{"id":11429,"date":"2025-04-02T23:23:55","date_gmt":"2025-04-02T21:23:55","guid":{"rendered":"https:\/\/geopard.tech\/?p=11429"},"modified":"2025-04-02T23:23:55","modified_gmt":"2025-04-02T21:23:55","slug":"%d1%83%d0%bb%d0%be%d0%b3%d0%b0-%d0%b0%d0%bf%d0%bb%d0%b8%d0%ba%d0%b0%d1%86%d0%b8%d1%98%d0%b0-%d0%b7%d0%b0-%d0%b4%d1%83%d0%b1%d0%be%d0%ba%d0%be-%d1%83%d1%87%d0%b5%d1%9a%d0%b5-%d1%80%d0%b0%d1%87%d1%83","status":"publish","type":"post","link":"https:\/\/geopard.tech\/srb\/blog\/role-of-deep-learning-computer-vision-applications-for-early-plant-disease-detection\/","title":{"rendered":"\u0423\u043b\u043e\u0433\u0430 \u0430\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u0458\u0430 \u0437\u0430 \u0434\u0443\u0431\u043e\u043a\u043e \u0443\u0447\u0435\u045a\u0435 \u0438 \u0440\u0430\u0447\u0443\u043d\u0430\u0440\u0441\u043a\u0438 \u0432\u0438\u0434 \u0443 \u0440\u0430\u043d\u043e\u043c \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 \u0431\u0438\u0459\u043d\u0438\u0445 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data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?fit=1524%2C900&amp;ssl=1\" data-orig-size=\"1524,900\" data-comments-opened=\"1\" data-image-title=\"How AI and Computer Vision Detect Crop Diseases\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?fit=1024%2C605&amp;ssl=1\" class=\"alignnone size-full wp-image-11435\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?resize=810%2C478&#038;ssl=1\" alt=\"\u041a\u0430\u043a\u043e \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0430 \u0438 \u043a\u043e\u043c\u043f\u0458\u0443\u0442\u0435\u0440\u0441\u043a\u0438 \u0432\u0438\u0434 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u0458\u0443 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0443\u0441\u0435\u0432\u0430\" width=\"810\" height=\"478\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?w=1524&amp;ssl=1 1524w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?resize=300%2C177&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?resize=1024%2C605&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/How-AI-and-Computer-Vision-Detect-Crop-Diseases.webp?resize=768%2C454&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u0417\u0430\u0442\u0438\u043c, \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u0443\u0431\u043e\u043a\u043e\u0433 \u0443\u0447\u0435\u045a\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0430\u0458\u0443 \u043f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0452\u0435\u043d\u0435 \u043f\u043e\u0434\u0430\u0442\u043a\u0435.\u00a0<strong>\u041a\u043e\u043d\u0432\u043e\u043b\u0443\u0446\u0438\u043e\u043d\u0435 \u043d\u0435\u0443\u0440\u043e\u043d\u0441\u043a\u0435 \u043c\u0440\u0435\u0436\u0435 (\u041a\u041d\u041c)<\/strong>, \u043d\u0430\u0458\u0447\u0435\u0448\u045b\u0438 \u0430\u043b\u0430\u0442\u0438 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438, \u0441\u043a\u0435\u043d\u0438\u0440\u0430\u0458\u0443 \u0441\u043b\u0438\u043a\u0435 \u0441\u043b\u043e\u0458 \u043f\u043e \u0441\u043b\u043e\u0458 \u043a\u0430\u043a\u043e \u0431\u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u043e\u0432\u0430\u043b\u0438 \u043e\u0431\u0440\u0430\u0441\u0446\u0435 \u043f\u043e\u043f\u0443\u0442 \u043d\u0435\u043e\u0431\u0438\u0447\u043d\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u0431\u043e\u0458\u0430.<\/p>\n<p>\u041d\u0430 \u0441\u0443\u0452\u0435\u045a\u0443 \u0438\u0437 2022. \u0433\u043e\u0434\u0438\u043d\u0435,\u00a0<strong>\u0420\u0435\u0441\u041d\u0435\u044250<\/strong>\u2014\u043f\u043e\u043f\u0443\u043b\u0430\u0440\u043d\u0438 CNN \u043c\u043e\u0434\u0435\u043b \u2014 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0458\u0435 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 99.07% \u0443 \u0434\u0438\u0458\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u043e\u0432\u0430\u045a\u0443 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043f\u0430\u0440\u0430\u0434\u0430\u0458\u0437\u0430.<\/p>\n<p>\u0423 \u043c\u0435\u0452\u0443\u0432\u0440\u0435\u043c\u0435\u043d\u0443,\u00a0<strong>\u0412\u0438\u0436\u043d \u0422\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u0441\u0438 (\u0412\u0438\u0422)<\/strong>\u00a0\u043f\u043e\u0434\u0435\u043b\u0438\u043b\u0438 \u0441\u043b\u0438\u043a\u0435 \u043d\u0430 \u0434\u0435\u043b\u043e\u0432\u0435 \u0438 \u043f\u0440\u043e\u0443\u0447\u0438\u043b\u0438 \u045a\u0438\u0445\u043e\u0432\u0435 \u043e\u0434\u043d\u043e\u0441\u0435, \u043e\u043f\u043e\u043d\u0430\u0448\u0430\u0458\u0443\u045b\u0438 \u043d\u0430\u0447\u0438\u043d \u043d\u0430 \u043a\u043e\u0458\u0438 \u0459\u0443\u0434\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0430\u0458\u0443 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442. \u041e\u0432\u0430\u0458 \u043f\u0440\u0438\u0441\u0442\u0443\u043f \u0458\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u043e \u0443 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 \u0432\u0438\u0440\u0443\u0441\u0430 \u0447\u0438\u0448\u045b\u0435\u045a\u0430 \u0436\u0438\u043b\u0430 \u0432\u0438\u043d\u043e\u0432\u0435 \u043b\u043e\u0437\u0435 \u0441\u0430 \u0442\u0430\u0447\u043d\u043e\u0448\u045b\u0443 71% \u0443 \u0441\u0442\u0443\u0434\u0438\u0458\u0438 \u0438\u0437 2020. \u0433\u043e\u0434\u0438\u043d\u0435.<\/p>\n<blockquote><p><em>\u201c\u0411\u0443\u0434\u0443\u045b\u043d\u043e\u0441\u0442 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u043d\u0435 \u043b\u0435\u0436\u0438 \u0443 \u0437\u0430\u043c\u0435\u043d\u0438 \u0459\u0443\u0434\u0438, \u0432\u0435\u045b \u0443 \u045a\u0438\u0445\u043e\u0432\u043e\u043c \u043e\u043f\u0440\u0435\u043c\u0430\u045a\u0443 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0442\u043d\u0438\u043c \u0430\u043b\u0430\u0442\u0438\u043c\u0430.