{"id":10289,"date":"2026-05-19T17:25:29","date_gmt":"2026-05-19T09:25:29","guid":{"rendered":"https:\/\/ieeker.com\/?p=10289"},"modified":"2026-05-19T17:31:29","modified_gmt":"2026-05-19T09:31:29","slug":"rk3588-machine-vision-defect-detection","status":"publish","type":"post","link":"https:\/\/ieeker.com\/ru\/rk3588-machine-vision-defect-detection\/","title":{"rendered":"RK3588 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432: \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u0432"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"10289\" class=\"elementor elementor-10289\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6be2327 e-flex e-con-boxed e-con e-parent\" data-id=\"6be2327\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d386505 elementor-widget elementor-widget-text-editor\" data-id=\"d386505\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">RK3588 - \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0430\u044f \u0441 YOLOv5s \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 54+ \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u0438 \u043b\u0435\u0433\u043a\u0438\u043c\u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430\u043c\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 58 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435, \u0441 NPU 6 TOPS, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u043c \u0432\u044b\u0432\u043e\u0434\u044b INT8 \u043f\u0440\u0438 \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u0438 5-6 \u0412\u0442. \u041e\u043d \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0433\u043e AOI, \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043c\u0435\u0440\u043d\u044b\u0445 \u0443\u0437\u043b\u043e\u0432 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0441\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043a\u0430\u043c\u0435\u0440\u0430\u043c\u0438, \u0433\u0434\u0435 \u0432\u0430\u0436\u043d\u044b \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u0444\u043e\u0440\u043c-\u0444\u0430\u043a\u0442\u043e\u0440. \u0414\u043b\u044f \u0441\u0443\u0431\u043c\u0438\u043a\u0440\u043e\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u043b\u0443\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u043e\u0432 \u0438\u043b\u0438 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0442\u043e\u043a\u043e\u0432 \u0438\u0437 32 \u043a\u0430\u043c\u0435\u0440 \u043b\u0443\u0447\u0448\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044c.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-668b73b elementor-widget elementor-widget-text-editor\" data-id=\"668b73b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>\u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u044b\u0432\u043e\u0434\u044b<\/strong><\/h2><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u041c\u0438\u0440\u043e\u0432\u043e\u0439 \u0440\u044b\u043d\u043e\u043a \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0438\u0433 15,83 \u043c\u043b\u0440\u0434 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0421\u0428\u0410 \u0432 2025 \u0433\u043e\u0434\u0443 \u0438, \u043f\u043e \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0430\u043c, \u0431\u0443\u0434\u0435\u0442 \u0440\u0430\u0441\u0442\u0438 \u043d\u0430 8,3% CAGR \u0434\u043e 2030 \u0433\u043e\u0434\u0430 - \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c \u0440\u043e\u0441\u0442\u0430 (MarketsandMarkets)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">RK3588 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u043e\u0434\u0448\u0438\u043f\u043d\u0438\u043a\u043e\u0432 \u043d\u0430 <strong>58,1 \u041a\u0410\u0414\u0420\/\u0421<\/strong> \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043e\u0431\u043b\u0435\u0433\u0447\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 DETR \u043f\u0440\u0438 96,2% mAP@50 (Annals of New York Academy of Sciences, 2025)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">6 TOPS NPU \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 YOLOv5, YOLOv8, MobileNet, ResNet \u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b CNN \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e RKNN-Toolkit2 - \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430.<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u0411\u043e\u043b\u0435\u0435 <strong>41% \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0439 \u043d\u043e\u0432\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f<\/strong> \u0432 2025 \u0433\u043e\u0434\u0443 \u0431\u0443\u0434\u0443\u0442 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0435\u0431\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0418\u0418 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435, \u0447\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u043e\u0431\u0443\u0441\u043b\u043e\u0432\u043b\u0435\u043d\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u043a \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430\u043c, \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 (Global Growth Insights)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u0421\u0438\u0441\u0442\u0435\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043d\u0430 \u0431\u0430\u0437\u0435 RK3588 \u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u044e\u0442 5-13 \u0412\u0442 - \u043f\u0440\u043e\u0442\u0438\u0432 10-30 \u0412\u0442 \u0443 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432 \u043d\u0430 \u0431\u0430\u0437\u0435 GPU - \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0430\u0441\u0441\u0438\u0432\u043d\u043e\u0435 \u043e\u0445\u043b\u0430\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u0433\u0435\u0440\u043c\u0435\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\u0445<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f <strong>\u0414\u043e\u043b\u044f \u0440\u044b\u043d\u043a\u0430 56%<\/strong> \u0432 2025 \u0433\u043e\u0434\u0443, \u0447\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0435 \u0441 CNN\/\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u0430\u043c\u0438 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a RK3588, \u0432\u044b\u0431\u043e\u0440\u043e\u043c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e (Future Market Insights)<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dade285 elementor-widget elementor-widget-text-editor\" data-id=\"dade285\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435 \u0434\u0432\u0438\u0436\u0435\u0442\u0441\u044f \u043a \u043a\u0440\u0430\u044e - \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 RK3588 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u044d\u0442\u043e\u0433\u043e<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435 \u0443\u0436\u0435 \u0434\u0430\u0432\u043d\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0435\u0439, \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0435\u0439 \u043e\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u0430. \u041a\u0430\u043c\u0435\u0440\u044b \u0437\u0430\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f; \u041f\u041a \u0438\u043b\u0438 \u0441\u0442\u043e\u0435\u0447\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0435\u0440 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0438\u0445; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u043f\u043e Ethernet \u0438\u043b\u0438 Fieldbus. \u042d\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0430, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u043d\u0430 \u043d\u0438\u0437\u043a\u0438\u0445 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044f\u0445, \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0431\u044b\u043b\u0438 \u043d\u0438\u0437\u043a\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0430 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430\u044f \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u0430\u0441\u044c \u0441\u0435\u043a\u0443\u043d\u0434\u0430\u043c\u0438.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0421\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 \u0432\u0441\u0435 \u0442\u0440\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f. \u0412\u044b\u0441\u043e\u043a\u043e\u0441\u043a\u043e\u0440\u043e\u0441\u0442\u043d\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 SMT \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 50 000 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0432 \u0447\u0430\u0441. \u0414\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u044f\u0447\u0435\u0435\u043a \u0430\u043a\u043a\u0443\u043c\u0443\u043b\u044f\u0442\u043e\u0440\u043e\u0432 EV \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0431\u043c\u0438\u043b\u043b\u0438\u043c\u0435\u0442\u0440\u043e\u0432\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0431\u043e\u043b\u0435\u0435 2 \u043c\u0435\u0442\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443. \u041b\u0438\u043d\u0438\u0438 \u043f\u043e \u0443\u043f\u0430\u043a\u043e\u0432\u043a\u0435 \u043f\u0438\u0449\u0435\u0432\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u044e\u0442 \u043b\u043e\u0436\u043d\u044b\u0445 \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0439 \u043d\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u0435\u043d\u0438\u0435. \u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0434\u0440\u0430 \u043d\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0435\u0440 - \u0447\u0435\u0440\u0435\u0437 \u0437\u0430\u0432\u043e\u0434\u0441\u043a\u0443\u044e \u0441\u0435\u0442\u044c \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438 - \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0436\u0438\u0437\u043d\u0435\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0439 \u0434\u043b\u044f \u0441\u0430\u043c\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52a13b0 elementor-widget elementor-widget-text-editor\" data-id=\"52a13b0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e <a href=\"https:\/\/www.marketsandmarkets.com\/Market-Reports\/industrial-machine-vision-market-234246734.html\" target=\"_blank\" rel=\"noopener\">MarketsandMarkets<\/a>\u041c\u0438\u0440\u043e\u0432\u043e\u0439 \u0440\u044b\u043d\u043e\u043a \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0432\u044b\u0440\u0430\u0441\u0442\u0435\u0442 \u0441 15,83 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0421\u0428\u0410 \u0432 2025 \u0433\u043e\u0434\u0443 \u0434\u043e 23,63 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0421\u0428\u0410 \u043a 2030 \u0433\u043e\u0434\u0443 \u043f\u0440\u0438 \u0442\u0435\u043c\u043f\u0430\u0445 \u0440\u043e\u0441\u0442\u0430 8,3% CAGR. \u0421\u0430\u043c\u043e\u0439 \u0431\u044b\u0441\u0442\u0440\u043e\u0440\u0430\u0441\u0442\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0438 \u043a\u0440\u0430\u0435\u0432\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b - \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u043c\u0435\u0440\u044b \u0438 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 SBC, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0432 \u0442\u043e\u0447\u043a\u0435 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f, \u0443\u0441\u0442\u0440\u0430\u043d\u044f\u044f \u0441\u0435\u0442\u0435\u0432\u044b\u0435 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 \u0438 \u0443\u0437\u043a\u0438\u0435 \u043c\u0435\u0441\u0442\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588 \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u044d\u0442\u0438\u043c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f 6 TOPS NPU, \u0434\u0432\u043e\u0439\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0443 \u0441 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u043a\u0430\u043c\u0435\u0440 \u0434\u043e 32 \u041c\u043f, \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u043c\u0443 \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e H.265 \u0438 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430\u043c \u0432\u0432\u043e\u0434\u0430-\u0432\u044b\u0432\u043e\u0434\u0430 \u043e\u043d \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043c\u043e\u0449\u043d\u0443\u044e \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u0434\u043b\u044f \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f - \u043d\u0435 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435, \u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u0443\u044e \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 \u0434\u043b\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a010cf0 elementor-widget elementor-widget-text-editor\" data-id=\"a010cf0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u041a\u0430\u043a \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435 RK3588 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0414\u043b\u044f \u0442\u043e\u0433\u043e \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043d\u044f\u0442\u044c, \u0433\u0434\u0435 RK3588 \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0432\u0437\u0433\u043b\u044f\u043d\u0443\u0442\u044c \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e NPU, \u043d\u043e \u0438 \u043d\u0430 \u043f\u043e\u043b\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 SoC, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f498aa elementor-widget elementor-widget-text-editor\" data-id=\"1f498aa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u041f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439: \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 \u0438 \u043a\u0430\u043c\u0435\u0440\u044b<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0412 RK3588 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d \u0434\u0432\u043e\u0439\u043d\u043e\u0439 ISP (Image Signal Processor), \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u0434\u0430\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0434\u043e 32 \u041c\u043f. \u042d\u0442\u043e \u043d\u0435 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u0430\u044f \u0441\u043d\u043e\u0441\u043a\u0430 - \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u0437\u0440\u0435\u043d\u0438\u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e ISP \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u0432\u043b\u0438\u044f\u0435\u0442 \u043d\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432. ISP \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0448\u0443\u043c\u043e\u043f\u043e\u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435, \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u044e \u0437\u0430\u0442\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u0430, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0431\u0430\u043b\u0430\u043d\u0441 \u0431\u0435\u043b\u043e\u0433\u043e \u0438 \u0442\u043e\u043d\u043e\u0432\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 HDR \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e, \u0440\u0430\u0437\u0433\u0440\u0443\u0436\u0430\u044f \u044d\u0442\u0438 \u0434\u043e\u0440\u043e\u0433\u043e\u0441\u0442\u043e\u044f\u0449\u0438\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u0442 CPU \u0438 NPU.