{"id":27090,"date":"2026-04-04T21:44:47","date_gmt":"2026-04-04T19:44:47","guid":{"rendered":"https:\/\/infopolicy.net\/?p=27090"},"modified":"2026-04-04T21:45:20","modified_gmt":"2026-04-04T19:45:20","slug":"","status":"publish","type":"post","link":"https:\/\/infopolicy.net\/en\/gde-rastut-gorodskie-derevya-monitoring-gorodskih-derevev-po-vsej-territorii-ssha-s-pomoshhyu-generativnogo-iskusstvennogo-intellekta\/","title":{"rendered":"","raw":""},"content":{"rendered":"","protected":false,"raw":""},"excerpt":{"rendered":"","protected":false,"raw":""},"author":1,"featured_media":27091,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ru_post_content":"\u0414\u043e\u043b\u0433\u0438\u0435 \u0433\u043e\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0431\u044b\u043b\u043e \u0440\u043e\u0441\u043a\u043e\u0448\u044c\u044e, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0440\u0443\u043f\u043d\u044b\u043c \u0433\u043e\u0440\u043e\u0434\u0430\u043c \u0441 \u0440\u0430\u0437\u0432\u0438\u0442\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439. \u041d\u043e\u0432\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u044d\u0442\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0439 \u0434\u043b\u044f \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0433\u043e\u0440\u043e\u0434\u043e\u0432, \u043d\u043e \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0435\u043d\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438.\n<blockquote><strong>\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u044b\u0432\u043e\u0434\u044b<\/strong>\n\u0413\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0438\u0433\u0440\u0430\u044e\u0442 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u0441\u043c\u044f\u0433\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439 \u0443\u0445\u0443\u0434\u0448\u0435\u043d\u0438\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0432\u043e\u0437\u0434\u0443\u0445\u0430, \u0447\u0440\u0435\u0437\u043c\u0435\u0440\u043d\u043e\u0433\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0430 \u00ab\u0442\u0435\u043f\u043b\u043e\u0432\u043e\u0433\u043e \u043e\u0441\u0442\u0440\u043e\u0432\u0430\u00bb \u0438 \u043d\u0435\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043b\u0438\u0432\u0430 \u0434\u043e\u0436\u0434\u0435\u0432\u043e\u0439 \u0432\u043e\u0434\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u043d\u0435\u0436\u0435\u043b\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u044d\u043a\u0441\u0442\u0440\u0435\u043c\u0430\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c.\n\n\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c \u043d\u043e\u0432\u044b\u0439 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432\u043e \u0432\u0441\u0435\u0445 \u0433\u043e\u0440\u043e\u0434\u0430\u0445, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u0438\u0445 \u0432\u0437\u0430\u0438\u043c\u043d\u043e\u0435 \u043f\u0435\u0440\u0435\u043a\u0440\u044b\u0442\u0438\u0435 \u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u044b\u0442\u0438\u0435.\n\n\u041d\u043e\u0432\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0443 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u043e\u0431\u0449\u0435\u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e 278 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430\u0445 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 330 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u0421\u0428\u0410, \u043c\u0435\u043d\u0435\u0435 \u0447\u0435\u043c \u0437\u0430 \u0441\u0443\u0442\u043a\u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442.\n\n\u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u043e\u0440\u043e\u0434\u0430\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438\u043c\u0435\u0435\u0442 \u0440\u0435\u0448\u0430\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0445 \u0438 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0445 \u0434\u043b\u044f \u0436\u0438\u0437\u043d\u0438 \u0433\u043e\u0440\u043e\u0434\u043e\u0432.<\/blockquote>\n<span dir=\"auto\">\u0414\u0435\u0440\u0435\u0432\u044c\u044f \u0438\u0433\u0440\u0430\u044e\u0442 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u0432\u0430\u0436\u043d\u0435\u0439\u0448\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u0441\u0440\u0435\u0434\u0435. \u0420\u043e\u0441\u0442 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u0421\u0428\u0410\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B9\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B9\"><sup><span dir=\"auto\">9<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0441 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435\u043c \u0447\u0438\u0441\u043b\u0430 \u044d\u043a\u0441\u0442\u0440\u0435\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u0439\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B8\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B8\"><sup><span dir=\"auto\">8<\/span><\/sup><\/a><span dir=\"auto\">\u00a0, \u0432\u044b\u0437\u0432\u0430\u043d\u043d\u044b\u0445 \u0442\u0430\u043a\u0438\u043c\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0444\u0430\u043a\u0442\u043e\u0440\u0430\u043c\u0438, \u043a\u0430\u043a \u043f\u043b\u043e\u0445\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0432\u043e\u0437\u0434\u0443\u0445\u0430, \u0447\u0440\u0435\u0437\u043c\u0435\u0440\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u043f\u043b\u043e\u0432\u044b\u0445 \u043e\u0441\u0442\u0440\u043e\u0432\u043e\u0432 \u0438 \u043d\u0435\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0435\u0440\u0435\u043b\u0438\u0432 \u0434\u043e\u0436\u0434\u0435\u0432\u043e\u0439 \u0432\u043e\u0434\u044b \u2014 \u0432\u0441\u0435 \u044d\u0442\u043e \u043c\u043e\u0436\u043d\u043e \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0441\u043c\u044f\u0433\u0447\u0438\u0442\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B31\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B31\"><sup><span dir=\"auto\">31<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0414\u0435\u0440\u0435\u0432\u044c\u044f \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0433\u0443\u0442 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0438 \u043f\u0441\u0438\u0445\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0434\u043e\u0440\u043e\u0432\u044c\u0435 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0436\u0438\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0443 \u043e\u0431\u0438\u0442\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0438\u043a\u0438\u0445 \u0436\u0438\u0432\u043e\u0442\u043d\u044b\u0445.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B8\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B8\"><sup><span dir=\"auto\">8<\/span><\/sup><\/a>\n<div class=\"article-contents\">\n<div class=\"article-content entry-content\">\n<article>\n<div class=\"body\" lang=\"en\">\n<section id=\"sec1\" class=\"sec\">\n<p id=\"p-6\"><span dir=\"auto\">\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043b\u043e\u0436\u0438\u043b\u043e\u0441\u044c \u0442\u0430\u043a, \u0447\u0442\u043e \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u043c\u0435\u0441\u0442\u043e\u043d\u0430\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0431\u043e\u0433\u0430\u0442\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u0430\u043c\u0438 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u0421\u0428\u0410, \u043a\u0430\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0440\u0443\u0434\u043e\u0435\u043c\u043a\u0438\u0445 \u0440\u0443\u0447\u043d\u044b\u0445 \u043e\u0431\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0438\u043b\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0437\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u043a\u0440\u043e\u043d\u044b. \u041e\u0434\u043d\u0430\u043a\u043e \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043d\u0430 \u0447\u0430\u0441\u0442\u043d\u043e\u0439 \u0442\u0435\u0440\u0440\u0438\u0442\u043e\u0440\u0438\u0438, \u0447\u0442\u043e \u0437\u0430\u0442\u0440\u0443\u0434\u043d\u044f\u0435\u0442 \u0438\u0445 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043e\u0431\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u0445\u043e\u0442\u044f \u043e\u043d\u0438 \u0432\u043d\u043e\u0441\u044f\u0442 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0432\u043a\u043b\u0430\u0434 \u0432 \u0432\u0438\u0434\u043e\u0432\u043e\u0435 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435 \u0438 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0443\u0441\u043b\u0443\u0433.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B11\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B11\"><sup><span dir=\"auto\">11<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u043a\u0440\u043e\u043d\u044b \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u0438\u0445 \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0438 \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0442\u0438\u043f\u0430\u0445 \u043c\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u0445 \u0432 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432. \u0413\u043e\u0440\u043e\u0434\u0430 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f, \u0438 \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u043c\u0435\u0440\u0442\u043d\u043e\u0441\u0442\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432\u0434\u0432\u043e\u0435 \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 \u0441\u0435\u043b\u044c\u0441\u043a\u0438\u0445.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B30\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B30\"><sup><span dir=\"auto\">30<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u0447\u0430\u0441\u0442\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0431 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u0445 \u0438\u043c\u0435\u0435\u0442 \u0440\u0435\u0448\u0430\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u043a\u043e\u043c\u0444\u043e\u0440\u0442\u043d\u043e\u0439 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u0441\u0440\u0435\u0434\u044b.<\/span><\/p>\n\n<section id=\"sec2\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u041c\u0435\u0442\u043e\u0434.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044f \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0442\u0435\u0445\u043d\u0438\u043a\u0438, \u0432 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 (\u0418\u0418), \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u0438 \u043d\u0430\u0448\u0435\u0439 \u043c\u0435\u0436\u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u0430\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435, \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438, \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438 \u0438 \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0432\u044b\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u0440\u043e\u0434\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0439 \u0438\u043d\u0434\u0438\u0432\u0438\u0434\u0443\u0430\u043b\u044c\u043d\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0432\u0435\u0441\u0442\u0438 \u0443\u0447\u0435\u0442 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043a\u0430\u043a \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0432 330 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u0421\u0428\u0410 (\u0440\u0438\u0441.\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F1\" data-jats-ref-type=\"fig\" data-jats-rid=\"F1\"><span dir=\"auto\">1<\/span><\/a><span dir=\"auto\">\u00a0). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u044d\u0442\u043e\u0442 \u043f\u043e\u0434\u0445\u043e\u0434 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u0435\u043d\u0435\u0435 \u0447\u0435\u043c \u0437\u0430 \u0441\u0443\u0442\u043a\u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0441\u043b\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u044c \u043d\u0430 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u0430\u0445 \u0438\u0437-\u0437\u0430 \u043f\u0435\u0440\u0435\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0447\u0442\u043e, \u0432 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. \u041d\u0430\u0448 \u043f\u043e\u0434\u0445\u043e\u0434 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043c\u043e\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0418\u0418. \u0412\u043e-\u043f\u0435\u0440\u0432\u044b\u0445, \u0447\u0430\u0441\u0442\u0430\u044f \u0441\u044a\u0435\u043c\u043a\u0430 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0435\u0436\u0435\u0434\u043d\u0435\u0432\u043d\u043e, \u0435\u0436\u0435\u043c\u0435\u0441\u044f\u0447\u043d\u043e \u0438 \u0442. \u0434.) \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u043b\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e, \u0447\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. \u041d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u0433\u043b\u0443\u0431\u043e\u043a\u0443\u044e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u0433\u043e\u0440\u043e\u0434 \u043d\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u044f, \u0442\u0440\u0430\u0432\u0443 \u0438 \u0444\u043e\u043d, \u0437\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u0432, \u0430 \u0437\u0430\u0442\u0435\u043c \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043d\u0430\u0431\u043e\u0440\u0430\u00a0<\/span><em><span dir=\"auto\">\u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0445 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043e\u0441\u0442\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 (cGAN)<\/span><\/em><span dir=\"auto\">\u00a0. \u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u043d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u043a \u0442\u0435\u043a\u0443\u0449\u0438\u043c \u0438\u043b\u0438 \u0430\u0440\u0445\u0438\u0432\u043d\u044b\u043c \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u043c \u0441\u043d\u0438\u043c\u043a\u0430\u043c, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u044f\u0432\u043b\u044f\u0442\u044c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437.<\/span><\/p>\n\n<figure id=\"F1\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig01.svg\" data-fslightbox=\"3762636_fig01.svg\" data-type=\"image\" data-caption=\"Figure 1. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 1.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig01.svg\" alt=\"\" data-image-id=\"F1\" data-image-type=\"figure\" data-jats-orientation=\"portrait\" data-jats-position=\"float\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779291\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg 3040w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg?resize=300,284 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg?resize=768,728 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg?resize=1024,970 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg?resize=1536,1455 1536w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure1.jpg?resize=2048,1940 2048w\" alt=\"\" width=\"1024\" height=\"970\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 1.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<\/section>\n<section id=\"sec3\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u0418\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432: \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0434\u043e\u0440\u043e\u0433\u043e\u0441\u0442\u043e\u044f\u0449\u0438; \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043c\u0430\u043b\u043e\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u043d\u044b\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0430 \u0440\u0435\u0434\u043a\u043e \u0438\u043c\u0435\u044e\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u044d\u0442\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438, \u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043c\u0435\u043d\u0435\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0441\u0432\u043e\u0438\u043c\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B4\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B4\"><sup><span dir=\"auto\">4<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0438\u0437-\u0437\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445, \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0441\u043a\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u043e-\u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0444\u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0436\u0438\u0442\u0435\u043b\u0438 \u0441 \u043d\u0438\u0437\u043a\u0438\u043c \u0434\u043e\u0445\u043e\u0434\u043e\u043c, \u043a\u0430\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0438\u043c\u0435\u044e\u0442 \u043c\u0435\u043d\u044c\u0448\u0438\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u043c \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c \u0438 \u0442\u0435\u043c \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043d\u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B34\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B34\"><sup><span dir=\"auto\">34<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041f\u0440\u0438\u0437\u043d\u0430\u0432\u0430\u044f \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u043f\u0440\u0435\u0434\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u0443\u0441\u0438\u043b\u0438\u044f \u043f\u043e \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044e \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0433\u043e \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430 \u0432\u043e \u0432\u0441\u0435\u043c \u043c\u0438\u0440\u0435, \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0434\u0435\u043b\u0430\u044f \u0435\u0433\u043e \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u044b\u043c, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438 \u0432 \u0440\u0430\u0437\u043c\u0435\u0440\u0435 1,5 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432 \u0432 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0435 \u0438 \u043e\u0431\u0449\u0438\u043d\u043d\u043e\u0435 \u043b\u0435\u0441\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0432 \u0421\u0428\u0410.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B35\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B35\"><sup><span dir=\"auto\">35<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0442\u0430\u043a\u0436\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0442, \u0447\u0442\u043e \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044f \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u043e\u0433\u043e \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0433\u043e\u0440\u043e\u0434\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e, \u0447\u0442\u043e\u0431\u044b \u0432\u0441\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0430 \u043c\u043e\u0433\u043b\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u0441\u0435\u0431\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0431 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0432\u0441\u0435\u0445 \u0442\u0438\u043f\u0430\u0445 \u0437\u0435\u043c\u0435\u043b\u044c. \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0445 \u0430\u044d\u0440\u043e\u0444\u043e\u0442\u043e\u0441\u043d\u0438\u043c\u043a\u0438 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u043e\u043c \u043f\u043e\u043a\u0440\u043e\u0432\u0435 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043a\u043e\u043c\u043c\u0435\u0440\u0447\u0435\u0441\u043a\u0438\u0445 \u0431\u0438\u0437\u043d\u0435\u0441-\u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0433\u043e\u0440\u043e\u0434\u043e\u0432, \u043d\u043e \u043e\u043d\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0434\u043b\u044f \u043c\u043d\u043e\u0433\u0438\u0445 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u0438 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0432 \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0435.