\u201d<\/em><\/p><\/blockquote>\n<h2><strong>\u0423\u043b\u043e\u0433\u0430 \u043d\u0430\u043f\u0440\u0435\u0434\u043d\u0438\u0445 \u0441\u0435\u043d\u0437\u043e\u0440\u0430 \u0443 \u043c\u043e\u0434\u0435\u0440\u043d\u043e\u0458 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438<\/strong><\/h2>\n<p>\u0420\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0438 \u0441\u0435\u043d\u0437\u043e\u0440\u0438 \u043d\u0443\u0434\u0435 \u0458\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u0435 \u043f\u0440\u0435\u0434\u043d\u043e\u0441\u0442\u0438 \u0437\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443.\u00a0<strong>RGB \u043a\u0430\u043c\u0435\u0440\u0435<\/strong>, \u0438\u0430\u043a\u043e \u043f\u0440\u0438\u0441\u0442\u0443\u043f\u0430\u0447\u043d\u0438 \u0438 \u0458\u0435\u0434\u043d\u043e\u0441\u0442\u0430\u0432\u043d\u0438 \u0437\u0430 \u043a\u043e\u0440\u0438\u0448\u045b\u0435\u045a\u0435, \u0438\u043c\u0430\u0458\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0430 \u0431\u043e\u043b\u0435\u0441\u0442\u0438\u043c\u0430 \u0443 \u0440\u0430\u043d\u043e\u0458 \u0444\u0430\u0437\u0438 \u0437\u0431\u043e\u0433 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0445 \u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u043d\u0438\u0445 \u0434\u0435\u0442\u0430\u0459\u0430. \u041d\u0430\u0441\u0443\u043f\u0440\u043e\u0442 \u0442\u043e\u043c\u0435,\u00a0<strong>\u0445\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u043d\u0435 \u043a\u0430\u043c\u0435\u0440\u0435<\/strong>\u00a0\u0441\u043d\u0438\u043c\u0430\u0458\u0443 \u043f\u043e\u0434\u0430\u0442\u043a\u0435 \u043f\u0440\u0435\u043a\u043e \u0441\u0442\u043e\u0442\u0438\u043d\u0430 \u0441\u0432\u0435\u0442\u043b\u043e\u0441\u043d\u0438\u0445 \u0442\u0430\u043b\u0430\u0441\u043d\u0438\u0445 \u0434\u0443\u0436\u0438\u043d\u0430, \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u0458\u0443\u045b\u0438 \u0441\u0438\u0433\u043d\u0430\u043b\u0435 \u0441\u0442\u0440\u0435\u0441\u0430 \u043d\u0435\u0432\u0438\u0434\u0459\u0438\u0432\u0435 \u0433\u043e\u043b\u0438\u043c \u043e\u043a\u043e\u043c.<\/p>\n<p>\u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0441\u0443 2022. \u0433\u043e\u0434\u0438\u043d\u0435 \u043a\u043e\u0440\u0438\u0441\u0442\u0438\u043b\u0438 \u0445\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u043d\u043e \u0441\u043d\u0438\u043c\u0430\u045a\u0435 \u0437\u0430 \u0434\u0438\u0458\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u043e\u0432\u0430\u045a\u0435 \u0440\u0430\u043a\u0430 \u0458\u0430\u0431\u0443\u043a\u0435 \u0432\u0430\u043b\u0441\u0430 \u0441\u0430 \u0442\u0430\u0447\u043d\u043e\u0448\u045b\u0443 \u043e\u0434 98%. \u041c\u0435\u0452\u0443\u0442\u0438\u043c, \u043e\u0432\u0435 \u043a\u0430\u043c\u0435\u0440\u0435 \u043a\u043e\u0448\u0442\u0430\u0458\u0443.\u00a0<span class=\"katex\"><span class=\"katex-mathml\">10.000\u2013<\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"mord\">10<\/span><span class=\"mpunct\">,<\/span><span class=\"mord\">000\u2013<\/span><\/span><\/span><\/span>50.000, \u0448\u0442\u043e \u0438\u0445 \u0447\u0438\u043d\u0438 \u043f\u0440\u0435\u0441\u043a\u0443\u043f\u0438\u043c \u0437\u0430 \u043c\u0430\u043b\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0435.<\/p>\n<p><strong>\u0422\u0435\u0440\u043c\u0430\u043b\u043d\u0435 \u043a\u0430\u043c\u0435\u0440\u0435<\/strong>\u00a0\u043f\u0440\u0443\u0436\u0430\u0458\u0443 \u0434\u0440\u0443\u0433\u0438 \u0443\u0433\u0430\u043e \u043c\u0435\u0440\u0435\u045a\u0430 \u043f\u0440\u043e\u043c\u0435\u043d\u0430 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0435 \u0438\u0437\u0430\u0437\u0432\u0430\u043d\u0438\u0445 \u0438\u043d\u0444\u0435\u043a\u0446\u0438\u0458\u0430\u043c\u0430. \u0421\u0442\u0443\u0434\u0438\u0458\u0430 \u0438\u0437 2019. \u0433\u043e\u0434\u0438\u043d\u0435 \u043e\u0442\u043a\u0440\u0438\u043b\u0430 \u0458\u0435 \u0434\u0430 \u043b\u0438\u0441\u0442\u043e\u0432\u0438 \u0437\u0430\u0440\u0430\u0436\u0435\u043d\u0438 \u0446\u0438\u0442\u0440\u0443\u0441\u043d\u0438\u043c \u0437\u0435\u043b\u0435\u043d\u0438\u043b\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u0443\u0458\u0443 \u0438\u0437\u0440\u0430\u0437\u0438\u0442\u0435 \u043e\u0431\u0440\u0430\u0441\u0446\u0435 \u0442\u043e\u043f\u043b\u043e\u0442\u0435, \u0448\u0442\u043e \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430 \u0440\u0430\u043d\u043e \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0435.<\/p>\n<p>\u0423 \u043c\u0435\u0452\u0443\u0432\u0440\u0435\u043c\u0435\u043d\u0443,\u00a0<strong>\u043c\u0443\u043b\u0442\u0438\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u043d\u0435 \u043a\u0430\u043c\u0435\u0440\u0435<\/strong>\u2014 \u0441\u0440\u0435\u0434\u045a\u0430 \u043e\u043f\u0446\u0438\u0458\u0430 \u2014 \u043f\u0440\u0430\u0442\u0438\u0442\u0435 \u043d\u0438\u0432\u043e\u0435 \u0445\u043b\u043e\u0440\u043e\u0444\u0438\u043b\u0430 \u0434\u0430 \u0431\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0446\u0435\u043d\u0438\u043b\u0438 \u0437\u0434\u0440\u0430\u0432\u0459\u0435 \u0431\u0438\u0459\u0430\u043a\u0430.