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6391ca elementor-widget elementor-widget-text-editor\" data-id=\"d6391ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043a\u0430\u043c\u0435\u0440\u044b \u043d\u0430 RK3588:<\/span><\/p><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041c\u0430\u043a\u0441 \u041b\u0435\u0439\u043d\u0441<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0422\u0438\u043f\u0438\u0447\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">MIPI CSI-2<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0414\u043e\u0440\u043e\u0436\u043a\u0438 4\u00d74<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041a\u0430\u043c\u0435\u0440\u044b \u0437\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0434\u0430\u0442\u0447\u0438\u043a\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 GigE<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">USB 3.0<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">2 \u043f\u043e\u0440\u0442\u0430<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041a\u0430\u043c\u0435\u0440\u044b USB3 Vision, \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 USB-\u043a\u0430\u043c\u0435\u0440\u044b<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">HDMI-\u0432\u0445\u043e\u0434<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1 \u043f\u043e\u0440\u0442<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041f\u043b\u0430\u0442\u044b \u0437\u0430\u0445\u0432\u0430\u0442\u0430, \u0430\u043d\u0430\u043b\u043e\u0433\u043e-\u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0439 \u0432\u0445\u043e\u0434<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">PCIe 3.0<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1\u00d74 \u0438\u043b\u0438 2\u00d72<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041a\u0430\u0434\u0440\u043e\u0432\u044b\u0435 \u0433\u0440\u0430\u0431\u0431\u0435\u0440\u044b CoaXPress \/ Camera Link<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0414\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0430 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043f\u0443\u0442\u044c - MIPI CSI-2. \u0427\u0435\u0442\u044b\u0440\u0435\u0445\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0435 MIPI-\u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e \u0434\u043e 4K@60 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443, \u0447\u0442\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0430 \u0437\u0430\u0434\u0430\u0447 \u043f\u043e\u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0410\u041e\u0418 \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0435\u0439.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a50902 elementor-widget elementor-widget-text-editor\" data-id=\"5a50902\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">NPU: \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0432\u044b\u0432\u043e\u0434\u0430<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440 NPU 6 TOPS \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044f\u0434\u0440\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f RK3588. \u041e\u043d \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435 INT4, INT8 \u0438 INT16 \u0434\u043b\u044f CNN \u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u043e\u0432, \u0430 \u0434\u043b\u044f \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043a \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043b\u043e\u0435\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d FP16. \u0412 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u0437\u0440\u0435\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435 INT8, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044e\u0449\u0435\u0435 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c, \u0431\u043b\u0438\u0437\u043a\u0443\u044e \u043a FP32, \u0438 4-8-\u043a\u0440\u0430\u0442\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><a href=\"https:\/\/tinycomputers.io\/posts\/rockchip-rk3588-npu-benchmarks.html\" target=\"_blank\" rel=\"noopener\">\u0420\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0438 \u043e\u0442 TinyComputers.io<\/a> \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e ResNet18 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 244 \u043a\u0430\u0434\u0440\/\u0441 \u0438 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u043e\u0439 4,09 \u043c\u0441 \u043d\u0430 NPU RK3588. \u0414\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 ResNet, \u044d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u0432\u044b\u0441\u043e\u043a\u043e\u0441\u043a\u043e\u0440\u043e\u0441\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438 \u0431\u0435\u0437 \u0432\u044b\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0434\u0440\u043e\u0432.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3890b93 elementor-widget elementor-widget-text-editor\" data-id=\"3890b93\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u041f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0430\u044f \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430 \u0438 \u043f\u0430\u043c\u044f\u0442\u0438<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u042f\u0434\u0440\u0430 Cortex-A76 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u043f\u0435\u0440\u0435\u0434\u0430\u043d\u044b \u0432 NPU: \u0434\u0435\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u043d\u0435 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435 (NMS), \u0443\u043f\u0430\u043a\u043e\u0432\u043a\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u041f\u041b\u041a \u0438\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438 SCADA. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u043d\u0430\u044f \u043e\u0434\u043d\u043e\u043f\u043e\u0442\u043e\u0447\u043d\u0430\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c A76 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438 (\u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 2,5-3 \u0440\u0430\u0437\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 Cortex-A72) \u0438\u043c\u0435\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u044d\u0442\u0438\u0445 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0430\u043c\u044f\u0442\u044c LPDDR4X \u0441 64-\u0431\u0438\u0442\u043d\u043e\u0439 \u0448\u0438\u043d\u043e\u0439 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u0443\u044e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0433\u043e \u0437\u0430\u0445\u0432\u0430\u0442\u0430 \u043a\u0430\u043c\u0435\u0440\u044b, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432\u044b\u0432\u043e\u0434\u043e\u0432 NPU \u0438 \u0432\u044b\u0432\u043e\u0434\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0431\u0435\u0437 \u0443\u0437\u043a\u0438\u0445 \u043c\u0435\u0441\u0442 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 - \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0434\u043b\u044f \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c \u043d\u0438\u0436\u043d\u0435\u0433\u043e \u0446\u0435\u043d\u043e\u0432\u043e\u0433\u043e \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b99abc elementor-widget elementor-widget-text-editor\" data-id=\"0b99abc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f RK3588: \u0420\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0430<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0421\u044b\u0440\u044b\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438 \u0438\u043c\u0435\u044e\u0442 \u043c\u0435\u043d\u044c\u0448\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0447\u0435\u043c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447. \u0412\u043e\u0442 \u0447\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5dfd9ac elementor-widget elementor-widget-text-editor\" data-id=\"5dfd9ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><a href=\"https:\/\/nyaspubs.onlinelibrary.wiley.com\/doi\/10.1111\/nyas.70156?af=R\" target=\"_blank\" rel=\"noopener\"><span style=\"font-size: 14pt;\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 2025 \u0433\u043e\u0434\u0430, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0432 \u0436\u0443\u0440\u043d\u0430\u043b\u0435 Annals of the New York Academy of Sciences<\/span><\/a><span style=\"font-size: 14pt;\">\u00a0\u043f\u0440\u043e\u0432\u0435\u043b\u0430 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0438\u043d\u0433 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f SMF-DETR, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u0434\u0448\u0438\u043f\u043d\u0438\u043a\u043e\u0432, \u043d\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 RK3588:<\/span><\/p><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041c\u0435\u0442\u0440\u0438\u043a\u0430<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">mAP@50<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">96.2%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">98.1%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">FPS \u043d\u0430 RK3588<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">58,1 \u041a\u0410\u0414\u0420\/\u0421<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">FPS \u043d\u0430 \u043d\u0430\u0441\u0442\u043e\u043b\u044c\u043d\u043e\u043c GPU<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">97,3 \u041a\u0410\u0414\u0420\/\u0421<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0423\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0431\u0430\u0437\u043e\u0432\u044b\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">37.1%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0421\u043d\u0438\u0436\u0435\u043d\u0438\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">57.7%<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">58 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u043d\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0439 \u043f\u043b\u0430\u0442\u0435, \u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u044e\u0449\u0435\u0439 \u043c\u0435\u043d\u0435\u0435 10 \u0412\u0442, \u043f\u0440\u0438 96,2% mAP - \u044d\u0442\u043e \u0436\u0438\u0437\u043d\u0435\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u0430\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u0434\u0448\u0438\u043f\u043d\u0438\u043a\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044f\u0445 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0835eca elementor-widget elementor-widget-image\" data-id=\"0835eca\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-1024x683.webp\" class=\"attachment-large size-large wp-image-10294\" alt=\"\" srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-1024x683.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-300x200.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-768x512.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-18x12.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart.webp 1536w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bf9772 elementor-widget elementor-widget-text-editor\" data-id=\"2bf9772\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\"><a href=\"https:\/\/www.nature.com\/articles\/s41598-025-16043-z\" target=\"_blank\" rel=\"noopener\">\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0432 \u0436\u0443\u0440\u043d\u0430\u043b\u0435 Scientific Reports (2025)<\/a>\u00a0\u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043a\u0430\u043d\u0430\u0442\u043e\u0432 \u043d\u0430 RK3588, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 \u043d\u0430 \u0431\u0430\u0437\u0435 MobileNetV3 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043b\u0438 RK3588 \u0432\u043c\u0435\u0441\u0442\u043e Jetson Nano \u0438\u043c\u0435\u043d\u043d\u043e \u0437\u0430 \u0431\u043e\u043b\u0435\u0435 \u0432\u044b\u0441\u043e\u043a\u0443\u044e \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u043f\u0440\u0438 \u0442\u043e\u0439 \u0436\u0435 \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u0434\u043e\u0441\u0442\u0438\u0447\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043d\u0430 \u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c, \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u0430, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u043e\u0441\u044c 20-30 \u043c\u0438\u043d\u0443\u0442.