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B5\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B5\"><sup><span dir=\"auto\">5<\/span><\/sup><\/a><sup><span dir=\"auto\">\u00a0,\u00a0<\/span><\/sup><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B22\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B22\"><sup><span dir=\"auto\">22<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041a\u0440\u0430\u0439\u043d\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u0430 \u0438\u043c\u0435\u043d\u043d\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u0441\u0442\u0440\u043e \u043f\u0440\u0438\u043e\u0431\u0440\u0435\u0441\u0442\u0438 \u0434\u043b\u044f \u043b\u044e\u0431\u043e\u0433\u043e \u0433\u043e\u0440\u043e\u0434\u0430 \u0438 \u043f\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0438\u0437\u043a\u043e\u0439 \u0446\u0435\u043d\u0435.<\/span><\/p>\n\n<\/section>\n<\/section>\n<section id=\"sec4\" class=\"sec\">\n<h2 class=\"heading\"><span dir=\"auto\">\u0413\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0418\u0418 \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432<\/span><\/h2>\n<p id=\"p-10\"><span dir=\"auto\">\u0412 \u043d\u0430\u0448\u0435\u043c \u043c\u0435\u0442\u043e\u0434\u0435 \u043c\u044b \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432\u043e \u0432\u0441\u0435\u0445 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u043a\u043e\u043d\u0442\u0438\u043d\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0421\u0428\u0410 \u0441 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u0435\u043c \u0431\u043e\u043b\u0435\u0435 100 000 \u0447\u0435\u043b\u043e\u0432\u0435\u043a, \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0438 2020 \u0433\u043e\u0434\u0430.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B32\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B32\"><sup><span dir=\"auto\">32<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437 \u044d\u0442\u0438\u0445 330 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u043c \u0435\u0436\u0435\u043c\u0435\u0441\u044f\u0447\u043d\u0443\u044e \u0441\u0435\u0440\u0438\u044e \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 \u0437\u0430 12 \u043c\u0435\u0441\u044f\u0446\u0435\u0432 (\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 Planet Labs, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0438\u043c\u0435\u044e\u0442 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u0443\u044e \u0438 \u0435\u0436\u0435\u0434\u043d\u0435\u0432\u043d\u0443\u044e \u0441\u044a\u0435\u043c\u043a\u0443 \u0441 2010 \u0433\u043e\u0434\u0430\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B27\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B27\"><sup><span dir=\"auto\">27<\/span><\/sup><\/a><span dir=\"auto\">\u00a0). \u042d\u0442\u043e\u0442 \u043d\u0430\u0431\u043e\u0440 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0438 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043d\u0438\u043c\u043a\u0443 \u0438\/\u0438\u043b\u0438 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u043c \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c \u0440\u0430\u0437\u043d\u043e\u0441\u0442\u043d\u043e\u043c \u0438\u043d\u0434\u0435\u043a\u0441\u0435 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 (NDVI) (\u0420\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F2\" data-jats-ref-type=\"fig\" data-jats-rid=\"F2\"><span dir=\"auto\">2<\/span><\/a><span dir=\"auto\">\u00a0). \u041d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u044d\u0442\u0430\u043f\u0435 \u043c\u044b \u043e\u0431\u0443\u0447\u0430\u0435\u043c \u0433\u043b\u0443\u0431\u043e\u043a\u0443\u044e \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u0435\u0442\u044c \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b U-NET\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B29\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B29\"><sup><span dir=\"auto\">29<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0438\u043f\u043e\u0432 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u041d\u0430 \u0432\u0442\u043e\u0440\u043e\u043c \u044d\u0442\u0430\u043f\u0435 \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043d\u0430\u0431\u043e\u0440 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0445 cGAN \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0438\u043f\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u0412 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u0434\u0438\u043a\u0438\u0445 \u043b\u0435\u0441\u043e\u0432, \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u043b\u0435\u0441\u0430 \u043f\u043e\u0434\u0447\u0438\u043d\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0433\u043e\u0440\u043e\u0434\u0430. \u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f cGAN \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0442 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u043c\u043d\u043e\u0433\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0434\u043b\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439. \u0417\u0430\u0442\u0435\u043c \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u043e\u0431\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0438 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u0430\u043a\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u043e 100 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430\u043c \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u0441\u044f\u0446\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f. \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043d \u043d\u0430 \u0440\u0438\u0441\u0443\u043d\u043a\u0435\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F3\" data-jats-ref-type=\"fig\" data-jats-rid=\"F3\"><span dir=\"auto\">3<\/span><\/a><span dir=\"auto\">\u00a0.<\/span><\/p>\n\n<figure id=\"F2\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig02.svg\" data-fslightbox=\"3762636_fig02.svg\" data-type=\"image\" data-caption=\"Figure 2. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 2.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig02.svg\" alt=\"\" data-image-id=\"F2\" data-image-type=\"figure\" data-jats-orientation=\"portrait\" data-jats-position=\"float\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779292\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg 3032w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg?resize=300,267 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg?resize=768,683 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg?resize=1024,911 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg?resize=1536,1366 1536w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure2.jpg?resize=2048,1821 2048w\" alt=\"\u0413\u0434\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f (\u0440\u0438\u0441. 2)\" width=\"1024\" height=\"911\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 2.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u0420\u0435\u0433\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043d\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 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\u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435\u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b.<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<section id=\"sec5\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u041c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043c\u043e\u0434\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 U-Net\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B29\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B29\"><sup><span dir=\"auto\">29<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0438 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u043c 256 x 256 \u043f\u0438\u043a\u0441\u0435\u043b\u0435\u0439, \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c 3 \u043c \u043d\u0430 \u043f\u0438\u043a\u0441\u0435\u043b\u044c \u2014 \u043d\u0430 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437 \u0442\u0440\u0435\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432:\u00a0\u00a0<\/span><i><span dir=\"auto\">\u0434\u0435\u0440\u0435\u0432\u044c\u044f<\/span><\/i><span dir=\"auto\">\u00a0,\u00a0<\/span><i><span dir=\"auto\">\u0442\u0440\u0430\u0432\u0430<\/span><\/i><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><i><span dir=\"auto\">\u0444\u043e\u043d<\/span><\/i><span dir=\"auto\">\u00a0. \u041c\u044b \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c \u043a\u043b\u0430\u0441\u0441 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u0442\u0438\u043f\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438:\u00a0\u00a0<\/span><i><span dir=\"auto\">\u0436\u0438\u043b\u044b\u0435<\/span><\/i><span dir=\"auto\">\u00a0,\u00a0<\/span><i><span dir=\"auto\">\u043f\u0440\u0438\u0434\u043e\u0440\u043e\u0436\u043d\u044b\u0435<\/span><\/i><span dir=\"auto\">\u00a0,\u00a0<\/span><i><span dir=\"auto\">\u043f\u0430\u0440\u043a\u043e\u0432\u044b\u0435<\/span><\/i><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><i><span dir=\"auto\">\u0434\u0440\u0443\u0433\u0438\u0435<\/span><\/i><span dir=\"auto\">\u00a0\u00a0(\u0440\u0438\u0441.\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F1\" data-jats-ref-type=\"fig\" data-jats-rid=\"F1\"><span dir=\"auto\">1<\/span><\/a><span dir=\"auto\">\u00a0, \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u043b\u0435\u0432\u044b\u0439 \u0443\u0433\u043e\u043b). \u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0437\u0430 12 \u043c\u0435\u0441\u044f\u0446\u0435\u0432 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 (\u0440\u0438\u0441. S2 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438). \u042d\u0442\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0435 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0441\u0435\u0437\u043e\u043d\u043d\u044b\u0435 \u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043b\u0443\u0447\u0448\u0435\u0439 \u043e\u0431\u043e\u0431\u0449\u0430\u044e\u0449\u0435\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0438 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u041c\u044b \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u0435\u043c \u0432\u0445\u043e\u0434\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 48 \u043a\u0430\u043d\u0430\u043b\u043e\u0432 (\u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u0430\u043b\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0435\u0436\u0435\u043c\u0435\u0441\u044f\u0447\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a, \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0447\u0435\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u043c 48D). \u0412\u044b\u0445\u043e\u0434 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0442\u043e\u0433\u043e \u0436\u0435 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043c\u0435\u0440\u0430, \u043d\u043e \u0441 \u0442\u0440\u0435\u043c\u044f \u043a\u0430\u043d\u0430\u043b\u0430\u043c\u0438, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c\u0438 \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0438\u0437 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0440\u0435\u0433\u0438\u043e\u043d\u043e\u0432 (\u0441\u043c. \u0440\u0438\u0441. S3 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438 \u0434\u043b\u044f \u043d\u0430\u0433\u043b\u044f\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430).<\/span><\/p>\n<p id=\"p-13\"><span dir=\"auto\">\u041f\u043e\u0441\u043b\u0435 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043e\u0431\u044a\u0435\u043a\u0442\u0443 \u043a\u043b\u0430\u0441\u0441\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043c\u0435\u0442\u043a\u0443 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0438\u043f\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u0422\u0438\u043f\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u043b\u0438\u0441\u044c \u043f\u0443\u0442\u0435\u043c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432, \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u043e\u0431\u044a\u0435\u043a\u0442\u044b, \u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0434\u043e\u0440\u043e\u0433\u0438 \u0432 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044e \u043c\u0435\u0442\u043e\u0434\u043e\u043c k-\u0441\u0440\u0435\u0434\u043d\u0438\u0445 \u0438 \u043c\u0435\u0442\u043e\u0434 \u00ab\u043b\u043e\u043a\u0442\u044f\u00bb, \u043c\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043b\u0438, \u0447\u0442\u043e \u0447\u0435\u0442\u044b\u0440\u0435 \u0442\u0438\u043f\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u043d\u0430\u0438\u043b\u0443\u0447\u0448\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0438\u0437\u043c\u0435\u043d\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0438\u043f\u0430 \u2014 \u0436\u0438\u043b\u044b\u0435, \u043f\u0440\u0438\u0434\u043e\u0440\u043e\u0436\u043d\u044b\u0435, \u043f\u0430\u0440\u043a\u043e\u0432\u044b\u0435 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 \u0431\u044b\u043b\u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430.<\/span><\/p>\n\n<\/section>\n<section id=\"sec6\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u0423\u0441\u043b\u043e\u0432\u043d\u044b\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e-\u0441\u043e\u0441\u0442\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 (GAN).<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u041d\u0430\u0448\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u043d\u0443\u044e \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e-\u0441\u043e\u0441\u0442\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0435\u0442\u044c (cGAN) \u0434\u043b\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u043a\u043b\u0430\u0441\u0441\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432\u043d\u0443\u0442\u0440\u0438 \u0442\u0430\u0439\u043b\u043e\u0432 \u0441 \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432. \u0414\u043b\u044f \u043e\u0431\u043b\u0435\u0433\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f cGAN \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u00a0<\/span><i><span dir=\"auto\">\u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<\/span><\/i><span dir=\"auto\">\u00a0\u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0438\u043f\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 (\u0440\u0438\u0441.\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F3\" data-jats-ref-type=\"fig\" data-jats-rid=\"F3\"><span dir=\"auto\">3<\/span><\/a><span dir=\"auto\">\u00a0, \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u043f\u0440\u0430\u0432\u044b\u0439 \u0443\u0433\u043e\u043b). \u0414\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u044b\u0445 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u044e \u043f\u0440\u0430\u0432\u0438\u043b, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0445 \u0432 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043b\u044f \u0442\u0438\u043f\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430) (\u0441\u043c. \u0442\u0430\u0431\u043b\u0438\u0446\u0443\u00a0<\/span><a class=\"xref xref-table\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#T1\" data-jats-ref-type=\"table\" data-jats-rid=\"T1\"><span dir=\"auto\">1<\/span><\/a><span dir=\"auto\">\u00a0). \u041c\u044b \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u043c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043f\u0440\u0430\u0432\u0438\u043b \u0438\u0437 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 \u0438 \u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0443\u0440\u044b \u0437\u0434\u0430\u043d\u0438\u0439 \u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, OpenStreetMap\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B26\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B26\"><sup><span dir=\"auto\">26<\/span><\/sup><\/a><span dir=\"auto\">\u00a0). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u044d\u0442\u0443 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e, \u043c\u044b \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u043c 100 000 \u043f\u0430\u0440 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u041a\u0430\u0436\u0434\u0430\u044f \u043f\u0430\u0440\u0430 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u0430\u0439\u043b \u0441 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0442\u0430\u0439\u043b \u0441 \u0433\u0430\u0443\u0441\u0441\u043e\u0432\u044b\u043c\u0438 \u0434\u0438\u0441\u043a\u0430\u043c\u0438, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u043c\u0438 \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 (\u0441 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u043e\u0439, \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0430\u0445 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0430 \u0440\u0438\u0441\u0443\u043d\u043a\u0435 S7 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438). \u0413\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442 \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439, \u0442\u0430\u043a \u0438 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u044b\u0445 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432, \u043f\u043e\u043b\u0443\u0447\u0430\u044f \u0438\u0445 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u043c\u0435\u0440 \u0438 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0432 \u0441\u0436\u0430\u0442\u043e\u043c \u0441\u043a\u0440\u044b\u0442\u043e\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0445 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0434\u043b\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 (\u0441\u043c. \u0440\u0438\u0441\u0443\u043d\u043a\u0438 S5 \u0438 S6 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438 \u0434\u043b\u044f \u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u0438). \u0414\u043b\u044f \u0432\u044b\u0432\u043e\u0434\u0430 cGAN \u0442\u0438\u043f \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0430\u0439\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0445 \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 (\u0440\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F3\" data-jats-ref-type=\"fig\" data-jats-rid=\"F3\"><span dir=\"auto\">3<\/span><\/a><span dir=\"auto\">\u00a0, \u0432\u043d\u0438\u0437\u0443; \u0442\u0430\u043a\u0436\u0435 \u0440\u0438\u0441\u0443\u043d\u043e\u043a S4).<\/span><\/p>\n\n<figure id=\"F3\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig03.svg\" data-fslightbox=\"3762636_fig03.svg\" data-type=\"image\" data-caption=\"Figure 3. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 3.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig03.svg\" alt=\"\" data-image-id=\"F3\" data-image-type=\"figure\" data-jats-orientation=\"portrait\" data-jats-position=\"float\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779294\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg 3016w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg?resize=300,169 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg?resize=768,434 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg?resize=1024,579 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg?resize=1536,868 1536w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure3.jpg?resize=2048,1157 2048w\" alt=\"\u0413\u0434\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f (\u0440\u0438\u0441. 3)\" width=\"1024\" height=\"579\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 3.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445. \u0424\u0430\u0437\u0430 1 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 48-\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 U-Net \u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u0424\u0430\u0437\u0430 2 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0431\u043e\u0440\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0445 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0445 cGAN-\u0441\u0435\u0442\u0435\u0439.