<\/p>\n<p>\u041e\u0432\u0438 \u0441\u0435\u043d\u0437\u043e\u0440\u0438 \u0441\u0443 \u043c\u0430\u043f\u0438\u0440\u0430\u043b\u0438 \u043f\u0440\u0443\u0433\u0430\u0441\u0442\u0443 \u0440\u0452\u0443 \u043f\u0448\u0435\u043d\u0438\u0446\u0435 2014. \u0433\u043e\u0434\u0438\u043d\u0435, \u043f\u043e\u043c\u0430\u0436\u0443\u045b\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438\u043c\u0430 \u0434\u0430 \u0435\u0444\u0438\u043a\u0430\u0441\u043d\u0438\u0458\u0435 \u0446\u0438\u0459\u0430\u0458\u0443 \u0442\u0440\u0435\u0442\u043c\u0430\u043d\u0435. \u0423\u043f\u0440\u043a\u043e\u0441 \u045a\u0438\u0445\u043e\u0432\u0438\u043c \u043f\u0440\u0435\u0434\u043d\u043e\u0441\u0442\u0438\u043c\u0430, \u0442\u0440\u043e\u0448\u043a\u043e\u0432\u0438 \u0441\u0435\u043d\u0437\u043e\u0440\u0430 \u0438 \u0444\u0430\u043a\u0442\u043e\u0440\u0438 \u043e\u043a\u043e\u043b\u0438\u043d\u0435 \u043f\u043e\u043f\u0443\u0442 \u0432\u0435\u0442\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u0440\u0430\u0432\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0433 \u043e\u0441\u0432\u0435\u0442\u0459\u0435\u045a\u0430 \u043e\u0441\u0442\u0430\u0458\u0443 \u0438\u0437\u0430\u0437\u043e\u0432\u0438.<\/p>\n<h2><strong>\u0408\u0430\u0432\u043d\u0438 \u0441\u043a\u0443\u043f\u043e\u0432\u0438 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430: \u043e\u043a\u043e\u0441\u043d\u0438\u0446\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438<\/strong><\/h2>\n<p>\u041e\u0431\u0443\u043a\u0430 \u043f\u043e\u0443\u0437\u0434\u0430\u043d\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0437\u0430\u0445\u0442\u0435\u0432\u0430 \u043e\u0433\u0440\u043e\u043c\u043d\u0435 \u043a\u043e\u043b\u0438\u0447\u0438\u043d\u0435 \u043e\u0431\u0435\u043b\u0435\u0436\u0435\u043d\u0438\u0445 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430.\u00a0<strong>\u0421\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 PlantVillage-\u0430<\/strong>, \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0438 \u0440\u0435\u0441\u0443\u0440\u0441 \u0441\u0430 87.000 \u0441\u043b\u0438\u043a\u0430 14 \u0443\u0441\u0435\u0432\u0430 \u0438 26 \u0431\u043e\u043b\u0435\u0441\u0442\u0438, \u043f\u043e\u0441\u0442\u0430\u043e \u0458\u0435 \u0437\u043b\u0430\u0442\u043d\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0434 \u0437\u0430 \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0435.<\/p>\n<p>\u041f\u0440\u0435\u043a\u043e 90% \u0441\u0442\u0443\u0434\u0438\u0458\u0430 \u0446\u0438\u0442\u0438\u0440\u0430\u043d\u0438\u0445 \u0443 \u0440\u0430\u0434\u0443 \u043a\u043e\u0440\u0438\u0441\u0442\u0438\u043b\u043e \u0458\u0435 \u043e\u0432\u0430\u0458 \u0441\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0437\u0430 \u0442\u0440\u0435\u043d\u0438\u0440\u0430\u045a\u0435 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0430\u045a\u0435 \u0441\u0432\u043e\u0458\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0430. \u0408\u043e\u0448 \u0458\u0435\u0434\u0430\u043d \u043a\u0459\u0443\u0447\u043d\u0438 \u0440\u0435\u0441\u0443\u0440\u0441,\u00a0<strong>\u0421\u043a\u0443\u043f \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u043e \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043a\u0430\u0441\u0430\u0432\u0435<\/strong>, \u0443\u043a\u0459\u0443\u0447\u0443\u0458\u0435 11.670 \u0441\u043b\u0438\u043a\u0430 \u043c\u043e\u0437\u0430\u0438\u0447\u043d\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043a\u0430\u0441\u0430\u0432\u0435 \u0438 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0458\u0435 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 96% \u0441\u0430 CNN \u043c\u043e\u0434\u0435\u043b\u0438\u043c\u0430.<\/p>\n<p>\u041c\u0435\u0452\u0443\u0442\u0438\u043c, \u043f\u0440\u0430\u0437\u043d\u0438\u043d\u0435 \u0438 \u0434\u0430\u0459\u0435 \u043f\u043e\u0441\u0442\u043e\u0458\u0435. \u0420\u0435\u0442\u043a\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043f\u043e\u043f\u0443\u0442 \u0431\u043e\u0440\u043e\u0432\u0435 \u043d\u0435\u043c\u0430\u0442\u043e\u0434\u0435 \u0438\u043c\u0430\u0458\u0443 \u043c\u0430\u045a\u0435 \u043e\u0434 100 \u043e\u0431\u0435\u043b\u0435\u0436\u0435\u043d\u0438\u0445 \u0441\u043b\u0438\u043a\u0430, \u0448\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0430\u0432\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0434\u0430 \u0438\u0445 \u0434\u0435\u0442\u0435\u043a\u0442\u0443\u0458\u0435. \u041f\u043e\u0440\u0435\u0434 \u0442\u043e\u0433\u0430, \u0432\u0435\u045b\u0438\u043d\u0430 \u0441\u043a\u0443\u043f\u043e\u0432\u0430 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0441\u0430\u0434\u0440\u0436\u0438 \u0441\u043b\u0438\u043a\u0435 \u0441\u043d\u0438\u043c\u0459\u0435\u043d\u0435 \u0443 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0458\u0438, \u043a\u043e\u0458\u0435 \u043d\u0435 \u0443\u0437\u0438\u043c\u0430\u0458\u0443 \u0443 \u043e\u0431\u0437\u0438\u0440 \u043f\u0440\u043e\u043c\u0435\u043d\u0459\u0438\u0432\u0435 \u0438\u0437 \u0441\u0442\u0432\u0430\u0440\u043d\u043e\u0433 \u0441\u0432\u0435\u0442\u0430 \u043f\u043e\u043f\u0443\u0442 \u0432\u0440\u0435\u043c\u0435\u043d\u0430 \u0438\u043b\u0438 \u043e\u0441\u0432\u0435\u0442\u0459\u0435\u045a\u0430.<\/p>\n<p>\u0414\u0430 \u0431\u0438 \u0441\u0435 \u043e\u0432\u043e \u0440\u0435\u0448\u0438\u043b\u043e, \u043f\u0440\u043e\u0458\u0435\u043a\u0442\u0438 \u043f\u043e\u043f\u0443\u0442 AI4Ag \u043f\u0440\u0438\u043a\u0443\u043f\u0459\u0430\u0458\u0443 \u0441\u043b\u0438\u043a\u0435 \u043f\u043e\u0459\u0430 \u043e\u0434 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0430 \u0448\u0438\u0440\u043e\u043c \u0441\u0432\u0435\u0442\u0430, \u0441\u0430 \u0446\u0438\u0459\u0435\u043c \u0434\u0430 \u0438\u0437\u0433\u0440\u0430\u0434\u0435 \u0440\u043e\u0431\u0443\u0441\u043d\u0438\u0458\u0435 \u0438 \u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u0438\u0458\u0435 \u0441\u043a\u0443\u043f\u043e\u0432\u0435 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430.