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c87a07 elementor-widget elementor-widget-text-editor\" data-id=\"6c87a07\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438 Vision<\/h3><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041c\u043e\u0434\u0435\u043b\u044c<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0417\u0430\u0434\u0430\u043d\u0438\u0435<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041b\u0430\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u044c<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">FPS<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">ResNet18<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">4,09 \u043c\u0441<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">244<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">YOLOv5s<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~18 \u043c\u0441<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~54<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">YOLOv8n<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~15 \u043c\u0441<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~65<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">MobileNetV2<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~5 \u043c\u0441<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~200<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">SMF-DETR (\u043f\u043e\u0434\u0448\u0438\u043f\u043d\u0438\u043a)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~17 \u043c\u0441<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">58.1<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">MobileNetV3 (\u043a\u0430\u043d\u0430\u0442)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~20 \u043c\u0441<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~50<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: \u042d\u0442\u0430\u043b\u043e\u043d\u044b TinyComputers.io; \u0410\u043d\u043d\u0430\u043b\u044b \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0441\u043a\u043e\u0439 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0438 \u043d\u0430\u0443\u043a (2025); Scientific Reports (2025)<\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb5c45c elementor-widget elementor-widget-text-editor\" data-id=\"fb5c45c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043d\u0430 RK3588<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u0430\u044f \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043d\u0430 RK3588 - \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u043f\u043b\u0430\u0442\u0430 \u0441 \u043a\u0430\u043c\u0435\u0440\u043e\u0439. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443, \u0432\u044b\u0432\u043e\u0434, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u0437\u0430\u0432\u043e\u0434\u0441\u043a\u0438\u043c\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-004d42a elementor-widget elementor-widget-text-editor\" data-id=\"004d42a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u043c\u044b\u0439 \u0441\u0442\u0435\u043a \u0434\u043b\u044f \u043f\u043e\u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0410\u041e\u0418<\/h3><div class=\"relative group\/copy bg-bg-000\/50 border-0.5 border-border-400 rounded-lg focus:outline-none focus-visible:ring-2 focus-visible:ring-accent-100\" tabindex=\"0\" role=\"group\" aria-label=\"\u041a\u043e\u0434\"><div class=\"overflow-x-auto\"><pre class=\"code-block__code !my-0 !rounded-lg !text-sm !leading-relaxed p-3.5\"><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0421\u043b\u043e\u0439 \u043a\u0430\u043c\u0435\u0440\u044b \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041a\u0430\u043c\u0435\u0440\u0430 MIPI CSI-2 \u0434\u043b\u044f \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0438 (2-12 \u041c\u043f) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0421\u0432\u0435\u0442\u043e\u0434\u0438\u043e\u0434\u043d\u0430\u044f \u043a\u043e\u043b\u044c\u0446\u0435\u0432\u0430\u044f \u043f\u043e\u0434\u0441\u0432\u0435\u0442\u043a\u0430 \u0441 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u0441\u0442\u0440\u043e\u0431\u043e\u0441\u043a\u043e\u043f\u0430 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Raw Bayer \/ YUV<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 (\u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0428\u0443\u043c\u043e\u043f\u043e\u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435, \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0442\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u0430 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0414\u0435\u043c\u043e\u0437\u0430\u0438\u043a\u0430, \u0431\u0430\u043b\u0430\u043d\u0441 \u0431\u0435\u043b\u043e\u0433\u043e, HDR \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 (RGB\/YUV)<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 (CPU \/ A76) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u0430, \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u043e\u0431\u0440\u0435\u0437\u043a\u0430 ROI \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041c\u043d\u043e\u0433\u043e\u043f\u043e\u0442\u043e\u0447\u043d\u044b\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0447\u0435\u0440\u0435\u0437 V4L2 + OpenCV \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0422\u0435\u043d\u0437\u043e\u0440 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u044b\u0432\u043e\u0434\u0430<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 NPU Inference Layer \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 RKNN-Toolkit2 runtime \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c INT8 (YOLOv8 \/ ResNet \/ DETR) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 SCHED_FIFO \u0434\u043b\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \/ \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u043c\u043a\u0438<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041f\u043e\u0441\u0442\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 (\u0426\u041f) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041d\u041c\u0421, \u043f\u043e\u0440\u043e\u0433 \u0434\u043e\u0432\u0435\u0440\u0438\u044f, \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0421\u0438\u0433\u043d\u0430\u043b \u043e \u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0438\/\u043d\u0435\u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0438 + \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u0445<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0417\u0430\u0432\u043e\u0434\u0441\u043a\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0422\u0440\u0438\u0433\u0433\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 GPIO \u2192 \u041f\u0440\u0438\u0432\u043e\u0434 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Modbus TCP \/ OPC-UA \u2192 SCADA \/ MES \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 MQTT \u2192 \u0430\u0433\u0440\u0435\u0433\u0430\u0446\u0438\u044f \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><\/pre><\/div><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u042d\u0442\u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043e\u0434\u043d\u043e\u0439 \u043f\u043b\u0430\u0442\u0435 RK3588. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432, \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0432\u044b\u0437\u043e\u0432\u043e\u0432, \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u0435\u0434\u0438\u043d\u044b\u0445 \u0442\u043e\u0447\u0435\u043a \u043e\u0442\u043a\u0430\u0437\u0430 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u0441\u0430\u043c\u043e\u0439 \u043f\u043b\u0430\u0442\u044b.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9e9819 elementor-widget elementor-widget-image\" data-id=\"b9e9819\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" data-src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-1024x576.webp\" class=\"attachment-large size-large wp-image-10293 lazyload\" alt=\"\" data-srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-1024x576.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-300x169.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-768x432.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-1536x864.webp 1536w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-18x10.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram.webp 1672w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35f5015 elementor-widget elementor-widget-text-editor\" data-id=\"35f5015\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>V4L2 (Video for Linux 2):<\/strong> \u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u044f\u0434\u0440\u0430 \u0434\u043b\u044f \u0437\u0430\u0445\u0432\u0430\u0442\u0430 \u043a\u0430\u043c\u0435\u0440 \u0432 Linux. BSP RK3588 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u044b V4L2 \u0434\u043b\u044f \u043a\u0430\u043c\u0435\u0440 MIPI CSI, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b \u043a\u0430\u0434\u0440\u043e\u0432 \u0441 \u043d\u0438\u0437\u043a\u043e\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0441\u0442\u0443\u043f\u0430\u044e\u0442 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u044b\u0432\u043e\u0434\u043e\u0432.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>RKNN-Toolkit2:<\/strong> SDK \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043e\u0442 Rockchip. \u0417\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438\u0437 TensorFlow, PyTorch (\u0447\u0435\u0440\u0435\u0437 ONNX), Caffe \u0438 MXNet \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 RKNN, \u0441 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f INT8 \u0438 API \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0432\u044b\u0432\u043e\u0434\u043e\u0432 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>OpenCV:<\/strong> \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438. \u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0441\u0440\u0435\u0434\u0430\u0445 RK3588 Debian\/Ubuntu.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>GStreamer:<\/strong> \u0414\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u043c \u0438\u0437 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043a\u0430\u043c\u0435\u0440, \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0433\u043e \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0432\u0438\u0434\u0435\u043e \u0438 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0433\u043e \u0437\u0430\u0445\u0432\u0430\u0442\u0430 \u0438\u0437 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-895f668 elementor-widget elementor-widget-text-editor\" data-id=\"895f668\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0444\u0438\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 RK3588 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0433\u0440\u0443\u043f\u043f\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u041f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0433\u0434\u0435 \u043e\u043d \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442, \u0430 \u0433\u0434\u0435 \u043d\u0435\u0442, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0442\u044c \u043d\u0435\u0434\u0435\u043b\u0438 \u0443\u0441\u0438\u043b\u0438\u0439 \u043f\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31b0f5b elementor-widget elementor-widget-text-editor\" data-id=\"31b0f5b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u2705 \u0421\u0438\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u0435\u0433\u0430\u043d\u0438\u0435: \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u044f\u043d\u044b\u0445 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0439 \u043f\u0435\u0447\u0430\u0442\u043d\u044b\u0445 \u043f\u043b\u0430\u0442, \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0446\u0430\u0440\u0430\u043f\u0438\u043d \u043d\u0430 \u043c\u0435\u0442\u0430\u043b\u043b\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044f\u0445, \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438 \u043b\u0438\u0442\u044c\u0435 \u043f\u043b\u0430\u0441\u0442\u043c\u0430\u0441\u0441 \u043f\u043e\u0434 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0442\u0435\u043a\u0441\u0442\u0438\u043b\u044c\u043d\u044b\u0445 \u0442\u043a\u0430\u043d\u0435\u0439 - \u0432\u0441\u0435 \u043e\u043d\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 CNN \u0438\u043b\u0438 \u043b\u0435\u0433\u043a\u0438\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f 2D-\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u0447\u0435\u0442\u043a\u043e \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435 INT8 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0441 \u0447\u0430\u0441\u0442\u043e\u0442\u043e\u0439 \u043a\u0430\u0434\u0440\u043e\u0432, \u0432\u043f\u043e\u043b\u043d\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c NPU RK3588.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S259012302502506X\" target=\"_blank\" rel=\"noopener\">\u0412\u0441\u0435\u043e\u0431\u044a\u0435\u043c\u043b\u044e\u0449\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 2025 \u0433\u043e\u0434\u0430 \u0432 ScienceDirect<\/a>\u00a082 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044e \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043d\u0430 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u043f\u0435\u0447\u0430\u0442\u043d\u044b\u0445 \u043f\u043b\u0430\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0442, \u0447\u0442\u043e <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/en.wikipedia.org\/wiki\/Automated_optical_inspection\" target=\"_blank\" rel=\"noopener\">\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u043f\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c (AOI)<\/a> \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u043c\u0438\u043d\u0438\u0440\u0443\u044e\u0449\u0438\u043c \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u043c \u0432 SMT-\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 - \u0438 \u0447\u0442\u043e \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0449\u0438\u0435 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u043e\u043b\u044e \u0440\u044b\u043d\u043a\u0430 56%, \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. RK3588 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u044d\u0442\u0438\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u043d\u0430 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0439 \u0434\u043b\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32e5621 elementor-widget elementor-widget-text-editor\" data-id=\"32e5621\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u2705 \u0421\u0438\u043b\u044c\u043d\u0430\u044f \u043f\u043e\u0441\u0430\u0434\u043a\u0430: \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u0441\u0447\u0435\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0444\u0430\u0440\u043c\u0430\u0446\u0435\u0432\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0431\u043b\u0438\u0441\u0442\u0435\u0440\u043d\u044b\u0445 \u0443\u043f\u0430\u043a\u043e\u0432\u043e\u043a (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0442\u0430\u0431\u043b\u0435\u0442\u043e\u043a, \u0441\u043b\u043e\u043c\u0430\u043d\u043d\u044b\u0435 \u0442\u0430\u0431\u043b\u0435\u0442\u043a\u0438), \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 \u043f\u0438\u0442\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\u043b\u0438\u0447\u0438\u044f\/\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u043d\u0430 \u0441\u0431\u043e\u0440\u043e\u0447\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u044f\u0445 - \u0432\u0441\u0435 \u044d\u0442\u043e \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432, \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0438 YOLOv5\/v8 \u0441 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e INT8 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044e\u0442 50-65 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u043d\u0430 RK3588, \u0447\u0442\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043b\u0438\u043d\u0438\u0439, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0445 \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e \u0434\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u043e\u0442\u0435\u043d \u0434\u0435\u0442\u0430\u043b\u0435\u0439 \u0432 \u043c\u0438\u043d\u0443\u0442\u0443.