<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<figure id=\"T1\" class=\"table-wrap\" data-jats-position=\"float\">\n<div class=\"caption\"><span class=\"caption-label\"><span dir=\"auto\">\u0422\u0430\u0431\u043b\u0438\u0446\u0430 1.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0434\u043b\u044f \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0445 (\u00a0<\/span><i><span dir=\"auto\">U<\/span><\/i><span dir=\"auto\">\u00a0) \u0438 \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043d\u043e-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u0438\u043b (\u00a0<\/span><i><span dir=\"auto\">V<\/span><\/i><span dir=\"auto\">\u00a0). \u041d\u0438\u0436\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u0438\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 ANSI A300. \u0414\u0430\u043b\u0435\u0435 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0438\u043f\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 (\u0436\u0438\u043b\u043e\u0439, \u043f\u0440\u0438\u0434\u043e\u0440\u043e\u0436\u043d\u044b\u0439, \u043f\u0430\u0440\u043a\u043e\u0432\u044b\u0439 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435) \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432. \u0412 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u00a0<\/span><i><span dir=\"auto\">V\u00a0<\/span><sub><span dir=\"auto\">res<\/span><\/sub><span dir=\"auto\">\u00a0, V\u00a0<\/span><sub><span dir=\"auto\">str<\/span><\/sub><span dir=\"auto\">\u00a0, V\u00a0<\/span><sub><span dir=\"auto\">prk<\/span><\/sub><span dir=\"auto\">\u00a0\u0438 V\u00a0<\/span><sub><span dir=\"auto\">oth<\/span><\/sub><\/i><span dir=\"auto\">\u00a0\u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0434\u043b\u044f \u0432\u044b\u0448\u0435\u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u044b\u0445 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0438\u043f\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e. \u0417\u0434\u0435\u0441\u044c\u00a0<\/span><i><span dir=\"auto\">d\u00a0<\/span><sub><span dir=\"auto\">bldg<\/span><\/sub><\/i><span dir=\"auto\">\u00a0\u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043e\u0442 \u0437\u0434\u0430\u043d\u0438\u0439,\u00a0<\/span><i><span dir=\"auto\">d\u00a0<\/span><sub><span dir=\"auto\">street<\/span><\/sub><\/i><span dir=\"auto\">\u00a0\u2014 \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043e\u0442 \u0443\u043b\u0438\u0446\/\u0434\u043e\u0440\u043e\u0433,\u00a0<\/span><i><span dir=\"auto\">w\u00a0<\/span><sub><span dir=\"auto\">corner<\/span><\/sub><\/i><span dir=\"auto\">\u00a0\u2014 \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432\u0434\u043e\u043b\u044c \u0443\u0433\u043b\u0430 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u0430\u00a0<\/span><i><span dir=\"auto\">w\u00a0<\/span><sub><span dir=\"auto\">inside<\/span><\/sub><\/i><span dir=\"auto\">\u00a0\u2014 \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0442\u0435\u0440\u0440\u0438\u0442\u043e\u0440\u0438\u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438.<\/span><\/span><\/div>\n<div class=\"table-container\">\n<table class=\"table table-bordered table-condensed table-hover\" data-jats-frame=\"hsides\" data-jats-rules=\"rows\"><colgroup><col align=\"left\" valign=\"top\" \/><col align=\"left\" valign=\"top\" \/><col align=\"left\" valign=\"top\" \/><col align=\"left\" valign=\"top\" \/><col align=\"left\" valign=\"top\" \/><\/colgroup>\n<thead>\n<tr>\n<th colspan=\"5\"><span dir=\"auto\">\u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 (\u00a0<\/span><i><span dir=\"auto\">U<\/span><\/i><span dir=\"auto\">\u00a0)<\/span><\/th>\n<\/tr>\n<tr>\n<th><i><span dir=\"auto\">\u0423\u00a0<\/span><sub><span dir=\"auto\">1<\/span><\/sub><\/i><\/th>\n<th colspan=\"4\"><span dir=\"auto\">\u041c\u0435\u0436\u0434\u0443 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 \u043d\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u0440\u044b\u0442\u0438\u044f.<\/span><\/th>\n<\/tr>\n<tr>\n<th><i><span dir=\"auto\">\u0423\u00a0<\/span><sub><span dir=\"auto\">2<\/span><\/sub><\/i><\/th>\n<th colspan=\"4\"><span dir=\"auto\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 \u0440\u0430\u0432\u043d\u043e \u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0435 \u043f\u043e\u043b\u044f \u0441\u043e\u0441\u0435\u0434\u0441\u0442\u0432\u0430 (FON) [4] = 4 \u043c<\/span><\/th>\n<\/tr>\n<tr>\n<th><i><span dir=\"auto\">U\u00a0<\/span><sub><span dir=\"auto\">3<\/span><\/sub><\/i><\/th>\n<th colspan=\"4\"><span dir=\"auto\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043e\u0442 \u0434\u0435\u0440\u0435\u0432\u0430 \u0434\u043e \u0437\u0434\u0430\u043d\u0438\u044f (ANSI A300) [6] - \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043e = 3,7 \u043c<\/span><\/th>\n<\/tr>\n<tr>\n<th><i><span dir=\"auto\">U\u00a0<\/span><sub><span dir=\"auto\">4<\/span><\/sub><\/i><\/th>\n<th colspan=\"4\"><span dir=\"auto\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043e\u0442 \u0434\u0435\u0440\u0435\u0432\u0430 \u0434\u043e \u0443\u043b\u0438\u0446\u044b (ANSI A300) [6] - \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043e = 2,5 \u043c<\/span><\/th>\n<\/tr>\n<tr>\n<th colspan=\"5\"><span dir=\"auto\">\u041f\u0440\u0430\u0432\u0438\u043b\u0430, \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0430 (\u00a0<\/span><i><span dir=\"auto\">V<\/span><\/i><span dir=\"auto\">\u00a0)<\/span><\/th>\n<\/tr>\n<tr>\n<th><span dir=\"auto\">\u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440<\/span><\/th>\n<th><i><span dir=\"auto\">V\u00a0<\/span><sub><span dir=\"auto\">res<\/span><\/sub><\/i><\/th>\n<th><i><span dir=\"auto\">\u0412\u00a0<\/span><sub><span dir=\"auto\">\u0441\u0442\u0440<\/span><\/sub><\/i><\/th>\n<th><i><span dir=\"auto\">\u0412\u043e\u0442<\/span><sub><span dir=\"auto\">\u200b<\/span><\/sub><\/i><\/th>\n<th><i><span dir=\"auto\">\u0412\u00a0<\/span><sub><span dir=\"auto\">\u043f\u0440\u043a<\/span><\/sub><\/i><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><i><span dir=\"auto\"><sub>\u0437\u0434\u0430\u043d\u0438\u0435<\/sub>\u00a0d<\/span><\/i><\/td>\n<td><span dir=\"auto\">2 \u043c<\/span><\/td>\n<td><span dir=\"auto\">2 \u043c<\/span><\/td>\n<td><span dir=\"auto\">3\u043c<\/span><\/td>\n<td><span dir=\"auto\">4\u043c<\/span><\/td>\n<\/tr>\n<tr>\n<td><i><span dir=\"auto\"><sub>\u0443\u043b\u0438\u0446\u0430<\/sub>\u00a0\u0434<\/span><\/i><\/td>\n<td><span dir=\"auto\">1\u043c<\/span><\/td>\n<td><span dir=\"auto\">1\u043c<\/span><\/td>\n<td><span dir=\"auto\">1\u043c<\/span><\/td>\n<td><span dir=\"auto\">1\u043c<\/span><\/td>\n<\/tr>\n<tr>\n<td><i><span dir=\"auto\">\u0443\u0433\u043e\u043b<\/span><sub><span dir=\"auto\">\u200b<\/span><\/sub><\/i><\/td>\n<td><span dir=\"auto\">0,5<\/span><\/td>\n<td><span dir=\"auto\">0.9<\/span><\/td>\n<td><span dir=\"auto\">0,6<\/span><\/td>\n<td><span dir=\"auto\">0.7<\/span><\/td>\n<\/tr>\n<tr>\n<td><i><span dir=\"auto\">\u0432\u043d\u0443\u0442\u0440\u0438<\/span><sub><span dir=\"auto\">\u200b<\/span><\/sub><\/i><\/td>\n<td><span dir=\"auto\">0,5<\/span><\/td>\n<td><span dir=\"auto\">0.1<\/span><\/td>\n<td><span dir=\"auto\">0,4<\/span><\/td>\n<td><span dir=\"auto\">0.3<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/figure>\n<section id=\"sec7\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u043e\u0442\u0435\u0440\u044c \u0438 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u041c\u043e\u0434\u0435\u043b\u044c cGAN \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0430 \u0434\u043b\u044f \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 (\u00a0<\/span><i><span dir=\"auto\">X<\/span><\/i><span dir=\"auto\">\u00a0) \u0432 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u044b\u0435 \u043a\u0430\u0440\u0442\u044b \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0435\u0439 (\u00a0<\/span><i><span dir=\"auto\">Y<\/span><\/i><span dir=\"auto\">\u00a0), \u0433\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0435 \u0434\u0435\u0440\u0435\u0432\u043e \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0432 \u0432\u0438\u0434\u0435 \u0433\u0430\u0443\u0441\u0441\u043e\u0432\u0430 \u0434\u0438\u0441\u043a\u0430. \u042d\u0442\u0438 \u043c\u044f\u0433\u043a\u0438\u0435 \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u0438 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043f\u0438\u043a\u043e\u0432 \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0442\u043e\u0447\u043d\u044b\u0445 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442 \u0442\u043e\u0447\u0435\u043a \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432. \u041d\u0430\u0448\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u0443\u0447\u0435\u043d\u0430 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b, \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0435 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432.<\/span><\/p>\n<p id=\"p-18\"><span dir=\"auto\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u043e\u0442\u0435\u0440\u044c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u0430\u044f \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f:<\/span><\/p>\n\n<span class=\"disp-formula\"><span class=\"mjx-chtml MJXc-display\"><span id=\"MathJax-Element-1-Frame\" class=\"mjx-chtml MathJax_CHTML\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;block&quot;&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mrow&gt;&lt;mi&gt;total&lt;\/mi&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;=&lt;\/mo&gt;&lt;msub&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mrow&gt;&lt;mi&gt;GAN&lt;\/mi&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;+&lt;\/mo&gt;&lt;mi&gt;&amp;#x3BB;&lt;\/mi&gt;&lt;mi&gt;&amp;#xB7;&lt;\/mi&gt;&lt;msub&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mrow&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mn&gt;1&lt;\/mn&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;\/mrow&gt;&lt;\/math&gt;\"><span id=\"MJXc-Node-1\" class=\"mjx-math\" aria-hidden=\"true\"><span id=\"MJXc-Node-2\" class=\"mjx-mrow\"><span id=\"MJXc-Node-3\" class=\"mjx-mrow\"><span id=\"MJXc-Node-4\" class=\"mjx-msub\"><span class=\"mjx-base\"><span id=\"MJXc-Node-5\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-6\" class=\"mjx-mrow\"><span id=\"MJXc-Node-7\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u043e\u0431\u0449\u0438\u0439<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-8\" class=\"mjx-mo MJXc-space3\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">=<\/span><\/span><\/span><span id=\"MJXc-Node-9\" class=\"mjx-msub MJXc-space3\"><span class=\"mjx-base\"><span id=\"MJXc-Node-10\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-11\" class=\"mjx-mrow\"><span id=\"MJXc-Node-12\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u0413\u0410\u041d<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-13\" class=\"mjx-mo MJXc-space2\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">+<\/span><\/span><\/span><span id=\"MJXc-Node-14\" class=\"mjx-mi MJXc-space2\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u03bb<\/span><\/span><\/span><span id=\"MJXc-Node-15\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u22c5<\/span><\/span><\/span><span id=\"MJXc-Node-16\" class=\"mjx-msub\"><span class=\"mjx-base\"><span id=\"MJXc-Node-17\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-18\" class=\"mjx-mrow\"><span id=\"MJXc-Node-19\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><span id=\"MJXc-Node-20\" class=\"mjx-mn\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">1<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\n<p id=\"p-19\"><span dir=\"auto\">\u0433\u0434\u0435<\/span><\/p>\n\n<span class=\"disp-formula\"><span class=\"mjx-chtml MJXc-display\"><span id=\"MathJax-Element-2-Frame\" class=\"mjx-chtml MathJax_CHTML\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;block&quot;&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mrow&gt;&lt;mi&gt;GAN&lt;\/mi&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;=&lt;\/mo&gt;&lt;msub&gt;&lt;mi&gt;E&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;Y&lt;\/mi&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;[&lt;\/mo&gt;&lt;mi&gt;log&lt;\/mi&gt;&lt;mi&gt;D&lt;\/mi&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;Y&lt;\/mi&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;mo&gt;]&lt;\/mo&gt;&lt;mo&gt;+&lt;\/mo&gt;&lt;msub&gt;&lt;mi&gt;E&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;Y&lt;\/mi&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;[&lt;\/mo&gt;&lt;mi&gt;log&lt;\/mi&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mn&gt;1&lt;\/mn&gt;&lt;mo&gt;&amp;#x2013;&lt;\/mo&gt;&lt;mi&gt;D&lt;\/mi&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;G&lt;\/mi&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;mo&gt;]&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/math&gt;\"><span id=\"MJXc-Node-21\" class=\"mjx-math\" aria-hidden=\"true\"><span id=\"MJXc-Node-22\" class=\"mjx-mrow\"><span id=\"MJXc-Node-23\" class=\"mjx-mrow\"><span id=\"MJXc-Node-24\" class=\"mjx-msub\"><span class=\"mjx-base\"><span id=\"MJXc-Node-25\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-26\" class=\"mjx-mrow\"><span id=\"MJXc-Node-27\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u0413\u0410\u041d<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-28\" class=\"mjx-mo MJXc-space3\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">=<\/span><\/span><\/span><span id=\"MJXc-Node-29\" class=\"mjx-msub MJXc-space3\"><span class=\"mjx-base\"><span id=\"MJXc-Node-30\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0415<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-31\" class=\"mjx-mrow\"><span id=\"MJXc-Node-32\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-33\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-34\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">,<\/span><\/span><\/span><span id=\"MJXc-Node-35\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u042f<\/span><\/span><\/span><span id=\"MJXc-Node-36\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">)<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-37\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">[<\/span><\/span><\/span><span id=\"MJXc-Node-38\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u0431\u0440\u0435\u0432\u043d\u043e<\/span><\/span><\/span><span id=\"MJXc-Node-39\" class=\"mjx-mi MJXc-space1\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0414<\/span><\/span><\/span><span id=\"MJXc-Node-40\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-41\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-42\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">,<\/span><\/span><\/span><span id=\"MJXc-Node-43\" class=\"mjx-mi MJXc-space1\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u042f<\/span><\/span><\/span><span id=\"MJXc-Node-44\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">)<\/span><\/span><\/span><span id=\"MJXc-Node-45\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">]<\/span><\/span><\/span><span id=\"MJXc-Node-46\" class=\"mjx-mo MJXc-space2\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">+<\/span><\/span><\/span><span id=\"MJXc-Node-47\" class=\"mjx-msub MJXc-space2\"><span class=\"mjx-base\"><span id=\"MJXc-Node-48\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0415<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-49\" class=\"mjx-mrow\"><span id=\"MJXc-Node-50\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-51\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-52\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">,<\/span><\/span><\/span><span id=\"MJXc-Node-53\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u042f<\/span><\/span><\/span><span id=\"MJXc-Node-54\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">)<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-55\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">[<\/span><\/span><\/span><span id=\"MJXc-Node-56\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u0431\u0440\u0435\u0432\u043d\u043e<\/span><\/span><\/span><span id=\"MJXc-Node-57\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-58\" class=\"mjx-mn\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">1<\/span><\/span><\/span><span id=\"MJXc-Node-59\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u2013<\/span><\/span><\/span><span id=\"MJXc-Node-60\" class=\"mjx-mi MJXc-space1\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0414<\/span><\/span><\/span><span id=\"MJXc-Node-61\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-62\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-63\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">,<\/span><\/span><\/span><span id=\"MJXc-Node-64\" class=\"mjx-mi MJXc-space1\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0413<\/span><\/span><\/span><span id=\"MJXc-Node-65\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-66\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-67\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">)<\/span><\/span><\/span><span id=\"MJXc-Node-68\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">)<\/span><\/span><\/span><span id=\"MJXc-Node-69\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">)<\/span><\/span><\/span><span id=\"MJXc-Node-70\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">]<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\n<p id=\"p-20\"><span dir=\"auto\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u043e\u0442\u0435\u0440\u044c, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043d\u0430 \u0441\u043e\u0441\u0442\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u043c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0438, \u0441\u043f\u043e\u0441\u043e\u0431\u0441\u0442\u0432\u0443\u0435\u0442 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0433\u0430\u0443\u0441\u0441\u043e\u0432\u044b\u0445 \u0434\u0438\u0441\u043a\u043e\u0432, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u044f, \u0438<\/span><\/p>\n\n<span class=\"disp-formula\"><span class=\"mjx-chtml MJXc-display\"><span id=\"MathJax-Element-3-Frame\" class=\"mjx-chtml MathJax_CHTML\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;block&quot;&gt;&lt;mrow&gt;&lt;msub&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mrow&gt;&lt;mi&gt;L&lt;\/mi&gt;&lt;mn&gt;1&lt;\/mn&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;=&lt;\/mo&gt;&lt;msub&gt;&lt;mi&gt;E&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;Y&lt;\/mi&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/msub&gt;&lt;mo&gt;[&lt;\/mo&gt;&lt;mo&gt;||&lt;\/mo&gt;&lt;mi&gt;Y&lt;\/mi&gt;&lt;mo&gt;&amp;#x2013;&lt;\/mo&gt;&lt;mi&gt;G&lt;\/mi&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mi&gt;X&lt;\/mi&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;mo&gt;||&lt;\/mo&gt;&lt;mo&gt;]&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/math&gt;\"><span id=\"MJXc-Node-71\" class=\"mjx-math\" aria-hidden=\"true\"><span id=\"MJXc-Node-72\" class=\"mjx-mrow\"><span id=\"MJXc-Node-73\" class=\"mjx-mrow\"><span id=\"MJXc-Node-74\" class=\"mjx-msub\"><span class=\"mjx-base\"><span id=\"MJXc-Node-75\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-76\" class=\"mjx-mrow\"><span id=\"MJXc-Node-77\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u041b<\/span><\/span><\/span><span id=\"MJXc-Node-78\" class=\"mjx-mn\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">1<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-79\" class=\"mjx-mo MJXc-space3\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">=<\/span><\/span><\/span><span id=\"MJXc-Node-80\" class=\"mjx-msub MJXc-space3\"><span class=\"mjx-base\"><span id=\"MJXc-Node-81\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0415<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-82\" class=\"mjx-mrow\"><span id=\"MJXc-Node-83\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-84\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-85\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">,<\/span><\/span><\/span><span id=\"MJXc-Node-86\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u042f<\/span><\/span><\/span><span id=\"MJXc-Node-87\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">)<\/span><\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-88\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">[<\/span><\/span><\/span><span id=\"MJXc-Node-89\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">||<\/span><\/span><\/span><span id=\"MJXc-Node-90\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u042f<\/span><\/span><\/span><span id=\"MJXc-Node-91\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u2013<\/span><\/span><\/span><span id=\"MJXc-Node-92\" class=\"mjx-mi MJXc-space1\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0413<\/span><\/span><\/span><span id=\"MJXc-Node-93\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-94\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">X<\/span><\/span><\/span><span id=\"MJXc-Node-95\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">)<\/span><\/span><\/span><span id=\"MJXc-Node-96\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">||<\/span><\/span><\/span><span id=\"MJXc-Node-97\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-size1-R\"><span dir=\"auto\">]<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\n<p id=\"p-21\"><span dir=\"auto\">\u042d\u0442\u043e \u043f\u043e\u043f\u0438\u043a\u0441\u0435\u043b\u044c\u043d\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u043e\u0442\u0435\u0440\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0432\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435 \u0438 \u0433\u0430\u0443\u0441\u0441\u043e\u0432\u0443 \u0433\u043b\u0430\u0434\u043a\u043e\u0441\u0442\u044c.