<\/p>\n<h2><strong>\u041c\u0435\u0440\u0435\u045a\u0435 \u043f\u0435\u0440\u0444\u043e\u0440\u043c\u0430\u043d\u0441\u0438 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435: \u0442\u0430\u0447\u043d\u043e\u0441\u0442, \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442 \u0438 \u0432\u0438\u0448\u0435 \u043e\u0434 \u0442\u043e\u0433\u0430<\/strong><\/h2>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"11431\" data-permalink=\"https:\/\/geopard.tech\/srb\/blog\/role-of-deep-learning-computer-vision-applications-for-early-plant-disease-detection\/performance-metrics-of-ai-plant-disease-detection-systems\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?fit=3636%2C2160&amp;ssl=1\" data-orig-size=\"3636,2160\" data-comments-opened=\"1\" data-image-title=\"Performance Metrics of AI Plant Disease Detection Systems\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?fit=1024%2C608&amp;ssl=1\" class=\"alignnone size-full wp-image-11431\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?resize=810%2C481&#038;ssl=1\" alt=\"\u041c\u0435\u0442\u0440\u0438\u043a\u0435 \u0443\u0447\u0438\u043d\u043a\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u0431\u0438\u0459\u043d\u0438\u0445 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043f\u043e\u043c\u043e\u045b\u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435\" width=\"810\" height=\"481\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?w=3636&amp;ssl=1 3636w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?resize=300%2C178&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?resize=1024%2C608&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?resize=768%2C456&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?resize=1536%2C912&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?resize=2048%2C1217&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?w=1620&amp;ssl=1 1620w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/04\/Performance-Metrics-of-AI-Plant-Disease-Detection-Systems.png?w=2430&amp;ssl=1 2430w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u0418\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u0435 \u043d\u0435\u043a\u043e\u043b\u0438\u043a\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0437\u0430 \u043f\u0440\u043e\u0446\u0435\u043d\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0437\u0430 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0435 \u0431\u0438\u0459\u043d\u0438\u0445 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043f\u043e\u043c\u043e\u045b\u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435.\u00a0<strong>\u0422\u0430\u0447\u043d\u043e\u0441\u0442<\/strong>\u2014\u043f\u0440\u043e\u0446\u0435\u043d\u0430\u0442 \u0442\u0430\u0447\u043d\u0438\u0445 \u0434\u0438\u0458\u0430\u0433\u043d\u043e\u0437\u0430 \u2014 \u043a\u0440\u0435\u045b\u0435 \u0441\u0435 \u043e\u0434\u00a0<strong>76.9% \u0443 \u0440\u0430\u043d\u0438\u043c \u043c\u043e\u0434\u0435\u043b\u0438\u043c\u0430<\/strong>\u00a0\u0434\u043e\u00a0<strong>99.97% \u0443 \u043d\u0430\u043f\u0440\u0435\u0434\u043d\u0438\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0438\u043c\u0430 \u043a\u0430\u043e \u0448\u0442\u043e \u0458\u0435 EfficientNet-B5<\/strong>.<\/p>\n<p>\u041c\u0435\u0452\u0443\u0442\u0438\u043c, \u0441\u0430\u043c\u0430 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043c\u043e\u0436\u0435 \u0431\u0438\u0442\u0438 \u043e\u0431\u043c\u0430\u045a\u0443\u0458\u0443\u045b\u0430. \u041f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442 \u043c\u0435\u0440\u0438 \u043a\u043e\u043b\u0438\u043a\u043e \u0458\u0435 \u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0445 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0441\u0442\u0432\u0430\u0440\u043d\u043e (\u0438\u0437\u0431\u0435\u0433\u0430\u0432\u0430\u0458\u0443\u045b\u0438 \u043b\u0430\u0436\u043d\u0435 \u0443\u0437\u0431\u0443\u043d\u0435), \u0434\u043e\u043a \u043e\u043f\u043e\u0437\u0438\u0432 \u043f\u0440\u0430\u0442\u0438 \u043a\u043e\u043b\u0438\u043a\u043e \u0458\u0435 \u0441\u0442\u0432\u0430\u0440\u043d\u0438\u0445 \u0438\u043d\u0444\u0435\u043a\u0446\u0438\u0458\u0430 \u043e\u0442\u043a\u0440\u0438\u0432\u0435\u043d\u043e.<\/p>\n<p>\u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440,\u00a0<strong>\u041c\u0430\u0441\u043a\u0430 \u0420-\u0426\u041d\u041d<\/strong>, \u043c\u043e\u0434\u0435\u043b \u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430, \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0458\u0435 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442 \u043e\u0434 93,5% \u0443 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 \u0430\u043d\u0442\u0440\u0430\u043a\u043d\u043e\u0437\u0435 \u0458\u0430\u0433\u043e\u0434\u0435, \u0430\u043b\u0438 \u0441\u0430\u043c\u043e 45% \u0443 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0438 \u0442\u0440\u0443\u043b\u0435\u0436\u0438 \u043a\u043e\u0440\u0435\u043d\u0430 \u043f\u0430\u043c\u0443\u043a\u0430.<\/p>\n<p>\u0422\u043e\u00a0<strong>F1-\u0420\u0435\u0437\u0443\u043b\u0442\u0430\u0442<\/strong>\u00a0\u0431\u0430\u043b\u0430\u043d\u0441\u0438\u0440\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442 \u0438 \u043f\u0430\u043c\u045b\u0435\u045a\u0435, \u043d\u0443\u0434\u0435\u045b\u0438 \u0445\u043e\u043b\u0438\u0441\u0442\u0438\u0447\u043a\u0438 \u043f\u043e\u0433\u043b\u0435\u0434 \u043d\u0430 \u043f\u0435\u0440\u0444\u043e\u0440\u043c\u0430\u043d\u0441\u0435. \u0423 \u0438\u0441\u043f\u0438\u0442\u0438\u0432\u0430\u045a\u0443 \u0438\u0437 2023. \u0433\u043e\u0434\u0438\u043d\u0435,\u00a0<strong>PlantViT<\/strong>\u2014\u0445\u0438\u0431\u0440\u0438\u0434\u043d\u0438 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0438 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0442\u043d\u0438 \u043c\u043e\u0434\u0435\u043b \u2014 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0458\u0435 \u0440\u0435\u0437\u0443\u043b\u0442\u0430\u0442 \u043e\u0434 98,61% F1-Score \u043d\u0430 \u0441\u043a\u0443\u043f\u0443 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 PlantVillage.