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38ab707 elementor-widget elementor-widget-text-editor\" data-id=\"38ab707\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u2705 \u0421\u0438\u043b\u044c\u043d\u0430\u044f \u043f\u043e\u0441\u0430\u0434\u043a\u0430: \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u0432 (\u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0432\u0438\u0434\u0435\u043d\u0438\u044f)<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0437\u0430\u0437\u043e\u0440\u043e\u0432 \u0438 \u0432\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0430\u043c\u0435\u0440\u044b + \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043a\u0440\u0430\u0435\u0432 (\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f Canny, Hough) \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 \u044f\u0434\u0440\u0430\u0445 CPU, \u0430 NPU \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0432\u0441\u0435 \u0448\u0430\u0433\u0438 \u043f\u043e \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0437\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c4b13e elementor-widget elementor-widget-text-editor\" data-id=\"4c4b13e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u26a0\ufe0f \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0435\u0439: \u041c\u043d\u043e\u0433\u043e\u043a\u0430\u043c\u0435\u0440\u043d\u044b\u0439 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043c\u043e\u0442\u0440<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041d\u0430 \u043e\u0434\u043d\u043e\u043c RK3588 \u043c\u043e\u0436\u043d\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c 4-8 \u0443\u0437\u043b\u043e\u0432 \u043e\u0441\u043c\u043e\u0442\u0440\u0430 \u043a\u0430\u043c\u0435\u0440 \u043f\u0440\u0438 \u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430: \u0443\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u0430\u043c\u0435\u0440\u0443 (720P \u043f\u0440\u043e\u0442\u0438\u0432 4K), \u0434\u0440\u043e\u0441\u0441\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043a\u0430\u0434\u0440\u043e\u0432 \u0434\u043e 15-20 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u043d\u0430 \u043f\u043e\u0442\u043e\u043a \u0438 \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 NPU \u0441 \u043c\u0443\u043b\u044c\u0442\u0438\u043f\u043b\u0435\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438. \u041f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0431\u043e\u043b\u0435\u0435 8 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0442\u043e\u043a\u043e\u0432 \u0441 \u043f\u043e\u043b\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043b\u0443\u0447\u0448\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044c.<\/span><\/p><h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u274c \u041d\u0435 \u0442\u043e, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e: \u0421\u0443\u0431\u043c\u0438\u043a\u0440\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u043e\u043b\u0443\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u043e\u0432<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0418\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u044f \u043f\u043b\u0430\u0441\u0442\u0438\u043d, \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043d\u0430 \u043d\u0430\u043d\u043e\u043c\u0435\u0442\u0440\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435 \u0438 \u0441\u0448\u0438\u0432\u0430\u043d\u0438\u0435 \u043c\u043d\u043e\u0433\u043e\u0433\u0438\u0433\u0430\u043f\u0438\u043a\u0441\u0435\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u0443\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u043e\u0432 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043c\u0435\u0442\u0440\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f (\u0432\u044b\u0441\u043e\u043a\u043e\u043a\u043b\u0430\u0441\u0441\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b Teledyne, KLA, Keyence) \u0438\u043b\u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u043a\u043b\u0430\u0441\u0441\u0430 GPU. RK3588 \u043d\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u044d\u0442\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-218c0d1 elementor-widget elementor-widget-text-editor\" data-id=\"218c0d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RKNN-Toolkit2: \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043d\u0430 RK3588<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043d\u0430 RK3588 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u0442\u0440\u0435\u0445 \u044d\u0442\u0430\u043f\u043e\u0432. \u041f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u044d\u0442\u0430\u043f\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0442\u0438\u0442\u044c \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2524bc5 elementor-widget elementor-widget-text-editor\" data-id=\"2524bc5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u042d\u0442\u0430\u043f 1: \u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 (\u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f)<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041e\u0431\u0443\u0447\u0438\u0442\u0435 \u0441\u0432\u043e\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 PyTorch, TensorFlow \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u043c \u0432\u0430\u043c\u0438 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0442\u0430\u043d\u0446\u0438\u0438 \u0441 GPU. \u0414\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043d\u0430\u0447\u043d\u0438\u0442\u0435 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440: YOLOv8n \u0438\u043b\u0438 YOLOv8s \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f, MobileNetV3 \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 EfficientDet-lite \u0434\u043b\u044f \u043c\u043d\u043e\u0433\u043e\u043a\u043b\u0430\u0441\u0441\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442, \u043d\u043e \u043b\u044e\u0431\u043e\u0439 \u0441\u043b\u043e\u0439, \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0439 NPU RKNN, \u0432\u0435\u0440\u043d\u0435\u0442\u0441\u044f \u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043d\u0430 CPU - \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u0441\u043f\u0438\u0441\u043e\u043a \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u043e\u0432 RKNN, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u043e\u0431\u044b\u0447\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0431\u043b\u043e\u043a\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-881ad1e elementor-widget elementor-widget-text-editor\" data-id=\"881ad1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u042d\u0442\u0430\u043f 2: \u041a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 (RKNN-Toolkit2, \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f)<\/h3><div class=\"relative group\/copy bg-bg-000\/50 border-0.5 border-border-400 rounded-lg focus:outline-none focus-visible:ring-2 focus-visible:ring-accent-100\" tabindex=\"0\" role=\"group\" aria-label=\"\u043a\u043e\u0434 python\"><div class=\"overflow-x-auto\"><pre class=\"code-block__code !my-0 !rounded-lg !text-sm !leading-relaxed p-3.5\"><span style=\"font-size: 14pt;\"><code class=\"language-python\"><span class=\"token token\">\u0441 \u0441\u0430\u0439\u0442\u0430<\/span> rknn<span class=\"token token\">.<\/span>api <span class=\"token token\">\u0438\u043c\u043f\u043e\u0440\u0442<\/span> RKNN\n\nrknn <span class=\"token token\">=<\/span> RKNN<span class=\"token token\">(<\/span>verbose<span class=\"token token\">=<\/span><span class=\"token token\">\u041f\u0440\u0430\u0432\u0434\u0430<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 ONNX<\/span>\nrknn<span class=\"token token\">.<\/span>load_onnx<span class=\"token token\">(<\/span>\u043c\u043e\u0434\u0435\u043b\u044c<span class=\"token token\">=<\/span><span class=\"token token\">'.\/defect_detector.onnx'<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f<\/span>\nrknn<span class=\"token token\">.<\/span>\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f<span class=\"token token\">(<\/span>\u0441\u0440\u0435\u0434\u043d\u0438\u0435_\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f<span class=\"token token\">=<\/span><span class=\"token token\">[<\/span><span class=\"token token\">[<\/span><span class=\"token token\">123.675<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">116.28<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">103.53<\/span><span class=\"token token\">]<\/span><span class=\"token token\">]<\/span><span class=\"token token\">,<\/span>\n            std_values<span class=\"token token\">=<\/span><span class=\"token token\">[<\/span><span class=\"token token\">[<\/span><span class=\"token token\">58.395<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">57.12<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">57.375<\/span><span class=\"token token\">]<\/span><span class=\"token token\">]<\/span><span class=\"token token\">,<\/span>\n            \u0446\u0435\u043b\u0435\u0432\u0430\u044f_\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430<span class=\"token token\">=<\/span><span class=\"token token\">'rk3588'<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\">\u041f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0435 # \u0441 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435\u043c INT8<\/span>\nrknn<span class=\"token token\">.<\/span>\u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c<span class=\"token token\">(<\/span>\u0434\u0435\u043b\u0430\u0442\u044c_\u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435<span class=\"token token\">=<\/span><span class=\"token token\">\u041f\u0440\u0430\u0432\u0434\u0430<\/span><span class=\"token token\">,<\/span> \n           \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445<span class=\"token token\">=<\/span><span class=\"token token\">'.\/calibration_dataset.txt'<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># \u042d\u043a\u0441\u043f\u043e\u0440\u0442\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c RKNN<\/span>\nrknn<span class=\"token token\">.<\/span>export_rknn<span class=\"token token\">(<\/span><span class=\"token token\">'.\/defect_detector.rknn'<\/span><span class=\"token token\">)<\/span><\/code><\/span><\/pre><\/div><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041d\u0430\u0431\u043e\u0440 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 (\u0432 <span style=\"color: #ff0000;\"><code class=\"bg-text-200\/5 border border-0.5 border-border-300 text-danger-000 whitespace-pre-wrap rounded-[0.4rem] px-1 py-px text-[0.9rem]\">dataset.txt<\/code><\/span> \u0444\u0430\u0439\u043b, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 100-300 \u0440\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439) \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0432\u0430\u0436\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0432\u0435\u0441\u044c \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d \u0443\u0441\u043b\u043e\u0432\u0438\u0439 \u043e\u0441\u0432\u0435\u0449\u0435\u043d\u0438\u044f, \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0438 \u0438 \u0442\u0438\u043f\u043e\u0432 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0441 \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u0441\u0442\u043e\u043b\u043a\u043d\u0435\u0442\u0441\u044f \u0432\u0430\u0448\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430. \u041a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0441 \u043d\u0438\u0437\u043a\u0438\u043c \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u0441\u043b\u0435 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8efba4b elementor-widget elementor-widget-text-editor\" data-id=\"8efba4b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u042d\u0442\u0430\u043f 3: \u0432\u044b\u0432\u043e\u0434\u044b \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 (RK3588)<\/h3><div class=\"relative group\/copy bg-bg-000\/50 border-0.5 border-border-400 rounded-lg focus:outline-none focus-visible:ring-2 focus-visible:ring-accent-100\" tabindex=\"0\" role=\"group\" aria-label=\"\u043a\u043e\u0434 python\"><div class=\"overflow-x-auto\"><pre class=\"code-block__code !my-0 !rounded-lg !text-sm !leading-relaxed p-3.5\"><code class=\"language-python\"><span class=\"token token\"><span style=\"font-size: 14pt;\">\u0441 \u0441\u0430\u0439\u0442\u0430<\/span><\/span><span style=\"font-size: 14pt;\"> rknnlite<span class=\"token token\">.<\/span>api <span class=\"token token\">\u0438\u043c\u043f\u043e\u0440\u0442<\/span> RKNNLite\n\nrknn_lite <span class=\"token token\">=<\/span> RKNNLite<span class=\"token token\">(<\/span><span class=\"token token\">)<\/span>\nrknn_lite<span class=\"token token\">.<\/span>load_rknn<span class=\"token token\">(<\/span><span class=\"token token\">'.