<\/span><\/p>\n\n<\/section>\n<section id=\"sec8\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u041e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 cGAN \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0432\u0438\u0434\u0435 \u0434\u0440\u0435\u0432\u043e\u0432\u0438\u0434\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435. \u0412\u0430\u0436\u043d\u044b\u043c \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0435\u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u043e\u0442\u0435\u0440\u044c L1 (\u03bb), \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0438\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c \u0434\u0435\u0440\u0435\u0432\u0430. \u0412 \u043d\u0430\u0448\u0438\u0445 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u0445 \u043c\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0438<\/span><span id=\"IEq1\" class=\"inline-formula\"><span id=\"MathJax-Element-4-Frame\" class=\"mjx-chtml MathJax_CHTML\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;inline&quot;&gt;&lt;mrow&gt;&lt;mi&gt;&amp;#x3BB;&lt;\/mi&gt;&lt;mo&gt;=&lt;\/mo&gt;&lt;mn&gt;100&lt;\/mn&gt;&lt;\/mrow&gt;&lt;\/math&gt;\"><span id=\"MJXc-Node-98\" class=\"mjx-math\" aria-hidden=\"true\"><span id=\"MJXc-Node-99\" class=\"mjx-mrow\"><span id=\"MJXc-Node-100\" class=\"mjx-mrow\"><span id=\"MJXc-Node-101\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u03bb<\/span><\/span><\/span><span id=\"MJXc-Node-102\" class=\"mjx-mo MJXc-space3\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">=<\/span><\/span><\/span><span id=\"MJXc-Node-103\" class=\"mjx-mn MJXc-space3\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">100<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span dir=\"auto\">(\u0433\u0434\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0438\u0436\u0435 20 \u0434\u0430\u0432\u0430\u043b\u043e \u043d\u0438\u0437\u043a\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c, \u0430 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u044b\u0448\u0435 200 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u043b\u043e \u043a \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e).\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B18\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B18\"><sup><span dir=\"auto\">18<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0420\u0430\u0437\u043c\u0435\u0440 \u043f\u043b\u0438\u0442\u043a\u0438 \u2014 \u0435\u0449\u0435 \u043e\u0434\u0438\u043d \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 (\u0440\u0438\u0441\u0443\u043d\u043e\u043a S8 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438), \u043a\u043e\u0442\u043e\u0440\u044b\u0439, \u043a\u0430\u043a \u0431\u044b\u043b\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043e, \u043b\u0443\u0447\u0448\u0435 \u0432\u0441\u0435\u0433\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043f\u0440\u0438 \u0440\u0430\u0437\u043c\u0435\u0440\u0435 256 x 256 \u043f\u0438\u043a\u0441\u0435\u043b\u0435\u0439 (\u0438\u043b\u0438 80 x 80 \u043c\u0435\u0442\u0440\u043e\u0432). \u0412\u0441\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0442\u043e\u0440\u0430 Adam \u0441 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438<\/span><span id=\"IEq2\" class=\"inline-formula\"><span id=\"MathJax-Element-5-Frame\" class=\"mjx-chtml MathJax_CHTML\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;inline&quot;&gt;&lt;msub&gt;&lt;mi&gt;&amp;#x3B2;&lt;\/mi&gt;&lt;mn&gt;1&lt;\/mn&gt;&lt;\/msub&gt;&lt;\/math&gt;\"><span id=\"MJXc-Node-104\" class=\"mjx-math\" aria-hidden=\"true\"><span id=\"MJXc-Node-105\" class=\"mjx-mrow\"><span id=\"MJXc-Node-106\" class=\"mjx-msub\"><span class=\"mjx-base\"><span id=\"MJXc-Node-107\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u03b2<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-108\" class=\"mjx-mn\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">1<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span dir=\"auto\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f 2\u00d7\u00a0<\/span><sup><span dir=\"auto\">10\u207b\u2074<\/span><\/sup><span dir=\"auto\">\u00a0\u0438 0,5 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e. \u0414\u043b\u044f \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043e\u0431\u043e\u0431\u0449\u0430\u044e\u0449\u0435\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0434\u0435\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0442\u0441\u0435\u0438\u0432\u0430\u043d\u0438\u0435 (dropout). \u0412 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u044d\u0442\u0438 \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u044e\u0442, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0432\u044b\u0440\u043e\u0432\u043d\u0435\u043d\u043d\u044b\u0435, \u0442\u043e\u0447\u0435\u0447\u043d\u043e-\u0440\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0438\u0435 \u0434\u043b\u044f \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043f\u043e\u0441\u0442\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438.<\/span><\/p>\n\n<\/section>\n<\/section>\n<\/section>\n<section id=\"sec9\" class=\"sec\">\n<h2 class=\"heading\"><span dir=\"auto\">\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u0430\u043d\u0430\u043b\u0438\u0437<\/span><\/h2>\n<p id=\"p-23\"><span dir=\"auto\">\u041c\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438 \u043d\u0430\u0448\u0443 \u043c\u043e\u0434\u0435\u043b\u044c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435, \u0447\u0440\u0435\u0437\u0432\u044b\u0447\u0430\u0439\u043d\u043e \u0442\u0440\u0443\u0434\u043e\u0435\u043c\u043a\u0438\u0435 \u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043c\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f 19 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u0421\u0428\u0410\u00b9\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B1\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B1\"><sup><span dir=\"auto\">\u0438<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0447\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043c\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f 79 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u0421\u0428\u0410 (\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u00a0<\/span><a class=\"xref xref-table\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#T2\" data-jats-ref-type=\"table\" data-jats-rid=\"T2\"><span dir=\"auto\">2<\/span><\/a><span dir=\"auto\">\u00a0\u0438 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 S2 \u0438 S3), \u0430 \u0442\u0430\u043a\u0436\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432 \u043e\u0445\u0432\u0430\u0442 \u0432\u0441\u0435\u0445 \u044d\u043a\u043e\u0440\u0435\u0433\u0438\u043e\u043d\u043e\u0432 \u043a\u043e\u043d\u0442\u0438\u043d\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0421\u0428\u0410. \u041f\u043e\u043b\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0449\u0438\u0439 330 \u0433\u043e\u0440\u043e\u0434\u043e\u0432, \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u043d\u0430\u0431\u043e\u0440\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 S1 (\u0441\u043c. \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435). \u0412 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0434\u0441\u0447\u0435\u0442\u0430 \u043d\u0430\u0448\u0435\u0433\u043e \u043c\u0435\u0442\u043e\u0434\u0430 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 92,5% (\u0441 \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0437\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c\u044e R\u00b2\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B2\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B2\"><sup><span dir=\"auto\">=<\/span><\/sup><\/a><span dir=\"auto\">\u00a00,998), \u0430 \u0441\u0440\u0435\u0434\u043d\u044f\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 1,49 \u043c \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435\u043c \u0432\u0441\u0435\u0433\u043e 0,42 \u043c (\u0440\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F1\" data-jats-ref-type=\"fig\" data-jats-rid=\"F1\"><span dir=\"auto\">1<\/span><\/a><span dir=\"auto\">\u00a0). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0443, \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u0443\u044e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c\u0438 \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u044d\u0440\u043e\u0444\u043e\u0442\u043e\u0441\u043d\u0438\u043c\u043a\u0430\u0445 \u0432\u044b\u0441\u043e\u043a\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00b3\u2077,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B37\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B37\"><sup><span dir=\"auto\">\u043d\u0430\u0448\u0430<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438\u043c\u0435\u0435\u0442 \u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 0,95, \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c 0,92, \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043e\u0448\u0438\u0431\u043e\u043a 0,08 \u0438 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043e\u0432 0,04 \u0434\u043b\u044f 19 \u0433\u043e\u0440\u043e\u0434\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B1\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B1\"><sup><span dir=\"auto\">1.<\/span><\/sup><\/a><a class=\"xref xref-table\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#T2\" data-jats-ref-type=\"table\" data-jats-rid=\"T2\"><span dir=\"auto\">\u00a0\u0412 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 2<\/span><\/a><span dir=\"auto\">\u00a0\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0442\u0430\u0431\u043b\u0438\u0447\u043d\u043e\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0433\u043e\u0440\u043e\u0434\u0443\u00a0.<\/span><\/p>\n\n<figure id=\"T2\" class=\"table-wrap\" data-jats-position=\"float\">\n<div class=\"caption\"><span class=\"caption-label\"><span dir=\"auto\">\u0422\u0430\u0431\u043b\u0438\u0446\u0430 2.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u0413\u043e\u0440\u043e\u0434\u0430\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B1\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B1\"><sup><span dir=\"auto\">1,<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 , \u0441 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0435\u043c \u043c\u0435\u0442\u0440\u0438\u043a \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438.<\/span><\/span><\/div>\n<div class=\"table-container\">\n<table class=\"table table-bordered table-condensed table-hover\" data-jats-frame=\"hsides\" data-jats-rules=\"rows\"><colgroup><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"30%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><col align=\"left\" valign=\"top\" data-jats-width=\"10%\" \/><\/colgroup>\n<thead>\n<tr>\n<th><span dir=\"auto\">\u0413\u043e\u0440\u043e\u0434<\/span><\/th>\n<th><span dir=\"auto\">\u0421\u0447\u0438\u0442\u0430\u0442\u044c<\/span><span class=\"inline-formula\"><span class=\"mjx-chtml MJXc-display\"><span id=\"MathJax-Element-6-Frame\" class=\"mjx-chtml MathJax_CHTML\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;block&quot;&gt;&lt;mrow&gt;&lt;mi&gt;GT&lt;\/mi&gt;&lt;mspace \/&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mo&gt;|&lt;\/mo&gt;&lt;mi&gt;G&lt;\/mi&gt;&lt;msub&gt;&lt;mi&gt;T&lt;\/mi&gt;&lt;mi&gt;i&lt;\/mi&gt;&lt;\/msub&gt;&lt;mo&gt;|&lt;\/mo&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/math&gt;\"><span id=\"MJXc-Node-109\" class=\"mjx-math\" aria-hidden=\"true\"><span id=\"MJXc-Node-110\" class=\"mjx-mrow\"><span id=\"MJXc-Node-111\" class=\"mjx-mrow\"><span id=\"MJXc-Node-112\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">\u0413\u0422<\/span><\/span><\/span><span id=\"MJXc-Node-113\" class=\"mjx-mspace\"><\/span><span id=\"MJXc-Node-114\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">(<\/span><\/span><\/span><span id=\"MJXc-Node-115\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">|<\/span><\/span><\/span><span id=\"MJXc-Node-116\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0413<\/span><\/span><\/span><span id=\"MJXc-Node-117\" class=\"mjx-msub\"><span class=\"mjx-base\"><span id=\"MJXc-Node-118\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u0422<\/span><\/span><\/span><\/span><span class=\"mjx-sub\"><span id=\"MJXc-Node-119\" class=\"mjx-mi\"><span class=\"mjx-char MJXc-TeX-math-I\"><span dir=\"auto\">\u044f<\/span><\/span><\/span><\/span><\/span><span id=\"MJXc-Node-120\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">|<\/span><\/span><\/span><span id=\"MJXc-Node-121\" class=\"mjx-mo\"><span class=\"mjx-char MJXc-TeX-main-R\"><span dir=\"auto\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/th>\n<th><span dir=\"auto\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043e (|\u00a0\u00a0<\/span><i><span dir=\"auto\">P\u00a0<\/span><sub><span dir=\"auto\">j\u00a0\u00a0<\/span><\/sub><\/i><span dir=\"auto\">\u00a0|)<\/span><\/th>\n<th><span dir=\"auto\">\u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e (\u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435)<\/span><\/th>\n<th><span dir=\"auto\">\u041e\u0442\u0437\u044b\u0432\u0430\u0442\u044c<\/span><\/th>\n<th><span dir=\"auto\">\u041a\u043e\u043c\u0438\u0441\u0441\u0438\u043e\u043d\u043d\u0430\u044f \u0441\u0442\u0430\u0432\u043a\u0430<\/span><\/th>\n<th><span dir=\"auto\">\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043e\u0432<\/span><\/th>\n<th><span dir=\"auto\">\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span dir=\"auto\">\u041a\u043e\u043b\u0443\u043c\u0431<\/span><\/td>\n<td><span dir=\"auto\">5482<\/span><\/td>\n<td><span dir=\"auto\">5669<\/span><\/td>\n<td><span dir=\"auto\">5414<\/span><\/td>\n<td><span dir=\"auto\">0,99<\/span><\/td>\n<td><span dir=\"auto\">0,04<\/span><\/td>\n<td><span dir=\"auto\">0,01<\/span><\/td>\n<td><span dir=\"auto\">0,96<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u041d\u044c\u044e-\u0419\u043e\u0440\u043a<\/span><\/td>\n<td><span dir=\"auto\">1472<\/span><\/td>\n<td><span dir=\"auto\">1517<\/span><\/td>\n<td><span dir=\"auto\">1428<\/span><\/td>\n<td><span dir=\"auto\">0,97<\/span><\/td>\n<td><span dir=\"auto\">0,06<\/span><\/td>\n<td><span dir=\"auto\">0,03<\/span><\/td>\n<td><span dir=\"auto\">0,94<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0412\u0430\u0448\u0438\u043d\u0433\u0442\u043e\u043d, \u043e\u043a\u0440\u0443\u0433 \u041a\u043e\u043b\u0443\u043c\u0431\u0438\u044f<\/span><\/td>\n<td><span dir=\"auto\">3845<\/span><\/td>\n<td><span dir=\"auto\">3680<\/span><\/td>\n<td><span dir=\"auto\">3596<\/span><\/td>\n<td><span dir=\"auto\">0,94<\/span><\/td>\n<td><span dir=\"auto\">0,02<\/span><\/td>\n<td><span dir=\"auto\">0,06<\/span><\/td>\n<td><span dir=\"auto\">0,98<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0428\u0430\u0440\u043b\u043e\u0442\u0442\u0441\u0432\u0438\u043b\u043b\u044c<\/span><\/td>\n<td><span dir=\"auto\">2120<\/span><\/td>\n<td><span dir=\"auto\">2232<\/span><\/td>\n<td><span dir=\"auto\">2005<\/span><\/td>\n<td><span dir=\"auto\">0,95<\/span><\/td>\n<td><span dir=\"auto\">0.10<\/span><\/td>\n<td><span dir=\"auto\">0,05<\/span><\/td>\n<td><span dir=\"auto\">0,90<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0411\u0443\u0444\u0444\u0430\u043b\u043e<\/span><\/td>\n<td><span dir=\"auto\">5125<\/span><\/td>\n<td><span dir=\"auto\">4829<\/span><\/td>\n<td><span dir=\"auto\">4663<\/span><\/td>\n<td><span dir=\"auto\">0,91<\/span><\/td>\n<td><span dir=\"auto\">0,03<\/span><\/td>\n<td><span dir=\"auto\">0,09<\/span><\/td>\n<td><span dir=\"auto\">0,97<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0421\u0443-\u0424\u043e\u043b\u0441<\/span><\/td>\n<td><span dir=\"auto\">2865<\/span><\/td>\n<td><span dir=\"auto\">3104<\/span><\/td>\n<td><span dir=\"auto\">2787<\/span><\/td>\n<td><span dir=\"auto\">0,97<\/span><\/td>\n<td><span dir=\"auto\">0.10<\/span><\/td>\n<td><span dir=\"auto\">0,03<\/span><\/td>\n<td><span dir=\"auto\">0,90<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u041f\u0438\u0442\u0442\u0441\u0431\u0443\u0440\u0433<\/span><\/td>\n<td><span dir=\"auto\">3070<\/span><\/td>\n<td><span dir=\"auto\">3327<\/span><\/td>\n<td><span dir=\"auto\">2991<\/span><\/td>\n<td><span dir=\"auto\">0,97<\/span><\/td>\n<td><span dir=\"auto\">0.10<\/span><\/td>\n<td><span dir=\"auto\">0,03<\/span><\/td>\n<td><span dir=\"auto\">0,90<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u041b\u043e\u0441-\u0410\u043d\u0434\u0436\u0435\u043b\u0435\u0441<\/span><\/td>\n<td><span dir=\"auto\">2721<\/span><\/td>\n<td><span dir=\"auto\">2981<\/span><\/td>\n<td><span dir=\"auto\">2682<\/span><\/td>\n<td><span dir=\"auto\">0,99<\/span><\/td>\n<td><span dir=\"auto\">0.10<\/span><\/td>\n<td><span dir=\"auto\">0,01<\/span><\/td>\n<td><span dir=\"auto\">0,90<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u041c\u0430\u0439\u0430\u043c\u0438<\/span><\/td>\n<td><span dir=\"auto\">1427<\/span><\/td>\n<td><span dir=\"auto\">1493<\/span><\/td>\n<td><span dir=\"auto\">1391<\/span><\/td>\n<td><span dir=\"auto\">0,97<\/span><\/td>\n<td><span dir=\"auto\">0,07<\/span><\/td>\n<td><span dir=\"auto\">0,03<\/span><\/td>\n<td><span dir=\"auto\">0,93<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0421\u0430\u043d\u0442\u0430-\u041c\u043e\u043d\u0438\u043a\u0430<\/span><\/td>\n<td><span dir=\"auto\">1557<\/span><\/td>\n<td><span dir=\"auto\">1721<\/span><\/td>\n<td><span dir=\"auto\">1503<\/span><\/td>\n<td><span dir=\"auto\">0,97<\/span><\/td>\n<td><span dir=\"auto\">0,13<\/span><\/td>\n<td><span dir=\"auto\">0,03<\/span><\/td>\n<td><span dir=\"auto\">0,87<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0411\u043e\u0443\u043b\u0434\u0435\u0440<\/span><\/td>\n<td><span dir=\"auto\">1281<\/span><\/td>\n<td><span dir=\"auto\">1316<\/span><\/td>\n<td><span dir=\"auto\">1202<\/span><\/td>\n<td><span dir=\"auto\">0,94<\/span><\/td>\n<td><span dir=\"auto\">0,09<\/span><\/td>\n<td><span dir=\"auto\">0,06<\/span><\/td>\n<td><span