<\/p>\n<p>\u0417\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u043e\u0431\u0458\u0435\u043a\u0430\u0442\u0430,\u00a0<strong>\u0441\u0440\u0435\u0434\u045a\u0430 \u043f\u0440\u043e\u0441\u0435\u0447\u043d\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0441\u0442 (mAP)<\/strong>\u00a0\u0458\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e.\u00a0<strong>\u0411\u0440\u0436\u0438 R-CNN<\/strong>, \u043f\u043e\u043f\u0443\u043b\u0430\u0440\u043d\u0438 \u043c\u043e\u0434\u0435\u043b, \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0458\u0435 73.07% mAP \u0443 \u0438\u0441\u043f\u0438\u0442\u0438\u0432\u0430\u045a\u0438\u043c\u0430 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0458\u0430\u0431\u0443\u043a\u0435, \u0448\u0442\u043e \u0437\u043d\u0430\u0447\u0438 \u0434\u0430 \u0458\u0435 \u0443 \u0432\u0435\u045b\u0438\u043d\u0438 \u0441\u043b\u0443\u0447\u0430\u0458\u0435\u0432\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043d\u043e \u043b\u043e\u0446\u0438\u0440\u0430\u043e \u0438 \u043a\u043b\u0430\u0441\u0438\u0444\u0438\u043a\u043e\u0432\u0430\u043e \u0438\u043d\u0444\u0435\u043a\u0446\u0438\u0458\u0435.<\/p>\n<h2><strong>\u0418\u0437\u0430\u0437\u043e\u0432\u0438 \u043a\u043e\u0458\u0438 \u043a\u043e\u0447\u0435 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0443 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0443 \u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438<\/strong><\/h2>\n<p>\u0423\u043f\u0440\u043a\u043e\u0441 \u0441\u0432\u043e\u043c \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0458\u0430\u043b\u0443, \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u043e\u0458 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0438 \u0441\u0443\u043e\u0447\u0430\u0432\u0430 \u0441\u0435 \u0441\u0430 \u043f\u0440\u0435\u043f\u0440\u0435\u043a\u0430\u043c\u0430. \u041f\u0440\u0432\u043e, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u043f\u043e\u0433\u0430\u0452\u0430 \u0440\u0435\u0442\u043a\u0435 \u0438\u043b\u0438 \u043d\u043e\u0432\u043e\u043d\u0430\u0441\u0442\u0430\u043b\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438.<\/p>\n<ul>\n<li>\u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440, \u0437\u0430 \u0441\u0442\u0443\u0434\u0438\u0458\u0443 \u0438\u0437 2021. \u0433\u043e\u0434\u0438\u043d\u0435 \u0431\u0438\u043b\u043e \u0458\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0441\u0430\u043c\u043e 20 \u0441\u043b\u0438\u043a\u0430 \u043f\u0435\u043f\u0435\u043b\u043d\u0438\u0446\u0435 \u043a\u0440\u0430\u0441\u0442\u0430\u0432\u0446\u0430, \u0448\u0442\u043e \u0458\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0430\u0432\u0430\u043b\u043e \u043f\u043e\u0443\u0437\u0434\u0430\u043d\u043e\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0430.<\/li>\n<li>\u0414\u0440\u0443\u0433\u043e, \u0444\u0430\u043a\u0442\u043e\u0440\u0438 \u043e\u043a\u043e\u043b\u0438\u043d\u0435 \u043f\u043e\u043f\u0443\u0442 \u0432\u0435\u0442\u0440\u0430, \u0441\u0435\u043d\u043a\u0438 \u0438\u043b\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u0438\u0445 \u0443\u0441\u043b\u043e\u0432\u0430 \u043e\u0441\u0432\u0435\u0442\u0459\u0435\u045a\u0430 \u0441\u043c\u0430\u045a\u0443\u0458\u0443 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u0442\u0435\u0440\u0435\u043d\u0430 \u0437\u0430 20\u201330% \u0443 \u043f\u043e\u0440\u0435\u0452\u0435\u045a\u0443 \u0441\u0430 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0458\u0441\u043a\u0438\u043c \u043f\u043e\u0434\u0435\u0448\u0430\u0432\u0430\u045a\u0438\u043c\u0430.<\/li>\n<li>\u0422\u0440\u0435\u045b\u0435, \u0432\u0438\u0441\u043e\u043a\u0438 \u0442\u0440\u043e\u0448\u043a\u043e\u0432\u0438 \u043e\u043c\u0435\u0442\u0430\u0458\u0443 \u0443\u0441\u0432\u0430\u0458\u0430\u045a\u0435. \u0425\u0438\u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0440\u0430\u043b\u043d\u0435 \u043a\u0430\u043c\u0435\u0440\u0435, \u0438\u0430\u043a\u043e \u043c\u043e\u045b\u043d\u0435, \u043e\u0441\u0442\u0430\u0458\u0443 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0435 \u043c\u0430\u043b\u0438\u043c \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438\u043c\u0430, \u0430 \u0430\u043b\u0430\u0442\u0438 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0437\u0430\u0445\u0442\u0435\u0432\u0430\u0458\u0443 \u043f\u0430\u043c\u0435\u0442\u043d\u0435 \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0435 \u0438\u043b\u0438 \u043f\u0440\u0438\u0441\u0442\u0443\u043f \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0443 \u2013 \u0448\u0442\u043e \u0458\u0435 \u0438 \u0434\u0430\u0459\u0435 \u043f\u0440\u0435\u043f\u0440\u0435\u043a\u0430 \u0443 \u0440\u0443\u0440\u0430\u043b\u043d\u0438\u043c \u043f\u043e\u0434\u0440\u0443\u0447\u0458\u0438\u043c\u0430.