\/defect_detector.rknn'<\/span><span class=\"token token\">)<\/span>\nrknn_lite<span class=\"token token\">.<\/span>\u0432\u0440\u0435\u043c\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f<span class=\"token token\">(<\/span>core_mask<span class=\"token token\">=<\/span>RKNNLite<span class=\"token token\">.<\/span>NPU_CORE_ALL<span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># \u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u043f\u0440\u043e\u0431\u0435\u0433\u0443<\/span>\n\u0432\u044b\u0445\u043e\u0434\u044b <span class=\"token token\">=<\/span> rknn_lite<span class=\"token token\">.<\/span>\u0432\u044b\u0432\u043e\u0434<span class=\"token token\">(<\/span>\u0432\u0445\u043e\u0434\u044b<span class=\"token token\">=<\/span><span class=\"token token\">[<\/span>\u043f\u0440\u0435\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435_\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435<span class=\"token token\">]<\/span><span class=\"token token\">)<\/span><\/span><\/code><\/pre><\/div><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u043f\u043e\u0442\u043e\u043a \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0430 <code class=\"bg-text-200\/5 border border-0.5 border-border-300 text-danger-000 whitespace-pre-wrap rounded-[0.4rem] px-1 py-px text-[0.9rem]\">SCHED_FIFO<\/code> \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u0432 Linux, \u0447\u0442\u043e\u0431\u044b \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0440\u043e\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044f, \u0447\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u0432\u0430\u0436\u043d\u043e, \u043a\u043e\u0433\u0434\u0430 \u0432\u0430\u0448\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0438\u043c\u0435\u0435\u0442 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430\u043c, \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u043a \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e93db89 elementor-widget elementor-widget-text-editor\" data-id=\"e93db89\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u0421 \u0444\u0430\u0431\u0440\u0438\u043a\u0438: \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>\u0420\u0430\u0441\u0441\u043a\u0430\u0437 \u043e\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043b\u0438\u0446\u0430 \u0438\u0437 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 ieeker.<\/em><\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041a\u043b\u0438\u0435\u043d\u0442, \u0441\u043e\u0437\u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u0430\u044f\u043d\u044b\u0445 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0439 \u043d\u0430 \u043b\u0438\u043d\u0438\u0438 \u0441\u0431\u043e\u0440\u043a\u0438 \u043f\u0435\u0447\u0430\u0442\u043d\u044b\u0445 \u043f\u043b\u0430\u0442, \u043f\u0440\u0438\u0448\u0435\u043b \u043a \u043d\u0430\u043c \u0441 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e PyTorch - \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 ResNet50, \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u043c \u043d\u0430 15 000 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u0430\u044f\u043d\u044b\u0445 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0438\u0433\u0448\u0438\u043c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 94,2% \u043d\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u043c \u043d\u0430\u0431\u043e\u0440\u0435. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430: \u043f\u043e\u0441\u043b\u0435 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f INT8 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e RKNN-Toolkit2 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0443\u043f\u0430\u043b\u0430 \u0434\u043e 76,8%. \u041f\u043e\u0440\u043e\u0433 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b \u043c\u0438\u043d\u0438\u043c\u0443\u043c 91%. \u041f\u0440\u0438 76,8% \u043f\u0440\u043e\u0446\u0435\u043d\u0442 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0431\u0440\u0430\u043a\u0430 \u043d\u0430 \u0445\u043e\u0440\u043e\u0448\u0438\u0445 \u043f\u043b\u0430\u0442\u0430\u0445 \u0431\u044b\u043b \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435\u043f\u0440\u0438\u0435\u043c\u043b\u0435\u043c - \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043b\u0438\u043d\u0438\u0438 \u0438\u0437-\u0437\u0430 \u043d\u0435\u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0431\u0440\u0430\u043a\u0430 \u043e\u0431\u0445\u043e\u0434\u0438\u043b\u0430\u0441\u044c \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u043b\u0430 \u043e\u0442\u043b\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0430.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041c\u044b \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u0432 \u0434\u0432\u0443\u0445 \u0447\u0430\u0441\u0442\u044f\u0445. \u0412\u043e-\u043f\u0435\u0440\u0432\u044b\u0445, \u043d\u0430\u0431\u043e\u0440 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u043e\u0441\u0442\u043e\u044f\u043b \u0438\u0437 60 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 - \u0432\u0441\u0435 \u043e\u043d\u0438 \u0431\u044b\u043b\u0438 \u0441\u0434\u0435\u043b\u0430\u043d\u044b \u043f\u0440\u0438 \u043e\u0434\u043d\u043e\u043c \u0438 \u0442\u043e\u043c \u0436\u0435 \u043e\u0441\u0432\u0435\u0449\u0435\u043d\u0438\u0438 \u0432 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u0432\u0440\u0435\u043c\u044f \u0441\u0443\u0442\u043e\u043a. \u041d\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u0431\u044b\u043b\u043e \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0438\u043d\u0442\u0435\u043d\u0441\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043e\u0441\u0432\u0435\u0449\u0435\u043d\u0438\u044f \u0441\u0432\u0435\u0442\u043e\u0434\u0438\u043e\u0434\u0430\u043c\u0438 \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0430\u043d\u0446\u0438\u044f\u0445 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f, \u0438 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0438 \u044d\u0442\u0443 \u0432\u0430\u0440\u0438\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c. \u0412\u043e-\u0432\u0442\u043e\u0440\u044b\u0445, \u0434\u0432\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0441\u043b\u043e\u044f ResNet50 \u043d\u0430\u043a\u0430\u043f\u043b\u0438\u0432\u0430\u043b\u0438 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0438\u0445 \u0432\u0435\u0441\u043e\u0432\u044b\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0431\u044b\u043b\u0438 \u043d\u0435\u043e\u0431\u044b\u0447\u0430\u0439\u043d\u043e \u0448\u0438\u0440\u043e\u043a\u0438\u043c\u0438 - \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430, \u0441 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 INT8 \u0431\u043e\u0440\u0435\u0442\u0441\u044f.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u043b\u043e\u0441\u044c \u0432 \u0434\u0432\u0443\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u0445. \u041c\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u043b\u0438 \u043d\u0430\u0431\u043e\u0440 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043e 280 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u0441\u044d\u043c\u043f\u043b\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u0441\u0435 \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043e\u0441\u0432\u0435\u0449\u0435\u043d\u0438\u044f \u0432 \u0440\u0430\u0432\u043d\u043e\u0439 \u043f\u0440\u043e\u043f\u043e\u0440\u0446\u0438\u0438, \u043f\u043b\u044e\u0441 40 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0441 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0435\u0434\u043e\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u043c \u043d\u0430\u0431\u043e\u0440\u0435 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u041c\u044b \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b\u0438 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043e \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e: \u043f\u0435\u0440\u0432\u044b\u0435 48 \u0441\u043b\u043e\u0435\u0432 \u0432 INT8, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0434\u0432\u0430 \u0441\u043b\u043e\u044f FC \u0432 FP16. RKNN-Toolkit2 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0434\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0435\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u0447\u043d\u043e\u043c \u043d\u0430\u0431\u043e\u0440\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430\u0441\u044c \u0434\u043e 91,7%. \u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 31 \u043c\u0441 \u043d\u0430 \u043a\u0430\u0434\u0440 - \u0432 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c \u0431\u044e\u0434\u0436\u0435\u0442\u0430 \u0432 40 \u043c\u0441 \u0434\u043b\u044f \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0431\u044b\u043b\u0430 \u0437\u0430\u043f\u0443\u0449\u0435\u043d\u0430 \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0447\u0435\u0440\u0435\u0437 \u0448\u0435\u0441\u0442\u044c \u0434\u043d\u0435\u0439 \u043f\u043e\u0441\u043b\u0435 \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438. \u0417\u0430 \u0442\u0440\u0438 \u043c\u0435\u0441\u044f\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043b\u043e\u0436\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b 0,4%, \u0447\u0442\u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u043c\u0443 \u043f\u043e\u0440\u043e\u0433\u0443 \u0432 0,5%.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0423\u0440\u043e\u043a: \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f INT8 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e\u043c \u0432\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. \u041e\u043d\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u0435\u0439 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u043e\u044f. \u0418 \u0442\u043e, \u0438 \u0434\u0440\u0443\u0433\u043e\u0435 \u043f\u043e\u0434\u0434\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044e, \u0438 \u0434\u043b\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u0437\u0430\u0434\u0430\u0447 \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0437\u043d\u0430\u043d\u0438\u044f \u0443\u0441\u043b\u043e\u0432\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-824d5b1 elementor-widget elementor-widget-image\" data-id=\"824d5b1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" data-src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-1024x683.webp\" class=\"attachment-large size-large wp-image-10295 lazyload\" alt=\"\u0418\u043d\u0436\u0435\u043d\u0435\u0440 \u043e\u0442\u043b\u0430\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f INT8 \u043d\u0430 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0439 Linux-\u0441\u0438\u0441\u0442\u0435\u043c\u0435 RK3588, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u043e\u0439 \u043a \u043a\u0430\u043c\u0435\u0440\u0435 \u0434\u043b\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u0430\u044f\u043d\u044b\u0445 \u0448\u0432\u043e\u0432 \u043f\u0435\u0447\u0430\u0442\u043d\u044b\u0445 \u043f\u043b\u0430\u0442 \u0432 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0439 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438\" data-srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-1024x683.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-300x200.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-768x512.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-18x12.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection.webp 1536w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/534;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-569410f elementor-widget elementor-widget-text-editor\" data-id=\"569410f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u041f\u0440\u0438\u043c\u0435\u0440 \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u0442\u0430\u043b\u0435\u0439 \u0430\u0432\u0442\u043e\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0448\u0442\u0430\u043c\u043f\u043e\u0432\u043a\u0438<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>\u0420\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f RK3588, 6-\u043a\u0430\u043c\u0435\u0440\u043d\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f, \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a \u0430\u0432\u0442\u043e\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0442\u0435\u0445\u043d\u0438\u043a\u0438 \u0443\u0440\u043e\u0432\u043d\u044f Tier 1.<\/em><\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0412 \u043d\u0430\u0447\u0430\u043b\u0435 2025 \u0433\u043e\u0434\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a \u0430\u0432\u0442\u043e\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0442\u0435\u0445\u043d\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f \u0437\u0430\u043a\u043b\u044e\u0447\u0438\u043b \u0441 \u043d\u0430\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0437\u0430\u043c\u0435\u043d\u0443 \u0441\u0442\u0430\u043d\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0430 \u0431\u0430\u0437\u0435 \u041f\u041a \u043d\u0430 \u043b\u0438\u043d\u0438\u0438 \u0448\u0442\u0430\u043c\u043f\u043e\u0432\u043e\u0447\u043d\u043e\u0433\u043e \u043f\u0440\u0435\u0441\u0441\u0430 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c. \u0412 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f \u043d\u0430\u0441\u0442\u043e\u043b\u044c\u043d\u044b\u0439 \u041f\u041a \u043f\u043e\u0434 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u041e\u0421 Windows \u0438 \u043a\u0430\u043c\u0435\u0440\u0430 USB3 Vision \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u043c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435\u043c \u0434\u043b\u044f \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u0438 \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u0430 \u0441\u0438\u0441\u0442\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u044b: \u041f\u041a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0435\u0436\u0435\u043a\u0432\u0430\u0440\u0442\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u044f, \u041e\u0421 Windows \u0432\u043d\u043e\u0441\u0438\u043b\u0430 \u043d\u0435\u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0443\u0435\u043c\u044b\u0435 \u0441\u043a\u0430\u0447\u043a\u0438 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 \u043f\u0440\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0430 \u043e\u0431\u0449\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043d\u0430 \u043e\u0434\u043d\u0443 \u0441\u0442\u0430\u043d\u0446\u0438\u044e \u0431\u044b\u043b\u0430 \u043d\u0435\u043f\u043e\u043c\u0435\u0440\u043d\u043e \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u0434\u043b\u044f \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 12 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0441\u0441\u043e\u0432\u044b\u0445 \u043b\u0438\u043d\u0438\u0439.