dir=\"auto\">0,91<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0418\u0441\u043a\u0440\u044b<\/span><\/td>\n<td><span dir=\"auto\">1475<\/span><\/td>\n<td><span dir=\"auto\">1512<\/span><\/td>\n<td><span dir=\"auto\">1398<\/span><\/td>\n<td><span dir=\"auto\">0,95<\/span><\/td>\n<td><span dir=\"auto\">0,08<\/span><\/td>\n<td><span dir=\"auto\">0,05<\/span><\/td>\n<td><span dir=\"auto\">0,92<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0414\u0435\u043d\u0432\u0435\u0440<\/span><\/td>\n<td><span dir=\"auto\">3677<\/span><\/td>\n<td><span dir=\"auto\">3873<\/span><\/td>\n<td><span dir=\"auto\">3531<\/span><\/td>\n<td><span dir=\"auto\">0,96<\/span><\/td>\n<td><span dir=\"auto\">0,09<\/span><\/td>\n<td><span dir=\"auto\">0,04<\/span><\/td>\n<td><span dir=\"auto\">0,91<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u041a\u0443\u043f\u0435\u0440\u0442\u0438\u043d\u043e<\/span><\/td>\n<td><span dir=\"auto\">1094<\/span><\/td>\n<td><span dir=\"auto\">1042<\/span><\/td>\n<td><span dir=\"auto\">995<\/span><\/td>\n<td><span dir=\"auto\">0,91<\/span><\/td>\n<td><span dir=\"auto\">0,05<\/span><\/td>\n<td><span dir=\"auto\">0,09<\/span><\/td>\n<td><span dir=\"auto\">0,95<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0421\u0430\u043d-\u0425\u043e\u0441\u0435<\/span><\/td>\n<td><span dir=\"auto\">852<\/span><\/td>\n<td><span dir=\"auto\">942<\/span><\/td>\n<td><span dir=\"auto\">834<\/span><\/td>\n<td><span dir=\"auto\">0,98<\/span><\/td>\n<td><span dir=\"auto\">0.11<\/span><\/td>\n<td><span dir=\"auto\">0,02<\/span><\/td>\n<td><span dir=\"auto\">0,89<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0424\u0435\u043d\u0438\u043a\u0441<\/span><\/td>\n<td><span dir=\"auto\">965<\/span><\/td>\n<td><span dir=\"auto\">1008<\/span><\/td>\n<td><span dir=\"auto\">910<\/span><\/td>\n<td><span dir=\"auto\">0,94<\/span><\/td>\n<td><span dir=\"auto\">0.10<\/span><\/td>\n<td><span dir=\"auto\">0,06<\/span><\/td>\n<td><span dir=\"auto\">0,90<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0421\u0430\u043d-\u0424\u0440\u0430\u043d\u0446\u0438\u0441\u043a\u043e<\/span><\/td>\n<td><span dir=\"auto\">8398<\/span><\/td>\n<td><span dir=\"auto\">8768<\/span><\/td>\n<td><span dir=\"auto\">8209<\/span><\/td>\n<td><span dir=\"auto\">0,98<\/span><\/td>\n<td><span dir=\"auto\">0,06<\/span><\/td>\n<td><span dir=\"auto\">0,02<\/span><\/td>\n<td><span dir=\"auto\">0,94<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0421\u0438\u044d\u0442\u043b<\/span><\/td>\n<td><span dir=\"auto\">816<\/span><\/td>\n<td><span dir=\"auto\">932<\/span><\/td>\n<td><span dir=\"auto\">797<\/span><\/td>\n<td><span dir=\"auto\">0,98<\/span><\/td>\n<td><span dir=\"auto\">0,14<\/span><\/td>\n<td><span dir=\"auto\">0,02<\/span><\/td>\n<td><span dir=\"auto\">0,86<\/span><\/td>\n<\/tr>\n<tr>\n<td><span dir=\"auto\">\u0421\u0430\u043d-\u0410\u043d\u0442\u043e\u043d\u0438\u043e<\/span><\/td>\n<td><span dir=\"auto\">1363<\/span><\/td>\n<td><span dir=\"auto\">1406<\/span><\/td>\n<td><span dir=\"auto\">1296<\/span><\/td>\n<td><span dir=\"auto\">0,95<\/span><\/td>\n<td><span dir=\"auto\">0,08<\/span><\/td>\n<td><span dir=\"auto\">0,05<\/span><\/td>\n<td><span dir=\"auto\">0,92<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/figure>\n<p id=\"p-25\"><span dir=\"auto\">\u041d\u0430\u0448 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u043d\u0430\u0448\u0435\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0430 \u043f\u0440\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u041f\u043e \u043c\u0435\u0440\u0435 \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043c\u044b \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 (\u0440\u0438\u0441.\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F4\" data-jats-ref-type=\"fig\" data-jats-rid=\"F4\"><span dir=\"auto\">4a<\/span><\/a><span dir=\"auto\">\u00a0). \u041c\u044b \u043f\u0435\u0440\u0435\u0448\u043b\u0438 \u043e\u0442 \u043d\u0430\u0448\u0435\u0433\u043e \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f 3 \u043c\u0435\u0442\u0440\u0430 \u043d\u0430 \u043f\u0438\u043a\u0441\u0435\u043b\u044c (PlanetScope) \u043a 5 \u043c\u0435\u0442\u0440\u0430\u043c \u043d\u0430 \u043f\u0438\u043a\u0441\u0435\u043b\u044c (Rapideye), 10 \u043c\u0435\u0442\u0440\u0430\u043c \u043d\u0430 \u043f\u0438\u043a\u0441\u0435\u043b\u044c (Sentinel-2) \u0438 30 \u043c\u0435\u0442\u0440\u0430\u043c \u043d\u0430 \u043f\u0438\u043a\u0441\u0435\u043b\u044c (Landsat). \u0420\u0430\u0437\u043d\u0438\u0446\u0430 \u043c\u0435\u0436\u0434\u0443 \u043d\u0430\u0448\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e 0,91 \u0438 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0430\u043c\u043e\u0433\u043e \u0433\u0440\u0443\u0431\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f (Landsat) \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 0,16 \u2014 \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u043c\u0435\u043d\u044c\u0448\u0430\u044f \u0440\u0430\u0437\u043d\u0438\u0446\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438, \u0434\u0430\u0436\u0435 \u043f\u0440\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0438 (\u0440\u0438\u0441.\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F4\" data-jats-ref-type=\"fig\" data-jats-rid=\"F4\"><span dir=\"auto\">4b<\/span><\/a><span dir=\"auto\">\u00a0).<\/span><\/p>\n\n<figure id=\"F4\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig04.svg\" data-fslightbox=\"3762636_fig04.svg\" data-type=\"image\" data-caption=\"Figure 4. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 4.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig04.svg\" alt=\"\" data-image-id=\"F4\" data-image-type=\"figure\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779296\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg 3052w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg?resize=300,146 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg?resize=768,374 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg?resize=1024,499 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg?resize=1536,749 1536w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure4.jpg?resize=2048,999 2048w\" alt=\"\u0413\u0434\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f (\u0440\u0438\u0441. 4)\" width=\"1024\" height=\"499\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 4.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u041d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438. (\u0430) \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u0440\u0430\u0437\u043c\u0430\u0445\u0430, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 \u043d\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f. (\u0431) \u0421\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0441 10 \u043b\u0443\u0447\u0448\u0438\u043c\u0438 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u0438 \u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043e\u0432 (\u043f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u0447\u0435\u0440\u043d\u044b\u043c\u0438 \u043a\u0440\u0443\u0436\u043a\u0430\u043c\u0438, \u0430 \u043d\u0430\u0448\u0430 \u2014 \u0437\u0435\u043b\u0435\u043d\u044b\u043c). \u0412\u044b\u043d\u043e\u0441\u043a\u0438 \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u043b\u0443\u0447\u0448\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0441 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0442\u0430\u043a\u0436\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0432 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u0445.<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<p id=\"p-27\"><span dir=\"auto\">\u0427\u0442\u043e\u0431\u044b \u043f\u043e\u043d\u044f\u0442\u044c \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u043c\u044b \u0441\u0440\u0430\u0432\u043d\u0438\u043b\u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 10 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u043c\u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0449\u0438\u043c\u0438 \u043a\u0430\u043a \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u043e\u043d\u043d\u044b\u0435, \u0442\u0430\u043a \u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b, \u043c\u044b \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u043b\u0438 23 256 \u043c\u00b2\u00a0<\/span><sup><span dir=\"auto\">\u0432<\/span><\/sup><span dir=\"auto\">\u00a0\u043c\u0438\u043d\u0443\u0442\u0443, \u0432 \u0442\u043e \u0432\u0440\u0435\u043c\u044f \u043a\u0430\u043a \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u043f\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u043b\u0430 18 868 \u043c\u00b2\u00a0<\/span><sup><span dir=\"auto\">\u0432<\/span><\/sup><span dir=\"auto\">\u00a0\u043c\u0438\u043d\u0443\u0442\u0443 \u0441 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u043d\u0430 30% \u043d\u0438\u0436\u0435 (\u0441\u043c. \u0440\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F4\" data-jats-ref-type=\"fig\" data-jats-rid=\"F4\"><span dir=\"auto\">4b<\/span><\/a><span dir=\"auto\">\u00a0\u043f\u043e \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u043e\u0441\u0438).<\/span><\/p>\n<p id=\"p-28\"><span dir=\"auto\">\u0417\u0430\u0442\u0435\u043c \u043c\u044b \u0441\u0440\u0430\u0432\u043d\u0438\u043b\u0438 \u043d\u0430\u0448\u0443 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043b\u0443\u0447\u0448\u0438\u043c\u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 SOTA \u043f\u043e \u0442\u0430\u043a\u0438\u043c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c, \u043a\u0430\u043a \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0434\u0441\u0447\u0435\u0442\u0430 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c (\u0441\u043c. \u0440\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F4\" data-jats-ref-type=\"fig\" data-jats-rid=\"F4\"><span dir=\"auto\">4b<\/span><\/a><span dir=\"auto\">\u00a0\u043f\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u043e\u0441\u0438). \u041c\u044b \u0432\u044b\u0431\u0440\u0430\u043b\u0438 \u043b\u0443\u0447\u0448\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043e\u0432, \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u0438 \u0438 \u0441\u0432\u0435\u0440\u0442\u043a\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f F-DETR,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B20\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B20\"><sup><span dir=\"auto\">20<\/span><\/sup><\/a><span dir=\"auto\">\u00a0Swin-Transformer-based MaskRCNN,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B21\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B21\"><sup><span dir=\"auto\">21<\/span><\/sup><\/a><span dir=\"auto\">\u00a0SegmentAnything2,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B28\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B28\"><sup><span dir=\"auto\">28<\/span><\/sup><\/a><span dir=\"auto\">\u00a0DiffusionDet,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B2\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B2\"><sup><span dir=\"auto\">2<\/span><\/sup><\/a><span dir=\"auto\">\u00a0Mask Scoring RCNN,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B10\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B10\"><sup><span dir=\"auto\">10<\/span><\/sup><\/a><span dir=\"auto\">\u00a0BBDM,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B19\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B19\"><sup><span dir=\"auto\">19<\/span><\/sup><\/a><span dir=\"auto\">\u00a0BoundaryFormer,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B16\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B16\"><sup><span dir=\"auto\">16<\/span><\/sup><\/a><span dir=\"auto\">\u00a0DenseDiffusion,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B13\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B13\"><sup><span dir=\"auto\">13<\/span><\/sup><\/a><span dir=\"auto\">\u00a0FlexIT,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B3\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B3\"><sup><span dir=\"auto\">3<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0438 TransGAN.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B12\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B12\"><sup><span dir=\"auto\">12<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0412\u0441\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430 RTX 4090 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438\/\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u0425\u043e\u0442\u044f \u0441\u043b\u0443\u0447\u0430\u0438 \u0441\u0431\u043e\u0435\u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u043f\u0435\u0440\u0435\u043a\u0440\u044b\u0432\u0430\u044e\u0449\u0438\u0445\u0441\u044f \u0441\u043e \u0437\u0434\u0430\u043d\u0438\u044f\u043c\u0438), \u043d\u0430\u0448\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u0438 \u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043e\u0432 (\u0440\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F5\" data-jats-ref-type=\"fig\" data-jats-rid=\"F5\"><span dir=\"auto\">5<\/span><\/a><span dir=\"auto\">\u00a0). \u042d\u0442\u043e\u0442 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u0435\u0442 \u0441\u0438\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043d\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043e\u043a\u043a\u043b\u044e\u0437\u0438\u0439 \u0438 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u0430\u044f \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u044c.<\/span><\/p>\n\n<figure id=\"F5\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig05.svg\" data-fslightbox=\"3762636_fig05.svg\" data-type=\"image\" data-caption=\"Figure 5. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 5.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig05.svg\" alt=\"\" data-image-id=\"F5\" data-image-type=\"figure\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779298\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg 1992w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg?resize=300,274 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg?resize=768,702 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg?resize=1024,936 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure5.jpg?resize=1536,1403 1536w\" alt=\"\u0413\u0434\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f (\u0440\u0438\u0441. 5)\" width=\"1024\" height=\"936\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 5.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0441 \u043f\u043e\u0434\u0445\u043e\u0434\u0430\u043c\u0438, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u043d\u0430 \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u0438 \u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u0430\u0445. \u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0441\u0430\u0434\u0430\/\u043f\u0430\u0440\u043a\u0430 \u043d\u0430 6-\u0439 \u0430\u0432\u0435\u043d\u044e \u0432 \u0446\u0435\u043d\u0442\u0440\u0435 \u041c\u0430\u043d\u0445\u044d\u0442\u0442\u0435\u043d\u0430, \u041d\u044c\u044e-\u0419\u043e\u0440\u043a. \u041a\u0440\u0430\u0441\u043d\u044b\u0439 \u043f\u0440\u044f\u043c\u043e\u0443\u0433\u043e\u043b\u044c\u043d\u0438\u043a = \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0434\u0435\u0440\u0435\u0432\u043e \u0431\u044b\u043b\u043e \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043e \u043d\u0430\u0434 \u0437\u0434\u0430\u043d\u0438\u0435\u043c (\u043c\u0435\u043d\u0435\u0435 0,3%), \u0441\u0438\u043d\u0438\u0439 \u043f\u0440\u044f\u043c\u043e\u0443\u0433\u043e\u043b\u044c\u043d\u0438\u043a = \u0434\u0435\u0440\u0435\u0432\u043e \u0432 \u043f\u0430\u0440\u043a\u0435, \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043a\u0430\u043a \u0436\u0438\u043b\u043e\u0435, \u043e\u0440\u0430\u043d\u0436\u0435\u0432\u044b\u0439 \u043f\u0440\u044f\u043c\u043e\u0443\u0433\u043e\u043b\u044c\u043d\u0438\u043a = \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0431\u043e\u043b\u0435\u0435 \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0448\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u043e\u043a\u043a\u043b\u044e\u0437\u0438\u0438 \u0438 \u043d\u0435\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0445 \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439, \u0433\u0434\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u044f\u0445, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u0430\u0445 \u0438 \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u0438. \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435: \u0422\u043e\u043b\u044c\u043a\u043e \u043d\u0430\u0448\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0442\u0430\u043a\u0443\u044e \u200b\u200b\u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0441 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u043f\u043e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u0411\u043e\u043b\u044c\u0448\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u0432 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u0445 (\u0420\u0438\u0441\u0443\u043d\u043e\u043a S9).<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<\/section>\n<section id=\"sec10\" class=\"sec\">\n<h2 class=\"heading\"><span dir=\"auto\">Urban Tree Analytics<\/span><\/h2>\n<p id=\"p-30\"><span dir=\"auto\">\u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0435\u0433\u043e \u043b\u0435\u0433\u043a\u043e\u0433\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f, \u043c\u044b \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u043c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439.<\/span><\/p>\n\n<section id=\"sec11\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u041e\u0431\u0437\u043e\u0440 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0430\u0445 \u0432\u0441\u0435\u0439 \u0441\u0442\u0440\u0430\u043d\u044b.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u0423\u0447\u0438\u0442\u044b\u0432\u0430\u044f \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043c\u0430\u0441\u0448\u0442\u0430\u0431, \u043d\u043e \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0434\u0435\u0440\u0435\u0432\u0430 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u043c\u044b \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c \u043e\u0431\u0449\u0435\u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (\u0420\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F2\" data-jats-ref-type=\"fig\" data-jats-rid=\"F2\"><span dir=\"auto\">2<\/span><\/a><span dir=\"auto\">\u00a0). \u041c\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 330 \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u043d\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0440\u0435\u0433\u0438\u043e\u043d\u0430: \u0421\u0435\u0432\u0435\u0440\u043e-\u0432\u043e\u0441\u0442\u043e\u043a (\u0421\u0412), \u0421\u0435\u0432\u0435\u0440\u043e-\u0437\u0430\u043f\u0430\u0434 (\u0421\u0417), \u042e\u0433\u043e-\u0432\u043e\u0441\u0442\u043e\u043a (\u042e\u0412) \u0438 \u042e\u0433\u043e-\u0437\u0430\u043f\u0430\u0434 (\u042e\u0417), \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0446\u0435\u043d\u0442\u0440 \u043c\u0430\u0442\u0435\u0440\u0438\u043a\u043e\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0421\u0428\u0410, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u041d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u043b\u0443\u0436\u0431\u043e\u0439 \u0421\u0428\u0410 (NGS) \u2013 39\u00b050'N 98\u00b035'W. \u041d\u0430 \u0440\u0438\u0441\u0443\u043d\u043a\u0435\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F2\" data-jats-ref-type=\"fig\" data-jats-rid=\"F2\"><span dir=\"auto\">2<\/span><\/a><span dir=\"auto\">\u00a0\u043f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u043e \u0432\u0441\u0435\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0430\u043c.