\u04b1\u0440\u0430\u043b \u04b1\u0441\u044b\u043d\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u049a\u043e\u043b\u0434\u0430\u043d\u0443 \u0441\u0430\u043b\u0430\u0441\u044b \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442\u0442\u0430\u0493\u044b \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430\u043d \u0431\u0430\u0441\u0442\u0430\u043f \u0441\u0443\u0430\u0440\u0443 \u043a\u0435\u0441\u0442\u0435\u0441\u0456\u043d \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u0441\u043e\u0437\u044b\u043b\u0430\u0434\u044b, \u0431\u04b1\u043b \u043a\u043b\u0438\u043c\u0430\u0442\u0442\u044b\u04a3 \u04e9\u0437\u0433\u0435\u0440\u0443\u0456 \u043c\u0435\u043d \u0445\u0430\u043b\u044b\u049b \u0441\u0430\u043d\u044b\u043d\u044b\u04a3 \u04e9\u0441\u0443\u0456 \u0436\u0430\u0493\u0434\u0430\u0439\u044b\u043d\u0434\u0430 \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04af\u0448\u0456\u043d \u0430\u0441\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b. \u0411\u041f\u041b\u0410 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b \u049b\u043e\u043b\u0436\u0435\u0442\u0456\u043c\u0434\u0456\u0440\u0435\u043a \u0431\u043e\u043b\u0493\u0430\u043d \u0441\u0430\u0439\u044b\u043d CMTNet \u0441\u0438\u044f\u049b\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u0436\u0430\u04bb\u0430\u043d\u0434\u044b\u049b \u0430\u0437\u044b\u049b-\u0442\u04af\u043b\u0456\u043a \u049b\u0430\u0443\u0456\u043f\u0441\u0456\u0437\u0434\u0456\u0433\u0456\u043d\u0434\u0435 \u0448\u0435\u0448\u0443\u0448\u0456 \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0430\u0434\u044b.<\/p>\n<p class=\"ds-markdown-paragraph\">\u0411\u043e\u043b\u0430\u0448\u0430\u049b\u0442\u0430\u0493\u044b \u0436\u0435\u0442\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440, \u043c\u044b\u0441\u0430\u043b\u044b \u0436\u0435\u04a3\u0456\u043b\u0456\u0440\u0435\u043a \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0434\u0430\u0440 \u043c\u0435\u043d \u043a\u04e9\u043f\u043c\u043e\u0434\u0430\u043b\u044c\u0434\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443, \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u043e\u0434\u0430\u043d \u04d9\u0440\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d. \u0422\u04b1\u0440\u0430\u049b\u0442\u044b \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u044f\u043b\u0430\u0440 \u0430\u0440\u049b\u0430\u0441\u044b\u043d\u0434\u0430 CMTNet \u0431\u04af\u043a\u0456\u043b \u04d9\u043b\u0435\u043c\u0434\u0435\u0433\u0456 \u0430\u049b\u044b\u043b\u0434\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u0442\u0456\u0440\u0435\u0433\u0456\u043d\u0435 \u0430\u0439\u043d\u0430\u043b\u044b\u043f, \u0436\u0435\u0440\u0434\u0456 \u0442\u0438\u0456\u043c\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u043c\u0435\u043d \u0442\u0430\u0493\u0430\u043c \u04e9\u043d\u0434\u0456\u0440\u0456\u0441\u0456\u043d\u0456\u04a3 \u0442\u04b1\u0440\u0430\u049b\u0442\u044b\u043b\u044b\u0493\u044b\u043d \u043a\u0435\u043b\u0435\u0448\u0435\u043a \u04b1\u0440\u043f\u0430\u049b\u0442\u0430\u0440 \u04af\u0448\u0456\u043d \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0435 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p><strong>\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437: <\/strong>\u0413\u0443\u043e, \u0421., \u0424\u044d\u043d, \u0427. \u0436\u04d9\u043d\u0435 \u0413\u0443\u043e, \u0424. CMTNet: \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u04b1\u0448\u049b\u044b\u0448\u0441\u044b\u0437 \u04b1\u0448\u0443 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u044b \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435\u0433\u0456 \u0433\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u043b\u0456\u043a \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0436\u0456\u043a\u0442\u0435\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0433\u0438\u0431\u0440\u0438\u0434\u0442\u0456 CNN-\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440 \u0436\u0435\u043b\u0456\u0441\u0456. Sci Rep 15, 12383 (2025). <a href=\"https:\/\/doi.org\/10.1038\/s41598-025-97052-w\" rel=\"nofollow\">https:\/\/doi.org\/10.1038\/s41598-025-97052-w<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u049a\u0430\u0437\u0456\u0440\u0433\u0456 \u0437\u0430\u043c\u0430\u043d\u0493\u044b \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04af\u0448\u0456\u043d \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u0434\u04d9\u043b \u0436\u0456\u043a\u0442\u0435\u0443 \u04e9\u0442\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b, \u0431\u04b1\u043b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b\u043d \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0493\u0430, \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u043e\u043b\u0436\u0430\u0443\u0493\u0430 \u0436\u04d9\u043d\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u0442\u0438\u0456\u043c\u0434\u0456 \u0431\u04e9\u043b\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d, \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u043a\u04e9\u0431\u0456\u043d\u0435\u0441\u0435...<\/p>","protected":false},"author":210157960,"featured_media":11556,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1377],"tags":[],"class_list":["post-11549","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-crop-monitoring"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>CMTNet Redefines Precision Agriculture By Outperforming Traditional Crop Classification - GeoPard Agriculture<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/kz\/\u0431\u043b\u043e\u0433\/cmtnet-\u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456-\u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3-\u0436\u0456\u043a\u0442\u0435\u043b\u0443\u0456\u043d\u0435\u043d-\u0430\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CMTNet Redefines Precision Agriculture By Outperforming Traditional Crop Classification - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"Accurate crop classification is essential for modern precision agriculture, enabling farmers to monitor crop health, predict yields, and allocate resources efficiently. 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