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u043c\u0435\u043d\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u043d\u044b\u0445 \u0446\u0430\u0440\u0430\u043f\u0438\u043d, \u0441\u043b\u0435\u0434\u043e\u0432 \u0434\u0435\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438 \u043c\u0430\u0441\u043b\u044f\u043d\u044b\u0445 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u0435\u043d\u0438\u0439 \u043d\u0430 \u0448\u0442\u0430\u043c\u043f\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u043a\u0440\u043e\u043d\u0448\u0442\u0435\u0439\u043d\u0430\u0445 \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 30 \u0434\u0435\u0442\u0430\u043b\u0435\u0439 \u0432 \u043c\u0438\u043d\u0443\u0442\u0443, \u0441 \u043d\u0443\u043b\u0435\u0432\u044b\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u043b\u043e\u0436\u043d\u043e\u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043f\u0440\u0438 \u0442\u0440\u0435\u0449\u0438\u043d\u0430\u0445 \u0448\u0438\u0440\u0438\u043d\u043e\u0439 \u0431\u043e\u043b\u0435\u0435 0,3 \u043c\u043c \u0438 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u043e\u043c \u043b\u043e\u0436\u043d\u043e\u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043c\u0435\u043d\u0435\u0435 2%.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041c\u044b \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0437\u0430\u043c\u0435\u043d\u044b \u043d\u0430 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u043c SBC ieeker RK3588 \u0441 5-\u041c\u043f MIPI-\u043a\u0430\u043c\u0435\u0440\u043e\u0439 \u0434\u043b\u044f \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0438, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0432\u0435\u0442\u043e\u0434\u0438\u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043b\u044c\u0446\u0435\u0432\u043e\u0439 \u043f\u043e\u0434\u0441\u0432\u0435\u0442\u043a\u043e\u0439 \u0441\u043e \u0441\u0442\u0440\u043e\u0431\u043e\u0441\u043a\u043e\u043f\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u0447\u0435\u0440\u0435\u0437 GPIO \u0438 \u0441\u0440\u0435\u0434\u043e\u0439 Debian Linux \u043f\u043e\u0434 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 YOLOv8s. \u041c\u043e\u0434\u0435\u043b\u044c \u0431\u044b\u043b\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0430 \u043d\u0430 8 200 \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u0445 \u0448\u0442\u0430\u043c\u043f\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0435\u0439 \u043a\u0440\u043e\u043d\u0448\u0442\u0435\u0439\u043d\u043e\u0432, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0432\u0441\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0438 \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u044b \u0441 \u0447\u0438\u0441\u0442\u043e\u0439 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c\u044e.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89123a0 elementor-widget elementor-widget-image\" data-id=\"89123a0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" data-src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-1024x683.webp\" class=\"attachment-large size-large wp-image-10296 lazyload\" alt=\"\" data-srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-1024x683.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-300x200.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-768x512.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-18x12.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station.webp 1536w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/534;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cccc360 elementor-widget elementor-widget-text-editor\" data-id=\"cccc360\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 60-\u0434\u043d\u0435\u0432\u043d\u043e\u0439 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438:<\/span><\/p><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041c\u0435\u0442\u0440\u0438\u043a\u0430<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0426\u0435\u043b\u044c<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0414\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0427\u0430\u0441\u0442\u043e\u0442\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0442\u0440\u0435\u0449\u0438\u043d (\u22650,3 \u043c\u043c)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">100%<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">100%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0421\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0446\u0430\u0440\u0430\u043f\u0438\u043d<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&gt;95%<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">97.3%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0427\u0430\u0441\u0442\u043e\u0442\u0430 \u043b\u043e\u0436\u043d\u044b\u0445 \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0439<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;2%<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1.1%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0412\u0440\u0435\u043c\u044f \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;2s\/part<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1,4 \u0441\/\u0448\u0442<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u043c\u0430\u044f \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;25W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">11.8W<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041d\u0435\u0437\u0430\u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0441\u0442\u043e\u0438 (60 \u0434\u043d\u0435\u0439)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;4 \u0447\u0430\u0441\u0430<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">0 \u0447\u0430\u0441\u043e\u0432<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c BOM \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439 \u043d\u0430 \u0431\u0430\u0437\u0435 \u041f\u041a<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">-<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0423\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u0435 67%<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0421\u043d\u0438\u0436\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 BOM 67% \u0441\u0442\u0430\u043b\u043e \u0442\u0435\u043c \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043b \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u043d\u0430 \u0432\u0441\u0435 13 \u043f\u0435\u0447\u0430\u0442\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u0439. \u041e\u0431\u0449\u0438\u0439 \u043e\u0431\u044a\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430: 13 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432, \u0432\u0441\u0435 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438 \u043e\u0431\u0440\u0430\u0437\u0430\u043c\u0438 Buildroot \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f OTA \u0447\u0435\u0440\u0435\u0437 SWUpdate. \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0430\u0445 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u0440\u043a\u0430 \u0431\u0435\u0437 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0430\u043d\u0446\u0438\u0438.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c5027e elementor-widget elementor-widget-text-editor\" data-id=\"8c5027e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RK3588 \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f<\/h2><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0418\u0418<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0437\u0440\u0435\u043d\u0438\u044f<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041c\u043e\u0449\u043d\u043e\u0441\u0442\u044c<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">\u041b\u0443\u0447\u0448\u0430\u044f \u043f\u043e\u0441\u0430\u0434\u043a\u0430<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>RK3588<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">6 TOPS NPU<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0414\u0432\u043e\u0439\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440, 32 \u041c\u043f, MIPI\u00d74<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">5-13W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0412\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0439 AOI, \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043a\u0430\u043c\u0435\u0440\u0430, \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043c\u0435\u0440\u043d\u044b\u0439 \u0443\u0437\u0435\u043b<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>Jetson Orin Nano<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">40 TOPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0439 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440, CSI\u00d72<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">7-15W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0421\u043b\u043e\u0436\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 CUDA<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>\u0425\u0430\u0439\u043b\u043e-8<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">26 TOPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0411\u0435\u0437 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 (\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0445\u043e\u0441\u0442 SoC)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">2.5-3W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0414\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044e \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>NXP i.MX 8M Plus<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">2.3 TOPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0414\u0432\u043e\u0439\u043d\u043e\u0439 ISP, MIPI\u00d72<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">3-5W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 IoT \u0441 \u043d\u0438\u0437\u043a\u0438\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>Raspberry Pi 5<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041d\u0435\u0442 NPU<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u041e\u0434\u0438\u043d\u043e\u0447\u043d\u044b\u0439 \u043a\u0440\u0438\u043c\u0438\u043d\u0430\u043b\u0438\u0441\u0442<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">5-8W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u0422\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430\/\u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0415\u0441\u043b\u0438 \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u0437\u0440\u0435\u043d\u0438\u0438, \u0442\u043e \u0434\u0432\u043e\u0439\u043d\u043e\u0439 ISP \u0438 4\u00d74-\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 MIPI \u0434\u0430\u044e\u0442 RK3588 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0434 \u0442\u0430\u043a\u0438\u043c\u0438 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u043c\u0438, \u043a\u0430\u043a Jetson Orin Nano, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u043c\u0435\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043c\u043e\u0449\u043d\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u0418\u0418, \u043d\u043e \u0431\u043e\u043b\u0435\u0435 \u0441\u043b\u0430\u0431\u044b\u0435 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u043a\u0430\u043c\u0435\u0440\u044b. \u0415\u0441\u043b\u0438 \u0432\u0430\u0448\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u043a\u0430\u043c\u0435\u0440\u044b \u0432 \u0432\u044b\u0441\u043e\u043a\u043e\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0438, ISP \u0438\u043c\u0435\u0435\u0442 \u0442\u0430\u043a\u043e\u0435 \u0436\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u043a\u0430\u043a \u0438 NPU.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.cognex.com\/\" target=\"_blank\" rel=\"noopener\">\u041a\u043e\u0440\u043f\u043e\u0440\u0430\u0446\u0438\u044f Cognex<\/a> \u0438 <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.keyence.com\/\" target=\"_blank\" rel=\"noopener\">\u041a\u043e\u0440\u043f\u043e\u0440\u0430\u0446\u0438\u044f Keyence<\/a> - \u0434\u0432\u0430 \u043a\u0440\u0443\u043f\u043d\u0435\u0439\u0448\u0438\u0445 \u043c\u0438\u0440\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f - \u043e\u0431\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0441\u043e\u0437\u0434\u0430\u044e\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u043a\u0430\u043c\u0435\u0440, \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u044b \u0432 \u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u043a\u0430\u043c\u0435\u0440\u044b. \u0412\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 \u0431\u0430\u0437\u0435 RK3588 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0444\u0438\u043b\u043e\u0441\u043e\u0444\u0438\u0438, \u043d\u043e \u0434\u0430\u044e\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0434\u0430\u0442\u0447\u0438\u043a\u043e\u0432, \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043e\u0432 \u0432\u0432\u043e\u0434\u0430\/\u0432\u044b\u0432\u043e\u0434\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u0441\u043c\u0430\u0440\u0442-\u043a\u0430\u043c\u0435\u0440\u0430\u0445.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1072066 elementor-widget elementor-widget-text-editor\" data-id=\"1072066\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u042f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043b\u0438 RK3588 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0435\u0439 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u043e\u0439 \u0434\u043b\u044f \u0432\u0430\u0448\u0435\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f?