<\/span><\/p>\n<p id=\"p-32\"><span dir=\"auto\">\u041d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0432 \u0441\u0435\u0432\u0435\u0440\u043e-\u0432\u043e\u0441\u0442\u043e\u0447\u043d\u043e\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u043b\u0430\u0441\u044c \u0441\u0430\u043c\u0430\u044f \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u0440\u0435\u0434\u043d\u044f\u044f \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u2014 41 \u0434\u0435\u0440\u0435\u0432\u043e \u043d\u0430 \u0430\u043a\u0440, \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435\u043c 11 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440. \u0412 \u044d\u0442\u043e\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0435 \u0441\u0430\u043c\u0430\u044f \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 69 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440 \u0432 \u0410\u043d\u043d-\u0410\u0440\u0431\u043e\u0440\u0435, \u0448\u0442\u0430\u0442 \u041c\u0438\u0447\u0438\u0433\u0430\u043d, \u0430 \u0441\u0430\u043c\u0430\u044f \u043d\u0438\u0437\u043a\u0430\u044f \u2014 \u0432 \u041d\u044c\u044e\u0430\u0440\u043a\u0435, \u0448\u0442\u0430\u0442 \u041d\u044c\u044e-\u0414\u0436\u0435\u0440\u0441\u0438, \u0441 17 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 \u043d\u0430 \u0430\u043a\u0440. \u0412\u0442\u043e\u0440\u044b\u043c \u043f\u043e \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0435 \u0440\u0435\u0433\u0438\u043e\u043d\u043e\u043c \u043f\u043e \u0441\u0440\u0435\u0434\u043d\u0435\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0431\u044b\u043b \u0441\u0435\u0432\u0435\u0440\u043e-\u0437\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0440\u0435\u0433\u0438\u043e\u043d \u0441\u043e \u0441\u0440\u0435\u0434\u043d\u0435\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c\u044e 37 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435\u043c 8 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440. \u0412 \u044d\u0442\u043e\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0435 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 63 \u0434\u0435\u0440\u0435\u0432\u0430 \u043d\u0430 \u0430\u043a\u0440 \u0432 \u0421\u0438\u044d\u0442\u043b\u0435, \u0448\u0442\u0430\u0442 \u0412\u0430\u0448\u0438\u043d\u0433\u0442\u043e\u043d, \u0430 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u2014 20 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440 \u0432 \u041f\u0440\u043e\u0432\u043e, \u0448\u0442\u0430\u0442 \u042e\u0442\u0430. \u0422\u0440\u0435\u0442\u044c\u0438\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u043e\u043c \u043f\u043e \u0441\u0440\u0435\u0434\u043d\u0435\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0431\u044b\u043b \u044e\u0433\u043e-\u0432\u043e\u0441\u0442\u043e\u0447\u043d\u044b\u0439 \u0440\u0435\u0433\u0438\u043e\u043d \u0441\u043e \u0441\u0440\u0435\u0434\u043d\u0435\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c\u044e 31 \u0434\u0435\u0440\u0435\u0432\u043e \u043d\u0430 \u0430\u043a\u0440 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435\u043c 10 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440. \u0412 \u044d\u0442\u043e\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0435 \u0433\u043e\u0440\u043e\u0434\u043e\u043c \u0441 \u0441\u0430\u043c\u043e\u0439 \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c\u044e \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0431\u044b\u043b \u0421\u044d\u043d\u0434\u0438-\u0421\u043f\u0440\u0438\u043d\u0433\u0441, \u0448\u0442\u0430\u0442 \u041a\u043e\u043b\u043e\u0440\u0430\u0434\u043e, \u0441 86 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 \u043d\u0430 \u0430\u043a\u0440. \u0412 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u044d\u0442\u043e\u0433\u043e, \u0441\u0430\u043c\u0430\u044f \u043d\u0438\u0437\u043a\u0430\u044f \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u0441\u0435\u043c\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440 \u0432 \u041a\u043e\u0440\u043f\u0443\u0441-\u041a\u0440\u0438\u0441\u0442\u0438, \u0448\u0442\u0430\u0442 \u0422\u0435\u0445\u0430\u0441. \u041d\u0430\u043a\u043e\u043d\u0435\u0446, \u0440\u0435\u0433\u0438\u043e\u043d\u043e\u043c \u0441 \u0441\u0430\u043c\u043e\u0439 \u043d\u0438\u0437\u043a\u043e\u0439 \u0441\u0440\u0435\u0434\u043d\u0435\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c\u044e \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u044e\u0433\u043e-\u0437\u0430\u043f\u0430\u0434, \u0433\u0434\u0435 \u0431\u044b\u043b\u043e 28 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435\u043c 11 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440. \u0412 \u044d\u0442\u043e\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0435 \u0441\u0430\u043c\u0430\u044f \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 53 \u0434\u0435\u0440\u0435\u0432\u0430 \u043d\u0430 \u0430\u043a\u0440 \u0432 \u041b\u0435\u0439\u043a\u0432\u0443\u0434\u0435, \u0448\u0442\u0430\u0442 \u041a\u043e\u043b\u043e\u0440\u0430\u0434\u043e, \u0430 \u0441\u0430\u043c\u0430\u044f \u043d\u0438\u0437\u043a\u0430\u044f \u2014 \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0430\u043a\u0440 \u0432 \u0418\u043d\u0433\u043b\u0432\u0443\u0434\u0435, \u0448\u0442\u0430\u0442 \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u044f.<\/span><\/p>\n<p id=\"p-33\"><span dir=\"auto\">\u041c\u044b \u0442\u0430\u043a\u0436\u0435 \u043e\u0442\u043c\u0435\u0442\u0438\u043b\u0438, \u0447\u0442\u043e \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0433\u043e\u0440\u043e\u0434\u0430 \u0441\u0435\u0432\u0435\u0440\u043e-\u0432\u043e\u0441\u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u0433\u0438\u043e\u043d\u0430 \u0438\u043c\u0435\u044e\u0442 \u043d\u0430\u0438\u043c\u0435\u043d\u044c\u0448\u0435\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0436\u0438\u043b\u044b\u0445 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 (\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 19%), \u0432 \u0442\u043e \u0432\u0440\u0435\u043c\u044f \u043a\u0430\u043a \u0441\u0435\u0432\u0435\u0440\u043e-\u0437\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0440\u0435\u0433\u0438\u043e\u043d \u0438\u043c\u0435\u0435\u0442 \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0436\u0438\u043b\u044b\u0445 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 \u2014 25%. \u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0432 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u0441\u0435\u0432\u0435\u0440\u043e-\u0432\u043e\u0441\u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u0433\u0438\u043e\u043d\u0430 \u043f\u0440\u0435\u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0442 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0432 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043f\u0430\u0440\u043a\u0430\u0445, \u0438\u0445 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 25% \u0432 \u0440\u0435\u0433\u0438\u043e\u043d\u0435, \u043d\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0449\u0435\u043c \u0431\u043e\u043b\u0435\u0435 43 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432. \u0421\u0435\u0432\u0435\u0440\u043e-\u0437\u0430\u043f\u0430\u0434\u043d\u044b\u0439 \u0440\u0435\u0433\u0438\u043e\u043d \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0432 \u044d\u0442\u043e\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438, \u0438\u043c\u0435\u044f \u0432\u0441\u0435\u0433\u043e 17% \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u043f\u0430\u0440\u043a\u0430\u0445.<\/span><\/p>\n\n<\/section>\n<section id=\"sec12\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u0421\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u043e-\u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u041d\u0430\u0448 \u043f\u043e\u0434\u0445\u043e\u0434 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0441 \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u043e\u0446\u0435\u043d\u043a\u0438 \u043a\u043b\u0438\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u043e\u0441\u0442\u0438 (CEJST)\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B33\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B33\"><sup><span dir=\"auto\">33<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0438 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0421\u0428\u0410 (\u0420\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F6\" data-jats-ref-type=\"fig\" data-jats-rid=\"F6\"><span dir=\"auto\">6<\/span><\/a><span dir=\"auto\">\u00a0). \u041f\u0440\u0438\u0437\u043d\u0430\u0432\u0430\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u0443\u044e \u0440\u043e\u043b\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438 \u0432 \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u043d\u0435\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043c\u0435\u0436\u0434\u0443 \u0431\u043e\u043b\u0435\u0435 \u0431\u043e\u0433\u0430\u0442\u044b\u043c\u0438 \u0438 \u043d\u0435\u0431\u043b\u0430\u0433\u043e\u043f\u043e\u043b\u0443\u0447\u043d\u044b\u043c\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u043c\u0438 \u0440\u0430\u0439\u043e\u043d\u0430\u043c\u0438, \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0432\u043b\u0430\u0441\u0442\u0438 \u043f\u0440\u0435\u0434\u043f\u0440\u0438\u043d\u044f\u043b\u0438 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0438\u0438 \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0443\u0434\u0435\u043b\u044f\u044f \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043c\u0430\u0440\u0433\u0438\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0440\u0430\u0439\u043e\u043d\u0430\u043c. \u041d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u0432\u043f\u0435\u0440\u0432\u044b\u0435, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0430\u043c \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u0438 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438. \u0412 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043c\u044b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0438 \u0441\u0438\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 (\u041a\u041a) \u043c\u0435\u0436\u0434\u0443 \u0434\u043e\u0445\u043e\u0434\u043e\u043c \u043d\u0430 \u0434\u0443\u0448\u0443 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0449\u0438\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 (\u041a\u041a = +0,82), \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0436\u0438\u043b\u044b\u0445 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 (\u041a\u041a = +0,88), \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 \u043d\u0430 \u0443\u043b\u0438\u0446\u0430\u0445 (\u041a\u041a = +0,69), \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 \u0432 \u043f\u0430\u0440\u043a\u0430\u0445 (\u041a\u041a = +0,73) \u0438 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 (\u041a\u041a = +0,66). \u0410\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u0430\u044f \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u043b\u0430\u0441\u044c \u0441 \u0441\u0438\u043b\u044c\u043d\u044b\u043c \u041a\u041a +0,77 \u043c\u0435\u0436\u0434\u0443 \u0434\u043e\u0445\u043e\u0434\u043e\u043c \u043d\u0430 \u0434\u0443\u0448\u0443 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u044b\u043c \u043f\u043e\u043a\u0440\u043e\u0432\u043e\u043c. \u041d\u0430 \u0440\u0438\u0441\u0443\u043d\u043a\u0435\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F6\" data-jats-ref-type=\"fig\" data-jats-rid=\"F6\"><span dir=\"auto\">6<\/span><\/a><span dir=\"auto\">\u00a0\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u200b\u200b\u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043d\u0430\u044f \u0432 \u0427\u0438\u043a\u0430\u0433\u043e. \u041e\u043d\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0432 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u0445 403 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432 \u0427\u0438\u043a\u0430\u0433\u043e \u0432 \u043d\u0435\u0431\u043b\u0430\u0433\u043e\u043f\u043e\u043b\u0443\u0447\u043d\u044b\u0445 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0431\u043e\u043b\u0435\u0435 \u043d\u0438\u0437\u043a\u0430\u044f \u043c\u0435\u0434\u0438\u0430\u043d\u043d\u0430\u044f \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432: \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u043d\u0430 42% \u043c\u0435\u043d\u044c\u0448\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0433\u0435\u043a\u0442\u0430\u0440. \u0410\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u0430\u044f \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0438 \u0434\u043b\u044f \u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044f \u0440\u0430\u0437\u043d\u0438\u0446\u0443 \u0432 11% \u0432 \u0427\u0438\u043a\u0430\u0433\u043e. \u041f\u043e\u043c\u0438\u043c\u043e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432, \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u043a\u0430\u043a \u043d\u0435\u0431\u043b\u0430\u0433\u043e\u043f\u043e\u043b\u0443\u0447\u043d\u044b\u0435, \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u0430\u044f \u0437\u0430\u043a\u043e\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043e\u0446\u0435\u043d\u043a\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u043e\u0445\u043e\u0434\u0430 \u0432 \u0427\u0438\u043a\u0430\u0433\u043e: \u0432 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 \u0441 \u0431\u043e\u043b\u0435\u0435 \u0432\u044b\u0441\u043e\u043a\u0438\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u0434\u043e\u0445\u043e\u0434\u0430 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432. \u042d\u0442\u0438 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438 \u043c\u043e\u0433\u0443\u0442 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u0445, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043d\u0430\u0448\u0435\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0430.<\/span><\/p>\n\n<figure id=\"F6\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig06.svg\" data-fslightbox=\"3762636_fig06.svg\" data-type=\"image\" data-caption=\"Figure 6. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 6.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig06.svg\" alt=\"\" data-image-id=\"F6\" data-image-type=\"figure\" data-jats-orientation=\"portrait\" data-jats-position=\"float\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779300\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg 3024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg?resize=300,189 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg?resize=768,485 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg?resize=1024,646 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg?resize=1536,969 1536w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure6.jpg?resize=2048,1292 2048w\" alt=\"\u0413\u0434\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f (\u0440\u0438\u0441. 6)\" width=\"1024\" height=\"646\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 6.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u0420\u0430\u0437\u043b\u0438\u0447\u0438\u044f \u0432 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u043e\u0445\u043e\u0434\u0430. \u041c\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u043e\u0431\u0438\u043b\u0438\u0435\u043c \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438 \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u0434\u043e\u0445\u043e\u0434\u0430. (\u0430) \u041a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043c\u0435\u0436\u0434\u0443 \u043f\u043e\u0434\u0441\u0447\u0435\u0442\u0430\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u043d\u0430\u0448\u0438\u043c \u043c\u0435\u0442\u043e\u0434\u043e\u043c, \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u043e \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u0438 \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0435 330 \u0433\u043e\u0440\u043e\u0434\u043e\u0432. (\u0431) \u0421\u043a\u0440\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0435 \u0440\u0430\u0437\u043d\u0438\u0446\u0443 \u0432 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u0438 \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430 \u043c\u0435\u0436\u0434\u0443 \u043d\u0435\u0431\u043b\u0430\u0433\u043e\u043f\u043e\u043b\u0443\u0447\u043d\u044b\u043c\u0438 \u0438 \u0431\u043b\u0430\u0433\u043e\u043f\u043e\u043b\u0443\u0447\u043d\u044b\u043c\u0438 \u0440\u0430\u0439\u043e\u043d\u0430\u043c\u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0438 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0432 403 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 \u0427\u0438\u043a\u0430\u0433\u043e. (\u0432) \u0420\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u043e\u0445\u043e\u0434\u0430 \u0432 \u0442\u0435\u0445 \u0436\u0435 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 \u0427\u0438\u043a\u0430\u0433\u043e.<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<\/section>\n<section id=\"sec13\" class=\"inline-headings-section\">\n<p data-jats-content-type=\"inline-heading\"><strong><span dir=\"auto\">\u0414\u0435\u0440\u0435\u0432\u044c\u044f \u043f\u043e\u0441\u043b\u0435 \u0441\u0442\u0438\u0445\u0438\u0439\u043d\u044b\u0445 \u0431\u0435\u0434\u0441\u0442\u0432\u0438\u0439 \u0438 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432 \u043f\u043e \u043f\u043e\u0441\u0430\u0434\u043a\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432.<\/span><\/strong><span dir=\"auto\">\u00a0\u00a0 \u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u043c\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b\u0438 \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0432 \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u043a\u0430\u0442\u0430\u0441\u0442\u0440\u043e\u0444\u044b \u0438 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b \u043f\u043e \u043f\u043e\u0441\u0430\u0434\u043a\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 (\u0420\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F7\" data-jats-ref-type=\"fig\" data-jats-rid=\"F7\"><span dir=\"auto\">7<\/span><\/a><span dir=\"auto\">\u00a0). \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u043e\u0436\u0430\u0440 \u00ab\u041a\u044d\u043c\u043f \u0424\u0430\u0439\u0440\u00bb \u0432 2018 \u0433\u043e\u0434\u0443 \u0441\u0442\u0430\u043b \u0441\u0430\u043c\u044b\u043c \u0441\u043c\u0435\u0440\u0442\u043e\u043d\u043e\u0441\u043d\u044b\u043c \u0438 \u0440\u0430\u0437\u0440\u0443\u0448\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043b\u0435\u0441\u043d\u044b\u043c \u043f\u043e\u0436\u0430\u0440\u043e\u043c \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u0438. \u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043d\u0430\u0448\u0435\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0430 \u043c\u044b \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0438 \u0438 \u043f\u043e\u0434\u0441\u0447\u0438\u0442\u0430\u043b\u0438 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435 \u043f\u043e\u0436\u0430\u0440\u0430, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438. \u0420\u0438\u0441\u0443\u043d\u043e\u043a\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F7\" data-jats-ref-type=\"fig\" data-jats-rid=\"F7\"><span dir=\"auto\">7a<\/span><\/a><span dir=\"auto\">\u00a0\u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u043c\u0438\u043a\u0440\u043e\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u0435 \u0434\u043b\u044f \u0447\u0430\u0441\u0442\u0438 \u0433\u043e\u0440\u043e\u0434\u0430, \u0430 \u0438\u043c\u0435\u043d\u043d\u043e \u0440\u0430\u0439\u043e\u043d\u0430 \u0436\u0438\u043b\u043e\u0433\u043e \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u0430 \u041a\u0438\u043b\u043a\u0440\u0438\u0437-\u0421\u0435\u0440\u043a\u043b \u0432 \u041f\u0430\u0440\u0430\u0434\u0430\u0439\u0437\u0435, \u0448\u0442\u0430\u0442 \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u044f, \u043f\u043e\u0441\u043b\u0435 \u043f\u043e\u0436\u0430\u0440\u0430 \u00ab\u041a\u044d\u043c\u043f \u0424\u0430\u0439\u0440\u00bb. \u0414\u043b\u044f \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0433\u043e \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u043c\u044b \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0437 \u00ab\u0434\u043e\/\u043f\u043e\u0441\u043b\u0435\u00bb \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u0433\u043e\u0440\u043e\u0434\u0430 \u0412\u0430\u043a\u0430\u0432\u0438\u043b\u043b, \u0448\u0442\u0430\u0442 \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u044b\u043b \u043e\u0445\u0432\u0430\u0447\u0435\u043d \u043f\u043e\u0436\u0430\u0440\u0430\u043c\u0438 LNU Lightning Complex 2020 \u0433\u043e\u0434\u0430. \u0414\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u0433\u043e\u0440\u043e\u0434\u0430 \u043c\u044b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u043f\u043e\u0442\u0435\u0440\u044e 80 916 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0435\u0433\u043e 7 975 \u0430\u043a\u0440\u0430\u0445. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u043e\u0436\u0430\u0440\u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u044c \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430 \u0432 \u0433\u043e\u0440\u043e\u0434\u0435 \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u043b\u0430\u0441\u044c \u0441 41% \u0432 2019 \u0433\u043e\u0434\u0443 \u0434\u043e 35% \u0432 2021 \u0433\u043e\u0434\u0443. \u042d\u0442\u0438 \u043e\u0446\u0435\u043d\u043a\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043d\u0430\u0437\u0435\u043c\u043d\u044b\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u043d\u043e \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u043e\u0439 \u043f\u0435\u0440\u0432\u044b\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u0440\u043e\u0434\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u043f\u043e\u0442\u0435\u0440\u044c \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0442\u0430\u043a\u043e\u043c \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0435 \u0438 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0443\u0441\u0438\u043b\u0438\u044f\u043c\u0438.<\/span><\/p>\n\n<figure id=\"F7\" class=\"fig\" data-jats-position=\"float\">\n<div class=\"image-container\"><a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig07.svg\" data-fslightbox=\"3762636_fig07.svg\" data-type=\"image\" data-caption=\"Figure 7. \"><img class=\"graphic\" title=\"\u0420\u0438\u0441\u0443\u043d\u043e\u043a 7.\" src=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/3762636_fig07.svg\" alt=\"\" data-image-id=\"F7\" data-image-type=\"figure\" data-jats-orientation=\"portrait\" data-jats-position=\"float\" \/><\/a><a href=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg\" data-fslightbox=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg\" data-type=\"image\" data-caption=\"\"><img class=\"alignnone size-full wp-image-779301\" src=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg 1988w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg?resize=300,258 300w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg?resize=768,661 768w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg?resize=1024,882 1024w, https:\/\/cacm.acm.org\/wp-content\/uploads\/2026\/03\/Trees.Figure7.jpg?resize=1536,1323 1536w\" alt=\"\u0413\u0434\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f (\u0440\u0438\u0441. 7)\" width=\"1024\" height=\"882\" \/><\/a><\/div>\n<figcaption><span class=\"caption-label\"><span dir=\"auto\">\u0420\u0438\u0441\u0443\u043d\u043e\u043a 7.\u00a0\u00a0<\/span><\/span><span class=\"p\"><span dir=\"auto\">\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435. (\u0430) \u041f\u043e\u0436\u0430\u0440 \u00ab\u041a\u044d\u043c\u043f \u0424\u0430\u0439\u0440\u00bb 2018 \u0433\u043e\u0434\u0430 \u043d\u0435\u0434\u0430\u043b\u0435\u043a\u043e \u043e\u0442 \u041f\u0430\u0440\u0430\u0434\u0430\u0439\u0441\u0430, \u0448\u0442\u0430\u0442 \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u044f, \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u0441\u043c\u0435\u0440\u0442\u043e\u043d\u043e\u0441\u043d\u044b\u0445 \u043f\u043e\u0436\u0430\u0440\u043e\u0432 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0438. \u041d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u0431\u044b\u043b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d \u043a \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u043c \u0441\u043d\u0438\u043c\u043a\u0430\u043c \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435 \u043f\u043e\u0436\u0430\u0440\u0430, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u043f\u043e\u0442\u0435\u0440\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u044d\u0442\u043e\u043c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0440\u0435\u0433\u0438\u043e\u043d\u0435 \u043f\u043b\u043e\u0449\u0430\u0434\u044c\u044e 1,2 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043d\u044b\u0445 \u043a\u0438\u043b\u043e\u043c\u0435\u0442\u0440\u0430. (\u0431) \u0418\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u0430 \u00ab\u041c\u0438\u043b\u043b\u0438\u043e\u043d \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432\u00bb \u0432 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0435 \u043d\u0430\u0447\u0430\u043b\u0430\u0441\u044c \u0432 2007 \u0433\u043e\u0434\u0443, \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0430\u0441\u044c \u0432 2017 \u0433\u043e\u0434\u0443 \u0438 \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u0431\u044b\u043b\u0430 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0430 \u200b\u200b\u0434\u043e 2030 \u0433\u043e\u0434\u0430. \u041c\u044b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c \u043f\u0440\u043e\u0448\u043b\u044b\u0435 \u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u043f\u043e \u043e\u0437\u0435\u043b\u0435\u043d\u0435\u043d\u0438\u044e \u0433\u043e\u0440\u043e\u0434\u043e\u0432, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u044f \u0432 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0435.<\/span><\/span>\n<div class=\"figcaption-footer\"><\/div>\n<\/figcaption><\/figure>\n<p id=\"p-38\"><span dir=\"auto\">\u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0435\u0449\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043e\u0434\u043d\u0443 \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0439 \u043f\u043e \u043f\u043e\u0441\u0430\u0434\u043a\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u2014 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u044e \u00ab\u041c\u0438\u043b\u043b\u0438\u043e\u043d \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0435\u00bb.&lt;sup&gt;\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B25\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B25\"><sup><span dir=\"auto\">25&lt;\/sup&gt;<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041e\u043d\u0430 \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043b\u0430\u0441\u044c \u0441 2007 \u043f\u043e 2017 \u0433\u043e\u0434, \u0430 \u0437\u0430\u0442\u0435\u043c \u0431\u044b\u043b\u0430 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0430 \u200b\u200b\u0438 \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u0441 \u0435\u0449\u0435 \u043e\u0434\u043d\u043e\u0439 \u0446\u0435\u043b\u044c\u044e \u2014 \u043f\u043e\u0441\u0430\u0434\u0438\u0442\u044c \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043a 2030 \u0433\u043e\u0434\u0443. \u042d\u0442\u0438 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e \u043f\u043e\u0441\u0430\u0434\u043a\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0442\u0435\u043f\u0435\u043d\u0438 \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b \u043d\u0430 \u043f\u043e\u0441\u0430\u0434\u043a\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0443\u043b\u0438\u0446\u0430\u0445, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0438 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c\u0438 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u043c\u0438. \u041d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0442\u0430\u043a\u0438\u0445 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432. \u0421\u043e\u043e\u0431\u0449\u0430\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0432 2005 \u0433\u043e\u0434\u0443 \u0432 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0435 \u043d\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u043b\u043e\u0441\u044c \u043e\u043a\u043e\u043b\u043e 5,2 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432.&lt;sup&gt;\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B25\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B25\"><sup><span dir=\"auto\">25&lt;\/sup&gt;<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0412 \u0442\u043e\u043c \u0436\u0435 \u043e\u0442\u0447\u0435\u0442\u0435 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0431\u043e\u043b\u0435\u0435 2000 \u0432\u043e\u043b\u043e\u043d\u0442\u0435\u0440\u043e\u0432 \u043f\u043e\u0442\u0440\u0430\u0442\u0438\u043b\u0438 \u0432 \u043e\u0431\u0449\u0435\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 30 000 \u0447\u0430\u0441\u043e\u0432 \u043d\u0430 \u043f\u043e\u0434\u0441\u0447\u0435\u0442 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 \u0443\u043b\u0438\u0446\u0430\u0445 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0430. \u041f\u043e\u0437\u0436\u0435, \u0432 2017 \u0433\u043e\u0434\u0443, \u041c\u0438\u043d\u0438\u0441\u0442\u0435\u0440\u0441\u0442\u0432\u043e \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u0421\u0428\u0410 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u043e \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0435 \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432 \u2014 \u043e\u043a\u043e\u043b\u043e \u0441\u0435\u043c\u0438 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432, \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 296 \u0437\u0435\u043c\u0435\u043b\u044c\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B24\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B24\"><sup><span dir=\"auto\">24<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u043e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 500 \u043a\u043c\u00b2\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B2\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B2\"><sup><span dir=\"auto\">\u0442\u0435\u0440\u0440\u0438\u0442\u043e\u0440\u0438\u0438<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0430 \u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0437\u0438\u0442\u0435\u043b\u044c\u043d\u043e 6 795 102 \u0434\u0435\u0440\u0435\u0432\u0430, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 688 088 \u0431\u044b\u043b\u0438 \u0443\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0437\u0430 2024 \u0433\u043e\u0434 \u0434\u0430\u043b 6 985 902 \u0434\u0435\u0440\u0435\u0432\u0430, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 720 839 \u0431\u044b\u043b\u0438 \u0443\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u044f\u043c\u0438 (\u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0443\u043b\u0438\u0447\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 4,75% \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 2017 \u0433\u043e\u0434\u043e\u043c, \u043d\u043e \u0442\u0430\u043a\u0436\u0435 \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0436\u0438\u043b\u044b\u0445 \u0440\u0430\u0439\u043e\u043d\u0430\u0445 \u043d\u0430 5,3%). \u041d\u0430\u0448\u0430 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0432\u043f\u0430\u043b\u0430 \u0441 \u043d\u0435\u0434\u0430\u0432\u043d\u0435\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u041d\u0438\u0437\u0435 \u0438 \u0434\u0440.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B23\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B23\"><sup><span dir=\"auto\">23<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0431\u044b\u043b\u0438 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0441\u0447\u0438\u0442\u0430\u043d\u044b, \u043d\u043e \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b \u043d\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438, \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0443\u043b\u0438\u0447\u043d\u044b\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u043e\u0441\u043e\u0431\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u0435\u0441 \u0432 \u0441\u0432\u044f\u0437\u0438 \u0441 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0435\u0439 \u00ab\u041c\u0438\u043b\u043b\u0438\u043e\u043d \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0430\u00bb. \u0412 \u0446\u0435\u043b\u043e\u043c, \u043d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043b (\u0438 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b) \u0447\u0438\u0441\u0442\u043e\u0435 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043d\u0430 2,3% \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0443 \u0432 \u043f\u0435\u0440\u0438\u043e\u0434 \u0441 2017 \u043f\u043e 2024 \u0433\u043e\u0434. \u041d\u0430 \u0440\u0438\u0441\u0443\u043d\u043a\u0435\u00a0<\/span><a class=\"xref xref-fig\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#F7\" data-jats-ref-type=\"fig\" data-jats-rid=\"F7\"><span dir=\"auto\">7b<\/span><\/a><span dir=\"auto\">\u00a0\u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u0430 \u0443\u043b\u0438\u0447\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0418\u0441\u0442-\u0412\u0438\u043b\u043b\u0438\u0434\u0436, \u041d\u044c\u044e-\u0419\u043e\u0440\u043a, \u0432 2017 \u0438 2024 \u0433\u043e\u0434\u0430\u0445. \u041d\u0430\u0448 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u0437\u0430\u043d\u044f\u043b \u043c\u0435\u043d\u0435\u0435 \u043f\u044f\u0442\u0438 \u0447\u0430\u0441\u043e\u0432 (\u0438, \u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043c\u043d\u043e\u0433\u043e \u043c\u0435\u043d\u044c\u0448\u0435, \u0447\u0435\u043c 30 000 \u0447\u0430\u0441\u043e\u0432 \u0440\u0430\u0431\u043e\u0442\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u043e\u043e\u0431\u0449\u0430\u043b\u043e\u0441\u044c \u0440\u0430\u043d\u0435\u0435) \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u0433\u043e\u0440\u043e\u0434\u0443, \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043d\u0430\u0448\u0435\u0433\u043e \u043d\u043e\u0432\u0430\u0442\u043e\u0440\u0441\u043a\u043e\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438\u0437 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0439 \u043f\u043e \u043f\u043e\u0441\u0430\u0434\u043a\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432.<\/span><\/p>\n\n<\/section>\n<\/section>\n<section id=\"sec14\" class=\"sec\">\n<h2 class=\"heading\"><span dir=\"auto\">\u0414\u0432\u0438\u0433\u0430\u044f\u0441\u044c \u0432\u043f\u0435\u0440\u0435\u0434<\/span><\/h2>\n<p id=\"p-39\"><span dir=\"auto\">\u0412 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0449\u0435\u0439\u0441\u044f \u0443\u0440\u0431\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u0440\u0430\u0439\u043d\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0438 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0434\u043b\u044f \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0438. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0418\u0418, \u043c\u044b \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u043c\u043e\u0436\u0435\u043c \u043f\u043e \u0441\u0432\u043e\u0435\u043c\u0443 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0431 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\u043c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432.<\/span><\/p>\n<p id=\"p-41\"><span dir=\"auto\">\u0422\u0430\u043a\u0436\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u043d\u0430\u0448 \u043c\u0435\u0442\u043e\u0434 \u043c\u043e\u0436\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u0431\u044b\u0441\u0442\u0440\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0433\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u00ab\u0447\u0442\u043e \u0435\u0441\u043b\u0438\u00bb. \u042d\u0442\u043e \u0438\u043c\u0435\u0435\u0442 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0433\u043e\u0440\u043e\u0434\u0430\u0445 \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0431\u044e\u0434\u0436\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438 \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u0441\u043e\u0437\u0434\u0430\u044e\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 3D-\u0440\u0435\u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B17\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B17\"><sup><span dir=\"auto\">17<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u043d\u0430\u0448\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u043c\u043e\u0436\u0435\u0442 \u0441\u043b\u0443\u0436\u0438\u0442\u044c \u043e\u0434\u043d\u0438\u043c \u0438\u0437 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0434\u043b\u044f \u0444\u043e\u0442\u043e\u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u043e\u0433\u043e \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u043e\u0432. \u0412 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u043c, \u043f\u0440\u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0435 \u0433\u0440\u0430\u043d\u0442\u0430 NSF \u043d\u0430 \u043a\u0438\u0431\u0435\u0440-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043c\u044b \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u0443\u0435\u043c \u043d\u0430\u0448\u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u0432 \u0432\u0435\u0431-\u043f\u043e\u0440\u0442\u0430\u043b \u0434\u043b\u044f \u0441\u0432\u043e\u0435\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0435 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u00ab\u0447\u0442\u043e \u0435\u0441\u043b\u0438\u00bb.<\/span><\/p>\n<p id=\"p-42\"><span dir=\"auto\">\u0412 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u0435 \u043c\u044b \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c, \u0447\u0442\u043e \u0441\u0432\u043e\u0435\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0431 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u0433\u043e\u0434\u044b\/\u043a\u043b\u0438\u043c\u0430\u0442\u0430, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u043d\u0430\u0448\u0438 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B6\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B6\"><sup><span dir=\"auto\">6<\/span><\/sup><\/a><sup><span dir=\"auto\">\u00a0,\u00a0<\/span><\/sup><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B7\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B7\"><sup><span dir=\"auto\">7<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u0443\u044f\u0441\u044c, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441 WRF Urban\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B15\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B15\"><sup><span dir=\"auto\">15<\/span><\/sup><\/a><sup><span dir=\"auto\">\u00a0,\u00a0<\/span><\/sup><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B36\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B36\"><sup><span dir=\"auto\">36,<\/span><\/sup><\/a><span dir=\"auto\">\u00a0\u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0432\u043e\u0437\u0434\u0443\u0445\u0430 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, Kim et al.,\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B14\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B14\"><sup><span dir=\"auto\">14<\/span><\/sup><\/a><span dir=\"auto\">\u00a0Li et al.