<\/li>\n<li>\u041a\u043e\u043d\u0430\u0447\u043d\u043e, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0438 \u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0435\u045a\u0435\u043c \u0438 \u0434\u0430\u0459\u0435 \u043f\u043e\u0441\u0442\u043e\u0458\u0435. \u0418\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u045a\u0435 \u0438\u0437 2023. \u0433\u043e\u0434\u0438\u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u043e \u0458\u0435 \u0434\u0430 68% \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0430 \u043e\u043a\u043b\u0435\u0432\u0430 \u0434\u0430 \u0443\u0441\u0432\u043e\u0458\u0438 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0443 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0443 \u0437\u0431\u043e\u0433 \u045a\u0435\u043d\u0435 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u201c\u0446\u0440\u043d\u0435 \u043a\u0443\u0442\u0438\u0458\u0435\u201d \u2013 \u043d\u0435 \u043c\u043e\u0433\u0443 \u0434\u0430 \u0432\u0438\u0434\u0435 \u043a\u0430\u043a\u043e \u0441\u0435 \u0434\u043e\u043d\u043e\u0441\u0435 \u043e\u0434\u043b\u0443\u043a\u0435.<\/li>\n<\/ul>\n<p>\u0414\u0430 \u0431\u0438 \u043f\u0440\u0435\u0432\u0430\u0437\u0438\u0448\u043b\u0438 \u043e\u0432\u0430\u0458 \u043f\u0440\u043e\u0431\u043b\u0435\u043c, \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0440\u0430\u0437\u0432\u0438\u0458\u0430\u0458\u0443 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0431\u0438\u043b\u043d\u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0443 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0443 \u043a\u043e\u0458\u0430 \u043e\u0431\u0458\u0430\u0448\u045a\u0430\u0432\u0430 \u0434\u0438\u0458\u0430\u0433\u043d\u043e\u0437\u0435 \u0458\u0435\u0434\u043d\u043e\u0441\u0442\u0430\u0432\u043d\u0438\u043c \u0440\u0435\u0447\u0438\u043c\u0430, \u043f\u043e\u043f\u0443\u0442 \u0438\u0441\u0442\u0438\u0446\u0430\u045a\u0430 \u0437\u0430\u0440\u0430\u0436\u0435\u043d\u0438\u0445 \u043f\u043e\u0434\u0440\u0443\u0447\u0458\u0430 \u043b\u0438\u0441\u0442\u043e\u0432\u0430 \u0438\u043b\u0438 \u043d\u0430\u0432\u043e\u0452\u0435\u045a\u0430 \u0441\u0438\u043c\u043f\u0442\u043e\u043c\u0430.<\/p>\n<h2><strong>\u0411\u0443\u0434\u0443\u045b\u043d\u043e\u0441\u0442 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435: 5 \u0438\u043d\u043e\u0432\u0430\u0446\u0438\u0458\u0430 \u043a\u043e\u0458\u0435 \u0442\u0440\u0435\u0431\u0430 \u043f\u0440\u0430\u0442\u0438\u0442\u0438<\/strong><\/h2>\n<p><strong>1. Edge Computing \u0437\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0443 \u0440\u0435\u0430\u043b\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0443<\/strong>\u041b\u0430\u0433\u0430\u043d\u0438 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u043f\u0443\u0442 MobileNetV2 (\u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0435 7 MB) \u0440\u0430\u0434\u0435 \u043d\u0430 \u043f\u0430\u043c\u0435\u0442\u043d\u0438\u043c \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u043c\u0430 \u0438\u043b\u0438 \u0434\u0440\u043e\u043d\u043e\u0432\u0438\u043c\u0430, \u043d\u0443\u0434\u0435\u045b\u0438 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0443 \u0440\u0435\u0430\u043b\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0443 \u0431\u0435\u0437 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430. \u0423 2023. \u0433\u043e\u0434\u0438\u043d\u0438, \u043e\u0432\u0430\u0458 \u043c\u043e\u0434\u0435\u043b \u0458\u0435 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 99.42% \u0443 \u043a\u043b\u0430\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0458\u0438 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043a\u0440\u043e\u043c\u043f\u0438\u0440\u0430, \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430\u0458\u0443\u045b\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438\u043c\u0430 \u0434\u0430 \u0434\u043e\u043d\u043e\u0441\u0435 \u0442\u0440\u0435\u043d\u0443\u0442\u043d\u0435 \u043e\u0434\u043b\u0443\u043a\u0435.<\/p>\n<p><strong>2. \u0422\u0440\u0430\u043d\u0441\u0444\u0435\u0440 \u0443\u0447\u0435\u045a\u0430 \u0437\u0430 \u0431\u0440\u0436\u0443 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u0458\u0443<\/strong>\u041f\u0440\u0435\u0442\u0445\u043e\u0434\u043d\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u043f\u0443\u0442 PlantViT-\u0430 \u043c\u043e\u0433\u0443 \u0441\u0435 \u0444\u0438\u043d\u043e \u043f\u043e\u0434\u0435\u0441\u0438\u0442\u0438 \u0437\u0430 \u043d\u043e\u0432\u0435 \u0443\u0441\u0435\u0432\u0435 \u0441\u0430 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u043d\u0438\u043c \u043f\u043e\u0434\u0430\u0446\u0438\u043c\u0430. \u0421\u0442\u0443\u0434\u0438\u0458\u0430 \u0438\u0437 2023. \u0433\u043e\u0434\u0438\u043d\u0435 \u043f\u0440\u0438\u043b\u0430\u0433\u043e\u0434\u0438\u043b\u0430 \u0458\u0435 PlantViT \u0437\u0430 \u0434\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0443 \u0435\u043a\u0441\u043f\u043b\u043e\u0437\u0438\u0458\u0435 \u043f\u0438\u0440\u0438\u043d\u0447\u0430, \u043f\u043e\u0441\u0442\u0438\u0436\u0443\u045b\u0438 \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 87,87% \u043a\u043e\u0440\u0438\u0441\u0442\u0435\u045b\u0438 \u0441\u0430\u043c\u043e 1.000 \u0441\u043b\u0438\u043a\u0430.<\/p>\n<p><strong>3. \u041c\u043e\u0434\u0435\u043b\u0438 \u0432\u0438\u0437\u0443\u0435\u043b\u043d\u043e-\u0458\u0435\u0437\u0438\u0447\u043a\u043e\u0433 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 (VLM)<\/strong>\u0421\u0438\u0441\u0442\u0435\u043c\u0438 \u043f\u043e\u043f\u0443\u0442 OpenAI-\u0458\u0435\u0432\u043e\u0433 CLIP-\u0430 \u043e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430\u0458\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438\u043c\u0430 \u0434\u0430 \u0443\u043f\u0443\u045b\u0443\u0458\u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u043e\u0458 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0438 \u0442\u0435\u043a\u0441\u0442 (\u043d\u043f\u0440. \u201c\u041f\u0440\u043e\u043d\u0430\u0452\u0438\u0442\u0435 \u0441\u043c\u0435\u0452\u0435 \u043c\u0440\u0459\u0435 \u043d\u0430 \u043b\u0438\u0448\u045b\u0443\u201d). \u041e\u0432\u0430 \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u0430 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0446\u0438\u0458\u0430 \u043f\u0440\u0435\u043c\u043e\u0448\u045b\u0443\u0458\u0435 \u0458\u0430\u0437 \u0438\u0437\u043c\u0435\u0452\u0443 \u0441\u043b\u043e\u0436\u0435\u043d\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0435 \u0438 \u0441\u0432\u0430\u043a\u043e\u0434\u043d\u0435\u0432\u043d\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435.