<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0412\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435\u0441\u044c \u044d\u0442\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u043c \u0441\u043f\u0438\u0441\u043a\u043e\u043c, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443:<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>RK3588 \u0445\u043e\u0440\u043e\u0448\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442, \u0435\u0441\u043b\u0438:<\/strong><\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u0412\u0430\u0448\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 CNN \u0438\u043b\u0438 \u043b\u0435\u0433\u043a\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438-\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u044b (\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b YOLOv5\/v8, ResNet, MobileNet, DETR).<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043e\u0434\u043d\u043e\u043f\u043b\u0430\u0442\u043d\u043e\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 + \u0432\u044b\u0432\u043e\u0434\u044b + \u0432\u0432\u043e\u0434\/\u0432\u044b\u0432\u043e\u0434.<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u0412\u0430\u0448\u0430 \u043a\u0430\u043c\u0435\u0440\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 MIPI CSI-2 \u0438\u043b\u0438 USB3 Vision<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u041c\u043e\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0435 \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u0435\u0442 15 \u0412\u0442 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0430\u0441\u0441\u0438\u0432\u043d\u043e\u0435 \u043e\u0445\u043b\u0430\u0436\u0434\u0435\u043d\u0438\u0435<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u0445 \u0435\u0434\u0438\u043d\u0438\u0446 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0439 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u044e BOM<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u0412\u0430\u0448\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 Python\/C++ \u0432 Linux<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0435 \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u0438 - 15 \u043c\u0441 \u0438\u043b\u0438 \u0432\u044b\u0448\u0435 \u043d\u0430 \u043a\u0430\u0434\u0440<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92c265d elementor-widget elementor-widget-text-editor\" data-id=\"92c265d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0435\u0441\u043b\u0438:<\/strong><\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u26a0\ufe0f \u0422\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e 12+ \u043f\u043e\u0442\u043e\u043a\u0430\u043c \u0441 \u043a\u0430\u043c\u0435\u0440 \u0432 \u043f\u043e\u043b\u043d\u043e\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0438.<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u26a0\ufe0f \u0412 \u0432\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u043d\u0435\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u043e\u0432 NPU (\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u044b, \u043e\u0442\u043d\u0438\u043c\u0430\u044e\u0449\u0438\u0435 \u043c\u043d\u043e\u0433\u043e \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f).<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u26a0\ufe0f \u0412\u0430\u043c \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0437\u0430 10 \u043c\u0441 \u0434\u043b\u044f \u043a\u043e\u043d\u0442\u0443\u0440\u043e\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0436\u0435\u0441\u0442\u043a\u043e\u0433\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438.<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u274c \u0421\u0443\u0431\u043c\u0438\u043a\u0440\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u043e\u043b\u043e\u0433\u0438\u044f \u0438\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043f\u043e\u043b\u0443\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u043f\u043b\u0430\u0441\u0442\u0438\u043d<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u274c \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 3D \u043e\u0431\u043b\u0430\u043a\u0430 \u0442\u043e\u0447\u0435\u043a \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 (\u0441\u043b\u0438\u044f\u043d\u0438\u0435 LiDAR)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u274c \u0421\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 FP32 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0443 (\u0431\u0435\u0437 \u0434\u043e\u043f\u0443\u0441\u043a\u0430 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f)<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-129a6ad elementor-widget elementor-widget-text-editor\" data-id=\"129a6ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u041f\u043b\u0430\u0442\u044b IEEKER RK3588 \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 SBC IEEKER RK3588 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442 BSP, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435:<\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u044b \u043a\u0430\u043c\u0435\u0440 V4L2 MIPI CSI-2 (\u043f\u0440\u043e\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0441 \u0441\u0435\u043d\u0441\u043e\u0440\u0430\u043c\u0438 Sony IMX415, IMX577, OV13850)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f RKNN-Toolkit2 \u043f\u0440\u0435\u0434\u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0430 \u043d\u0430 \u043e\u0431\u0440\u0430\u0437\u0430\u0445 Debian 12 \u0438 Ubuntu 22.04<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0442\u0440\u043e\u0431\u043e\u0441\u043a\u043e\u043f\u0430 GPIO \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0432\u0435\u0442\u043e\u0434\u0438\u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043b\u044c\u0446\u0435\u0432\u043e\u0439 \u043f\u043e\u0434\u0441\u0432\u0435\u0442\u043a\u043e\u0439<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043f\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a Modbus TCP \u0438 OPC-UA \u0434\u043b\u044f \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043a \u0437\u0430\u0432\u043e\u0434\u0441\u043a\u0438\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u0410\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0435 \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 H.265 \u0434\u043b\u044f \u0430\u0440\u0445\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u0438\u0434\u0435\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0431\u0435\u0437 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440<\/span><\/li><\/ul><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0414\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043f\u043e \u0438\u043d\u0434\u0438\u0432\u0438\u0434\u0443\u0430\u043b\u044c\u043d\u044b\u043c \u0437\u0430\u043a\u0430\u0437\u0430\u043c - \u0432\u044b\u0431\u043e\u0440 \u0434\u0430\u0442\u0447\u0438\u043a\u043e\u0432, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432, \u0440\u0430\u0437\u0432\u043e\u0434\u043a\u0430 \u043f\u043b\u0430\u0442 \u043f\u043e\u0434 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u043a\u0430\u043c\u0435\u0440 - \u043d\u0430\u0448\u0438 <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/ru\/custom-development-board-design-guide\/\" target=\"_blank\" rel=\"noopener\">\u0443\u0441\u043b\u0443\u0433\u0438 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0438\u043d\u0434\u0438\u0432\u0438\u0434\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u043b\u0430\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438<\/a> \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 BSP \u0438\u0437 \u043a\u043e\u043d\u0446\u0430 \u0432 \u043a\u043e\u043d\u0435\u0446.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0415\u0441\u043b\u0438 \u0432\u044b \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0435 RK3588 \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u0438, \u043e\u0437\u043d\u0430\u043a\u043e\u043c\u044c\u0442\u0435\u0441\u044c \u0441 \u043d\u0430\u0448\u0438\u043c\u0438 <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/ru\/rk3588-npu-performance-6-tops-edge-ai\/\" target=\"_blank\" rel=\"noopener\">\u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 NPU RK3588<\/a> \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0438\u043b\u0438 <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/ru\/contact-us\/\" target=\"_blank\" rel=\"noopener\">\u0441\u0432\u044f\u0436\u0438\u0442\u0435\u0441\u044c \u0441 \u043d\u0430\u0448\u0435\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u0432<\/a> \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u0441\u0443\u0434\u0438\u0442\u044c \u0432\u0430\u0448 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbda698 elementor-widget elementor-widget-heading\" data-id=\"fbda698\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0427\u0410\u0421\u0422\u041e \u0417\u0410\u0414\u0410\u0412\u0410\u0415\u041c\u042b\u0415 \u0412\u041e\u041f\u0420\u041e\u0421\u042b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-785654f elementor-widget elementor-widget-n-accordion\" data-id=\"785654f\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"\u0410\u043a\u043a\u043e\u0440\u0434\u0435\u043e\u043d. \u041e\u0442\u043a\u0440\u044b\u0432\u0430\u0439\u0442\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Enter \u0438\u043b\u0438 Space, \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Escape, \u0430 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0430\u0439\u0442\u0435\u0441\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043a\u043b\u0430\u0432\u0438\u0448 \u0441\u043e \u0441\u0442\u0440\u0435\u043b\u043a\u0430\u043c\u0438.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1260\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1260\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u041c\u043e\u0436\u0435\u0442 \u043b\u0438 RK3588 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u043a\u0430\u043c\u0435\u0440\u0430\u043c\u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0433\u043e \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e\u043b\u043e\u0442\u043d\u0430? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1260\" class=\"elementor-element elementor-element-3f9a88c e-con-full e-flex e-con e-child\" data-id=\"3f9a88c\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5b2108 elementor-widget elementor-widget-text-editor\" data-id=\"c5b2108\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">\u041a\u0430\u043c\u0435\u0440\u044b \u0441 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u043a\u043e\u0439 \u043e\u0431\u044b\u0447\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b Camera Link \u0438\u043b\u0438 CoaXPress, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0444\u0440\u0435\u0439\u043c-\u0433\u0440\u0430\u0431\u0431\u0435\u0440\u044b, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u043c\u044b\u0435 \u0447\u0435\u0440\u0435\u0437 PCIe. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 PCIe 3.0 \u0432 RK3588 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0435 \u0444\u0440\u0435\u0439\u043c-\u0433\u0440\u0430\u0431\u0431\u0435\u0440\u044b, \u043d\u043e \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 BSP \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u043a\u0430\u0440\u0442 \u0444\u0440\u0435\u0439\u043c-\u0433\u0440\u0430\u0431\u0431\u0435\u0440\u043e\u0432 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f. \u0414\u043b\u044f \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e\u043b\u043e\u0442\u043d\u0430 (\u043f\u043b\u0435\u043d\u043a\u0430, \u0442\u043a\u0430\u043d\u044c, \u0431\u0443\u043c\u0430\u0433\u0430), \u0441\u0432\u044f\u0436\u0438\u0442\u0435\u0441\u044c \u0441 \u043d\u0430\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u0441\u0443\u0434\u0438\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043e\u0432 \u0434\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1261\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1261\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u041a\u0430\u043a\u043e\u0435 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c RK3588 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1261\" class=\"elementor-element elementor-element-ccb380a e-con-full e-flex e-con e-child\" data-id=\"ccb380a\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aec7f2d elementor-widget elementor-widget-text-editor\" data-id=\"aec7f2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">ISP \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0441\u0435\u043d\u0441\u043e\u0440\u044b \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0434\u043e 32 \u041c\u043f. \u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\u0441\u043c\u043e\u0442\u0440\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 NPU \u043a \u0432\u044b\u0432\u043e\u0434\u0430\u043c: \u043f\u0440\u0438 4K (8MP) ISP \u043c\u043e\u0436\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u043a\u0430\u0434\u0440\u044b \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 NPU \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 60 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443. \u041f\u0440\u0438 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0438 12 \u041c\u043f \u0447\u0430\u0441\u0442\u043e\u0442\u0430 \u043a\u0430\u0434\u0440\u043e\u0432 \u043f\u0430\u0434\u0430\u0435\u0442, \u043d\u043e \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u0430\u0434\u0440\u0430 \u0432\u043f\u043e\u043b\u043d\u0435 \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0438\u043c\u0430 \u0434\u043b\u044f \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u044b\u0445 \u0446\u0438\u043a\u043b\u043e\u0432 \u043e\u0441\u043c\u043e\u0442\u0440\u0430.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1262\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1262\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043b\u0438 RKNN-Toolkit2 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 (\u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435)? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1262\" class=\"elementor-element elementor-element-e268e6c e-con-full e-flex e-con e-child\" data-id=\"e268e6c\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d356fe elementor-widget elementor-widget-text-editor\" data-id=\"6d356fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">\u0414\u0430. \u041d\u0435\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044e \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 (PatchCore, FastFlow), \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u043d\u0430 RK3588, \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0432 \u043e\u0441\u043d\u043e\u0432\u0443 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 (ResNet, EfficientNet) \u043d\u0430 NPU, \u0430 \u044d\u0442\u0430\u043f \u043e\u0446\u0435\u043d\u043a\u0438 \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 - \u043d\u0430 CPU. \u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0441\u043b\u043e\u0436\u043d\u0435\u0435, \u0447\u0435\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435, \u043d\u043e \u0432\u043f\u043e\u043b\u043d\u0435 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0438\u043c\u043e \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430 RKNN.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1263\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1263\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> \u041a\u0430\u043a RK3588 \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c\u044e \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u044b \u0432 \u0433\u0435\u0440\u043c\u0435\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\u0445? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1263\" class=\"elementor-element elementor-element-92bd9fc e-con-full e-flex e-con e-child\" data-id=\"92bd9fc\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59929a1 elementor-widget elementor-widget-text-editor\" data-id=\"59929a1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">RK3588 \u0438\u0437\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d \u043f\u043e 8-\u043d\u043c \u0442\u0435\u0445\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443, \u0435\u0433\u043e \u0442\u0438\u043f\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u043c\u0430\u044f \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 5-13 \u0412\u0442 \u043f\u043e\u0434 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u043e\u0439 NPU. \u0412 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c \u0430\u043b\u044e\u043c\u0438\u043d\u0438\u0435\u0432\u043e\u043c \u043f\u0430\u0441\u0441\u0438\u0432\u043d\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441 \u0442\u0435\u0440\u043c\u043e\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u043c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u043c \u043c\u0435\u0436\u0434\u0443 SoC \u0438 \u0441\u0442\u0435\u043d\u043a\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u0430 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043f\u0440\u0438 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0435 \u043e\u043a\u0440\u0443\u0436\u0430\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u044b \u0434\u043e 55 \u00b0C \u0431\u0435\u0437 \u0434\u0440\u043e\u0441\u0441\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u041f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b SBC \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 ieeker \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u0442\u0430\u043a\u043e\u0433\u043e \u0442\u0435\u043f\u043b\u043e\u0432\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f85bc elementor-widget elementor-widget-text-editor\" data-id=\"69f85bc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">\u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u043e\u0442 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043d\u0430 \u0431\u0430\u0437\u0435 \u041f\u041a \u043a \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u043c\u0443 \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u043e\u043c\u0443 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044e \u0443\u0441\u043a\u043e\u0440\u044f\u0435\u0442\u0441\u044f. <a href=\"https:\/\/www.futuremarketinsights.com\/reports\/ai-industrial-defect-detection-market\" target=\"_blank\" rel=\"noopener\">\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u0440\u044b\u043d\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0432\u044b\u0440\u0430\u0441\u0442\u0435\u0442 \u0441 2,66 \u043c\u043b\u0440\u0434 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0421\u0428\u0410 \u0432 2025 \u0433\u043e\u0434\u0443 \u0434\u043e 4,02 \u043c\u043b\u0440\u0434 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0421\u0428\u0410 \u043a 2030 \u0433\u043e\u0434\u0443<\/a>\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043f\u0440\u0435\u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0442 \u043f\u043e\u0434\u0445\u043e\u0434\u044b, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438. \u0414\u043b\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u0439, \u0441\u043e\u0437\u0434\u0430\u044e\u0449\u0438\u0445 \u0438\u043b\u0438 \u0437\u0430\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0434\u043b\u044f \u044d\u0442\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, RK3588 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043f\u043e\u043b\u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u0443\u044e \u0438 \u0432\u044b\u0433\u043e\u0434\u043d\u0443\u044e \u043f\u043e\u0437\u0438\u0446\u0438\u044e: \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c NPU \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043f\u043e\u043b\u043d\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f SoC, \u0432\u043a\u043b\u044e\u0447\u0430\u044f ISP \u0438 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 \u0432\u0445\u043e\u0434\u044b\/\u0432\u044b\u0445\u043e\u0434\u044b, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u044c \u044d\u043d\u0435\u0440\u0433\u043e\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0435\u043d\u0438\u044f\/\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u0435\u043b\u0430\u0435\u0442 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d\u043d\u044b\u043c \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0430\u0445 \u043f\u0430\u0440\u043a\u0430.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0431\u043b\u0435\u043c, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0441 \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u0435\u0439. \u0421\u0443\u0431\u043c\u0438\u043a\u0440\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u043e\u043b\u043e\u0433\u0438\u044f, 16+ \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0442\u043e\u043a\u043e\u0432 \u0441 \u043a\u0430\u043c\u0435\u0440 \u0438 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043a\u043e\u043d\u0442\u0443\u0440\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438 - \u0432\u0441\u0435 \u044d\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440. \u041d\u043e \u0434\u043b\u044f \u0448\u0438\u0440\u043e\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d\u0430 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f - \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438, \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432, AOI, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u0432 - RK3588 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u043e\u0439, \u0437\u0430\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u044e\u0449\u0435\u0439 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u044c ieeker's <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/ru\/rk3588-embedded-sbc-board\/\" target=\"_blank\" rel=\"noopener\">\u041b\u0438\u043d\u0435\u0439\u043a\u0430 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0445 SBC RK3588<\/a> \u0438\u043b\u0438 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0439\u0442\u0435 \u043d\u0430\u0448 <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/ru\/embedded-linux-board-industrial-sbc-guide\/\" target=\"_blank\" rel=\"noopener\">\u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u043c \u043f\u043b\u0430\u0442\u0430\u043c Linux<\/a> \u0434\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0448\u0438\u0440\u043e\u043a\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-253eb4d elementor-widget elementor-widget-text-editor\" data-id=\"253eb4d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438:<\/em><\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.marketsandmarkets.com\/Market-Reports\/industrial-machine-vision-market-234246734.html\" target=\"_blank\" rel=\"noopener\">\u0420\u0430\u0437\u043c\u0435\u0440 \u0438 \u0434\u043e\u043b\u044f \u0440\u044b\u043d\u043a\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f 2025-2030 - MarketsandMarkets<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.futuremarketinsights.com\/reports\/ai-industrial-defect-detection-market\" target=\"_blank\" rel=\"noopener\">\u0420\u044b\u043d\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 2025-2035 - Future Market Insights<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/nyaspubs.onlinelibrary.wiley.com\/doi\/10.1111\/nyas.70156?af=R\" target=\"_blank\" rel=\"noopener\">SMF-DETR: \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u043e\u0434\u0448\u0438\u043f\u043d\u0438\u043a\u043e\u0432 \u043d\u0430 RK3588 - \u0410\u043d\u043d\u0430\u043b\u044b \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0441\u043a\u043e\u0439 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0438 \u043d\u0430\u0443\u043a (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.nature.com\/articles\/s41598-025-16043-z\" target=\"_blank\" rel=\"noopener\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0442\u0440\u043e\u0441\u0430 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043d\u0430 RK3588 - \u041d\u0430\u0443\u0447\u043d\u044b\u0435 \u0434\u043e\u043a\u043b\u0430\u0434\u044b (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S259012302502506X\" target=\"_blank\" rel=\"noopener\">\u041e\u0431\u0437\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u043f\u0435\u0447\u0430\u0442\u043d\u044b\u0445 \u043f\u043b\u0430\u0442 - ScienceDirect (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/tinycomputers.io\/posts\/rockchip-rk3588-npu-benchmarks.html\" target=\"_blank\" rel=\"noopener\">\u0411\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0438 NPU RK3588 - TinyComputers.io (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.globalgrowthinsights.com\/market-reports\/industrial-production-machine-vision-system-market-116855\" target=\"_blank\" rel=\"noopener\">\u0420\u044b\u043d\u043e\u043a \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f 2025 - Global Growth Insights<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/en.wikipedia.org\/wiki\/Automated_optical_inspection\" target=\"_blank\" rel=\"noopener\">\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043e\u043f\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0438\u043d\u0441\u043f\u0435\u043a\u0446\u0438\u044f - \u0412\u0438\u043a\u0438\u043f\u0435\u0434\u0438\u044f<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/github.com\/rockchip-linux\/rknn-toolkit2\" target=\"_blank\" rel=\"noopener\">RKNN-Toolkit2 - Rockchip GitHub<\/a><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>RK3588 - \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0430\u044f \u0441 YOLOv5s \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 54+ \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u0438 \u043b\u0435\u0433\u043a\u0438\u043c\u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430\u043c\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 58 \u043a\u0430\u0434\u0440\u043e\u0432 \u0432 \u0441\u0435\u043a\u0443\u043d\u0434\u0443 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435, \u0441 NPU 6 TOPS, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u043c \u0432\u044b\u0432\u043e\u0434\u044b INT8 \u043f\u0440\u0438 \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u0438 5-6 \u0412\u0442. \u041e\u043d \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0433\u043e AOI, \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043c\u0435\u0440\u043d\u044b\u0445 \u0443\u0437\u043b\u043e\u0432 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0441\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043a\u0430\u043c\u0435\u0440\u0430\u043c\u0438, \u0433\u0434\u0435 \u0432\u0430\u0436\u043d\u044b \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u0444\u043e\u0440\u043c-\u0444\u0430\u043a\u0442\u043e\u0440. \u0414\u043b\u044f \u0441\u0443\u0431\u043c\u0438\u043a\u0440\u043e\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e\u043b\u0443\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u043e\u0432 \u0438\u043b\u0438 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0442\u043e\u043a\u043e\u0432 \u0438\u0437 32 \u043a\u0430\u043c\u0435\u0440 \u043b\u0443\u0447\u0448\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044c.<\/p>","protected":false},"author":2,"featured_media":10292,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10289","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>RK3588 Machine Vision &amp; Defect Detection: Industrial AI Guide 2026<\/title>\n<meta name=\"description\" content=\"How does RK3588 perform in real industrial machine vision deployments? Real benchmarks, AOI architecture, RKNN-Toolkit2 workflow, and factory case studies for edge AI inspection engineers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ieeker.com\/ru\/rk3588-machine-vision-defect-detection\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RK3588 Machine Vision &amp; Defect Detection: Industrial AI Guide 2026\" \/>\n<meta property=\"og:description\" content=\"How does RK3588 perform in real industrial machine vision deployments? 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