<\/p>\n<p><strong>4. \u041e\u0441\u043d\u043e\u0432\u043d\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0437\u0430 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0443 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0443 \u043e\u043f\u0448\u0442\u0435 \u043d\u0430\u043c\u0435\u043d\u0435<\/strong>\u0412\u0435\u043b\u0438\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u043f\u0443\u0442 GPT-4 \u043c\u043e\u0433\u043b\u0438 \u0431\u0438 \u0441\u0438\u043c\u0443\u043b\u0438\u0440\u0430\u0442\u0438 \u0448\u0438\u0440\u0435\u045a\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0438\u043b\u0438 \u043f\u0440\u0435\u043f\u043e\u0440\u0443\u0447\u0438\u0442\u0438 \u0442\u0440\u0435\u0442\u043c\u0430\u043d\u0435, \u0434\u0435\u043b\u0443\u0458\u0443\u045b\u0438 \u043a\u0430\u043e \u0432\u0438\u0440\u0442\u0443\u0435\u043b\u043d\u0438 \u0430\u0433\u0440\u043e\u043d\u043e\u043c\u0438.<\/p>\n<p><strong>5. \u041a\u043e\u043b\u0430\u0431\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0435 \u0433\u043b\u043e\u0431\u0430\u043b\u043d\u0435 \u0431\u0430\u0437\u0435 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430<\/strong>\u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 \u043e\u0442\u0432\u043e\u0440\u0435\u043d\u043e\u0433 \u043a\u043e\u0434\u0430 \u043f\u043e\u043f\u0443\u0442 PlantVillage \u0438 AI4Ag \u043e\u0431\u0458\u0435\u0434\u0438\u045a\u0443\u0458\u0443 \u043f\u043e\u0434\u0430\u0442\u043a\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0430 \u0438 \u0438\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0430 \u0448\u0438\u0440\u043e\u043c \u0441\u0432\u0435\u0442\u0430, \u0443\u0431\u0440\u0437\u0430\u0432\u0430\u0458\u0443\u045b\u0438 \u0438\u043d\u043e\u0432\u0430\u0446\u0438\u0458\u0435.<\/p>\n<h2><strong>\u0421\u0442\u0443\u0434\u0438\u0458\u0430 \u0441\u043b\u0443\u0447\u0430\u0458\u0430: \u0423\u0437\u0433\u043e\u0458 \u043c\u0430\u043d\u0433\u0430 \u043f\u043e\u043c\u043e\u045b\u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0443 \u0418\u043d\u0434\u0438\u0458\u0438<\/strong><\/h2>\n<p>\u0418\u0441\u0442\u0440\u0430\u0436\u0438\u0432\u0430\u0447\u0438 \u0441\u0443 2024. \u0433\u043e\u0434\u0438\u043d\u0435 \u0440\u0430\u0437\u0432\u0438\u043b\u0438 \u043b\u0430\u0433\u0430\u043d\u0438 DenseNet \u043c\u043e\u0434\u0435\u043b \u0437\u0430 \u0431\u043e\u0440\u0431\u0443 \u043f\u0440\u043e\u0442\u0438\u0432 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043c\u0430\u043d\u0433\u0430 \u043f\u043e\u043f\u0443\u0442 \u0430\u043d\u0442\u0440\u0430\u043a\u043d\u043e\u0437\u0435 \u0438 \u043f\u0435\u043f\u0435\u043b\u043d\u0438\u0446\u0435. \u041e\u0431\u0443\u0447\u0435\u043d \u043d\u0430 12.332 \u0442\u0435\u0440\u0435\u043d\u0441\u043a\u0435 \u0441\u043b\u0438\u043a\u0435, \u043c\u043e\u0434\u0435\u043b \u0458\u0435 \u043f\u043e\u0441\u0442\u0438\u0433\u0430\u043e \u0442\u0430\u0447\u043d\u043e\u0441\u0442 \u043e\u0434 99,2% \u2014 \u0432\u0435\u045b\u0443 \u043e\u0434 \u0432\u0435\u045b\u0438\u043d\u0435 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0458\u0441\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430.<\/p>\n<p>\u0421\u0430 \u043c\u0430\u045a\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0430\u0440\u0430, \u0433\u043b\u0430\u0442\u043a\u043e \u0440\u0430\u0434\u0438 \u043d\u0430 \u0458\u0435\u0444\u0442\u0438\u043d\u0438\u0458\u0438\u043c \u043f\u0430\u043c\u0435\u0442\u043d\u0438\u043c \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u043c\u0430. \u0418\u043d\u0434\u0438\u0458\u0441\u043a\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u0446\u0438 \u0441\u0430\u0434\u0430 \u043a\u043e\u0440\u0438\u0441\u0442\u0435 \u0430\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u0458\u0443 $10 \u0438\u0437\u0433\u0440\u0430\u0452\u0435\u043d\u0443 \u043d\u0430 \u043e\u0432\u043e\u0458 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u043e\u0458 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0438 \u0437\u0430 \u0441\u043a\u0435\u043d\u0438\u0440\u0430\u045a\u0435 \u043b\u0438\u0448\u045b\u0430 \u0438 \u0434\u043e\u0431\u0438\u0458\u0430\u045a\u0435 \u0442\u0440\u0435\u043d\u0443\u0442\u043d\u0438\u0445 \u0434\u0438\u0458\u0430\u0433\u043d\u043e\u0437\u0430, \u0441\u043c\u0430\u045a\u0443\u0458\u0443\u045b\u0438 \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u0443 \u043f\u0435\u0441\u0442\u0438\u0446\u0438\u0434\u0430 \u0437\u0430 30% \u0438 \u0448\u0442\u0435\u0434\u0435\u045b\u0438 \u0443\u0441\u0435\u0432\u0435.<\/p>\n<h2><strong>\u0417\u0430\u043a\u0459\u0443\u0447\u0430\u043a<\/strong><\/h2>\n<p>\u0414\u0435\u0442\u0435\u043a\u0446\u0438\u0458\u0430 \u0431\u0438\u0459\u043d\u0438\u0445 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u043f\u043e\u043c\u043e\u045b\u0443 \u0432\u0435\u0448\u0442\u0430\u0447\u043a\u0435 \u0438\u043d\u0442\u0435\u043b\u0438\u0433\u0435\u043d\u0446\u0438\u0458\u0435 \u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0458\u0430 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0435 \u043c\u0435\u045a\u0430\u0458\u0443 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0443, \u043f\u0440\u0443\u0436\u0430\u0458\u0443\u045b\u0438 \u043d\u0430\u0434\u0443 \u043f\u0440\u043e\u0442\u0438\u0432 \u043d\u0435\u0441\u0438\u0433\u0443\u0440\u043d\u043e\u0441\u0442\u0438 \u0443 \u0441\u043d\u0430\u0431\u0434\u0435\u0432\u0430\u045a\u0443 \u0445\u0440\u0430\u043d\u043e\u043c. \u041e\u043c\u043e\u0433\u0443\u045b\u0430\u0432\u0430\u045a\u0435\u043c \u0440\u0430\u043d\u0435 \u0434\u0438\u0458\u0430\u0433\u043d\u043e\u0437\u0435, \u0441\u043c\u0430\u045a\u0435\u045a\u0435\u043c \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u0435 \u0445\u0435\u043c\u0438\u043a\u0430\u043b\u0438\u0458\u0430 \u0438 \u043e\u0441\u043d\u0430\u0436\u0438\u0432\u0430\u045a\u0435\u043c \u043c\u0430\u043b\u0438\u0445 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0430, \u043e\u0432\u0438 \u0430\u043b\u0430\u0442\u0438 \u0431\u0438 \u043c\u043e\u0433\u043b\u0438 \u043f\u043e\u0432\u0435\u045b\u0430\u0442\u0438 \u0433\u043b\u043e\u0431\u0430\u043b\u043d\u0435 \u043f\u0440\u0438\u043d\u043e\u0441\u0435 \u0443\u0441\u0435\u0432\u0430 \u0437\u0430 20\u201330%.<\/p>\n<p>\u0414\u0430 \u0431\u0438 \u0441\u0435 \u043e\u0441\u0442\u0432\u0430\u0440\u0438\u043e \u043e\u0432\u0430\u0458 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0458\u0430\u043b, \u0437\u0430\u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043e\u0432\u0430\u043d\u0435 \u0441\u0442\u0440\u0430\u043d\u0435 \u043c\u043e\u0440\u0430\u0458\u0443 \u0434\u0430 \u0441\u0435 \u043f\u043e\u0437\u0430\u0431\u0430\u0432\u0435 \u0442\u0440\u043e\u0448\u043a\u043e\u0432\u0438\u043c\u0430 \u0441\u0435\u043d\u0437\u043e\u0440\u0430, \u043f\u043e\u0431\u043e\u0459\u0448\u0430\u0458\u0443 \u0440\u0430\u0437\u043d\u043e\u043b\u0438\u043a\u043e\u0441\u0442 \u043f\u043e\u0434\u0430\u0442\u0430\u043a\u0430 \u0438 \u0438\u0437\u0433\u0440\u0430\u0434\u0435 \u043f\u043e\u0432\u0435\u0440\u0435\u045a\u0435 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0438\u043a\u0430 \u043a\u0440\u043e\u0437 \u0435\u0434\u0443\u043a\u0430\u0446\u0438\u0458\u0443.<\/p>\n<p><strong>\u0420\u0435\u0444\u0435\u0440\u0435\u043d\u0446\u0430<\/strong>\u0423\u043f\u0430\u0434\u0458\u0430\u0458, \u0410., \u0427\u0430\u043d\u0434\u0435\u043b, \u041d\u0421, \u0421\u0438\u043d\u0433, \u041a\u041f \u0438 \u0434\u0440. \u0414\u0443\u0431\u043e\u043a\u043e \u0443\u0447\u0435\u045a\u0435 \u0438 \u0440\u0430\u0447\u0443\u043d\u0430\u0440\u0441\u043a\u0438 \u0432\u0438\u0434 \u0443 \u043e\u0442\u043a\u0440\u0438\u0432\u0430\u045a\u0443 \u0431\u0438\u0459\u043d\u0438\u0445 \u0431\u043e\u043b\u0435\u0441\u0442\u0438: \u0441\u0432\u0435\u043e\u0431\u0443\u0445\u0432\u0430\u0442\u043d\u0438 \u043f\u0440\u0435\u0433\u043b\u0435\u0434 \u0442\u0435\u0445\u043d\u0438\u043a\u0430, \u043c\u043e\u0434\u0435\u043b\u0430 \u0438 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u0430 \u0443 \u043f\u0440\u0435\u0446\u0438\u0437\u043d\u043e\u0458 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u0438. Artif Intell Rev 58, 92 (2025). <a href=\"https:\/\/doi.org\/10.1007\/s10462-024-11100-x\" rel=\"nofollow\">https:\/\/doi.org\/10.1007\/s10462-024-11100-x<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u0411\u0438\u0459\u043d\u0435 \u0431\u043e\u043b\u0435\u0441\u0442\u0438 \u0442\u0438\u0445\u043e \u0443\u0433\u0440\u043e\u0436\u0430\u0432\u0430\u0458\u0443 \u0433\u043b\u043e\u0431\u0430\u043b\u043d\u0443 \u0431\u0435\u0437\u0431\u0435\u0434\u043d\u043e\u0441\u0442 \u0445\u0440\u0430\u043d\u0435, \u0443\u043d\u0438\u0448\u0442\u0430\u0432\u0430\u0458\u0443\u045b\u0438 10\u201316% \u0443\u0441\u0435\u0432\u0430 \u0433\u043e\u0434\u0438\u0448\u045a\u0435 \u0438 \u043a\u043e\u0448\u0442\u0430\u0458\u0443\u045b\u0438 \u043f\u043e\u0459\u043e\u043f\u0440\u0438\u0432\u0440\u0435\u0434\u043d\u0443 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0458\u0443 $220 \u043c\u0438\u043b\u0438\u0458\u0430\u0440\u0434\u0438 \u0433\u0443\u0431\u0438\u0442\u0430\u043a\u0430. \u0422\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u0430\u043b\u043d\u0435 \u043c\u0435\u0442\u043e\u0434\u0435 \u043f\u043e\u043f\u0443\u0442 \u0440\u0443\u0447\u043d\u0438\u0445 \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u0458\u0430 \u0438 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0458\u0441\u043a\u0438\u0445\u2026<\/p>","protected":false},"author":210157960,"featured_media":11434,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1377],"tags":[],"class_list":["post-11429","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 v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Role of Deep Learning Computer Vision Applications for Early Plant Disease Detection - GeoPard<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/srb\/\u0431\u043b\u043e\u0433\/\u0443\u043b\u043e\u0433\u0430-\u0430\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u0458\u0430-\u0437\u0430-\u0434\u0443\u0431\u043e\u043a\u043e-\u0443\u0447\u0435\u045a\u0435-\u0440\u0430\u0447\u0443\/\" \/>\n<meta property=\"og:locale\" content=\"sr_RS\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Role of Deep Learning Computer Vision Applications for Early Plant Disease Detection - GeoPard\" \/>\n<meta property=\"og:description\" content=\"Plant diseases silently threaten global food security, destroying\u00a010\u201316% of crops annually\u00a0and costing the agriculture industry\u00a0$220 billion in losses. 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