\u00a0<\/span><a class=\"reference-link xref xref-bibr\" href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/#B18\" data-jats-ref-type=\"bibr\" data-jats-rid=\"B18\"><sup><span dir=\"auto\">18<\/span><\/sup><\/a><span dir=\"auto\">\u00a0), \u0430 \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u043f\u043e\u0433\u043b\u043e\u0449\u0435\u043d\u0438\u044f \u0438 \u0440\u0430\u0441\u0441\u0435\u0438\u0432\u0430\u043d\u0438\u044f \u0442\u0432\u0435\u0440\u0434\u044b\u0445 \u0447\u0430\u0441\u0442\u0438\u0446 (PM). \u041c\u044b \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c, \u0447\u0442\u043e \u043d\u043e\u0432\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440 \u044d\u0442\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0431\u0443\u0434\u0435\u0442 \u0432\u043d\u0435\u0434\u0440\u0435\u043d \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443 \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u0449\u0435\u0439 \u0446\u0435\u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0431\u043e\u043b\u0435\u0435 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u043d\u044b\u0445 \u0438 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0445 \u0433\u043e\u0440\u043e\u0434\u043e\u0432.\u00a0<\/span><\/p>\n<em><span dir=\"auto\">\u0414\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c, \u043f\u043e\u0436\u0430\u043b\u0443\u0439\u0441\u0442\u0430, \u043d\u0430\u0436\u043c\u0438\u0442\u0435\u00a0<\/span><a href=\"https:\/\/dl.acm.org\/doi\/suppl\/10.1145\/3762636\/suppl_file\/Aliaga_supplement.pdf\"><span dir=\"auto\">\u0437\u0434\u0435\u0441\u044c.<\/span><\/a><\/em>\n\n<\/section>\n<section id=\"sec15\" class=\"sec\">\n<h2 class=\"heading\"><span dir=\"auto\">\u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u043d\u043e\u0441\u0442\u0438<\/span><\/h2>\n<p id=\"p-43\"><span dir=\"auto\">\u0414\u0430\u043d\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0441\u0442\u0430\u043b\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0439 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0433\u0440\u0430\u043d\u0442\u0430\u043c NSF 1835739, 2106717, 2417510, 2412928 \u0438 2411273, \u0433\u0440\u0430\u043d\u0442\u0430\u043c USDA NIFA 1032672 \u0438 2023-68012-38992, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442\u0443 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0433\u043e \u043b\u0435\u0441\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041f\u0435\u0440\u0434\u044c\u044e.<\/span><\/p>\n\n<\/section><\/div>\n<\/article><\/div>\n<\/div>\n<footer class=\"article-footer\">\n<section class=\"article-references\" data-component=\"accordion\" data-slide-to-refs=\"true\"><a name=\"references\"><\/a><button class=\"accordion-controller\" aria-expanded=\"true\" aria-haspopup=\"true\" aria-controls=\"id_01a776409cd57e2_article-references__text_accordion-content\"><span class=\"article-references__title\"><span dir=\"auto\">\u0421\u0441\u044b\u043b\u043a\u0438<\/span><\/span><\/button>\n<section id=\"references\" class=\"ref-list-container\">\n<ul id=\"ref-list1\" class=\"ref-list\">\n \t<li class=\"ref\">\n<div id=\"B1\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">1.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0411\u0438\u0440\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0421.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 Auto Arborist: \u043a\u0440\u0443\u043f\u043d\u043e\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u044b\u0439 \u044d\u0442\u0430\u043b\u043e\u043d \u0434\u043b\u044f \u043c\u043d\u043e\u0433\u043e\u0440\u0430\u043a\u0443\u0440\u0441\u043d\u043e\u0433\u043e \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043b\u0435\u0441\u043e\u0432 \u0432 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0434\u043e\u043c\u0435\u043d\u0430<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<span class=\"lpage\">\u0412<\/span>\u00a0\u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u0442\u0440\u0443\u0434\u043e\u0432 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 IEEE\/CVF 2022 \u043f\u043e \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u043c\u0443 \u0437\u0440\u0435\u043d\u0438\u044e \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432<\/span><\/em>\u00a0<\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2022<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">21262\u201321275<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B2\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">2.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0427\u0435\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0421.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0421\u0443\u043d\u044c<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041f.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0421\u043e\u043d\u0433<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span dir=\"auto\">\u00a0, \u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u043e<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041f.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">DiffusionDet: \u0414\u0438\u0444\u0444\u0443\u0437\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432<\/span><\/span><span dir=\"auto\">\u00a0. \u0412 \u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435\u00a0\u0442\u0440\u0443\u0434\u043e\u0432\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 IEEE\/CVF \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438<\/span><\/em>\u00a0<\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023\u00a0<\/span><\/span><span dir=\"auto\"><span class=\"lpage\">)<\/span>\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">3423\u20133433<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B3\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">3.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041a\u0443\u0430\u0439\u0440\u043e\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0420.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span dir=\"auto\"><span class=\"lpage\">FlexIT: \u041d\u0430 \u043f\u0443\u0442\u0438 \u043a\u00a0<\/span><\/span><span class=\"article-title\"><span dir=\"auto\">\u0433\u0438\u0431\u043a\u043e\u043c\u0443 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0443 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439<\/span><\/span><span dir=\"auto\">\u00a0. \u0412 \u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435 \u0442\u0440\u0443\u0434\u043e\u0432\u00a0\u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">IEEE\/CVF \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432<\/span><\/span><\/em><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2022<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">14048\u201314058<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B4\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">4.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0414\u0440\u0435\u0448\u0435\u0440<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041c.<\/span><\/span><\/span>\u00a0<\/span><span dir=\"auto\">\u0413\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0435 \u043e\u0442\u043e\u043f\u043b\u0435\u043d\u0438\u0435 \u0438 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u043f\u043e\u043a\u0440\u043e\u0432 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u043e\u0441\u0442\u0438<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u0422\u0440\u0443\u0434\u044b \u041d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0438 \u043d\u0430\u0443\u043a<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a0810<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"issue\"><span dir=\"auto\">116<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2019\u00a0<\/span><\/span><span dir=\"auto\"><span class=\"lpage\">)<\/span>\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">26153\u201326154<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B5\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">5.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"collab\"><span dir=\"auto\">Earth Define<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041a\u0430\u0440\u0442\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0421\u0428\u0410<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B6\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">6.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0424\u0438\u0440\u043e\u0437\u0435<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0410.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0433\u0440\u0430\u0444\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0443\u0440\u043e\u0432<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0\u0412 \u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435\u00a0\u0442\u0440\u0443\u0434\u043e\u0432\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">\u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 IEEE\/CVF 2023 \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432<\/span><\/span><\/em><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">2193\u20132202\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B7\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">7.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0424\u0438\u0440\u043e\u0437\u0435<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0410.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0411\u0435\u043d\u0435\u0448<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0411.<\/span><\/span><\/span><span dir=\"auto\">\u00a0, \u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0410\u043b\u0438\u0430\u0433\u0430<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0414.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0413\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432: \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0435 \u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0The\u00a0Visual\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">Computer<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a038\u00a0<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2022<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">3327\u20133339\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B8\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">8.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0424\u0438\u0448\u0435\u0440<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042d.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0421\u0438\u043f\u043f\u0435\u043b\u044c<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0421.<\/span><\/span><\/span><span dir=\"auto\">\u00a0, \u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041a\u043d\u0443\u0442\u0442\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0420.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0423\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u043a\u043e\u0440\u0434\u043d\u044b\u0445 \u043a\u043b\u0438\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u044d\u043a\u0441\u0442\u0440\u0435\u043c\u0443\u043c\u043e\u0432<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0Nature\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">Climate Change<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a011<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2021<\/span><\/span><span dir=\"auto\">\u00a0)\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">689\u2013695\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B9\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">9.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0413\u043e\u043c\u0435\u0441<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0412\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c: \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043b\u0443\u0447\u0448\u0435\u0433\u043e \u043c\u0438\u0440\u0430 \u0438 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0Commun\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">. ACM\u00a0<\/span><\/span><\/em><span class=\"volume\"><span dir=\"auto\">\u00a062<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"issue\"><span dir=\"auto\">9<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2019<\/span><\/span><span dir=\"auto\">\u00a0)\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">56\u201365\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B10\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">10.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0425\u0443\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0417.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0425\u0443\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041b.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0425\u0443\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u044e<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0412.<\/span><\/span><\/span>\u00a0<\/span><span dir=\"auto\"><span class=\"lpage\">\u041e\u0446\u0435\u043d\u043a\u0430 \u043c\u0430\u0441\u043e\u043a\u00a0<\/span><\/span><span class=\"article-title\"><span dir=\"auto\">R-CNN<\/span><\/span><span dir=\"auto\">\u00a0. \u0412 \u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435 \u0442\u0440\u0443\u0434\u043e\u0432\u00a0\u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">IEEE\/CVF \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u00a0<\/span><\/span><\/em><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2019<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">6409\u20136418<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B11\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">11.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0425\u0430\u0442\u0442-\u0422\u0435\u0439\u043b\u043e\u0440<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0417\u0438\u0442\u0435\u0440<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0427\u0430\u0441\u0442\u043d\u044b\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0432\u043d\u043e\u0441\u044f\u0442 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0432\u043a\u043b\u0430\u0434 \u0432 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043b\u0435\u0441\u043e\u0432, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043c\u0438 \u0443\u0441\u043b\u0443\u0433\u0430\u0445<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u0413\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0435 \u043b\u0435\u0441\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0438 \u043e\u0437\u0435\u043b\u0435\u043d\u0435\u043d\u0438\u0435 \u0433\u043e\u0440\u043e\u0434\u043e\u0432<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">78<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2022<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B12\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">12.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0426\u0437\u044f\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">TransGAN: \u0414\u0432\u0430 \u0447\u0438\u0441\u0442\u044b\u0445 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u0430 \u043c\u043e\u0433\u0443\u0442 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043e\u0434\u043d\u0443 \u0441\u0438\u043b\u044c\u043d\u0443\u044e GAN, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043c\u043e\u0436\u0435\u0442 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"publisher-name\"><span dir=\"auto\">\u041f\u0440\u0435\u043f\u0440\u0438\u043d\u0442 arXiv, arXiv:2102.07074<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2021<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B13\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">13.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041a\u0438\u043c<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0421.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041a\u0438\u043c<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0414\u0436.<\/span><\/span><\/span>\u00a0<\/span><span dir=\"auto\"><span class=\"lpage\">,\u00a0<\/span><span class=\"person-group\" data-jats-person-group-type=\"author\">\u0438\u00a0<\/span><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\">\u041a\u0432\u0430\u043a<\/span><\/span><\/span><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\">\u00a0,\u00a0<\/span><\/span><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"given-names\">\u0421.<\/span><\/span><\/span><\/span><span class=\"article-title\"><span dir=\"auto\">\u00a0\u041f\u043b\u043e\u0442\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441 \u043c\u043e\u0434\u0443\u043b\u044f\u0446\u0438\u0435\u0439 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f<\/span><\/span><span dir=\"auto\">\u00a0. \u0412 \u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435\u00a0\u0442\u0440\u0443\u0434\u043e\u0432\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 IEEE\/CVF \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438<\/span><\/em>\u00a0<\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">7700\u20137710<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B14\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">14.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041a\u0438\u043c<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041c\u042e\u041d\u0425\u0415\u041d v2.0: \u041c\u043e\u0434\u0435\u043b\u044c \u0443\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0435\u0442\u0438, \u0441\u043e\u043f\u0440\u044f\u0436\u0435\u043d\u043d\u0430\u044f \u0441 SSH-\u0430\u044d\u0440\u043e\u0437\u043e\u043b\u0435\u043c (v1.2) \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u044e\u0449\u0438\u0445 \u0432\u0435\u0449\u0435\u0441\u0442\u0432<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2022<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B15\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">15.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041a\u0443\u0441\u0430\u043a\u0430<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0425.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0418\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f WRF\/\u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u0441\u0440\u0435\u0434\u044b: \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u043c \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u043c<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u044b\u0439\u00a0\u0436\u0443\u0440\u043d\u0430\u043b\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u043a\u043b\u0438\u043c\u0430\u0442\u043e\u043b\u043e\u0433\u0438\u0438<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a031<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"issue\"><span dir=\"auto\">1<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2011<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">273\u2013288\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B16\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">16.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u0430\u0437\u0430\u0440\u043e\u0432<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0414\u0436.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0421\u044e\u0439<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0412.<\/span><\/span><\/span><span dir=\"auto\">\u00a0, \u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0422\u0443<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0417.<\/span><\/span><\/span>\u00a0<\/span><span dir=\"auto\"><span class=\"lpage\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043e\u0432 \u043f\u043e\u043b\u0438\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u00a0<\/span><\/span><span class=\"article-title\"><span dir=\"auto\">\u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043c\u0430\u0441\u043a\u0438<\/span><\/span><span dir=\"auto\">\u00a0. \u0412\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435 \u0442\u0440\u0443\u0434\u043e\u0432 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 IEEE\/CVF \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432<\/span><\/em>\u00a0<\/span><span dir=\"auto\">\u00a0(\u00a02022\u00a0<\/span><span class=\"year\"><span dir=\"auto\">)<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">1292\u20131302<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B17\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">17.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0414\u0436. \u0414\u0436.<\/span><\/span><\/span>\u00a0<\/span><span dir=\"auto\">\u0438\u00a0<span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"etal\">\u0434\u0440.<\/span><\/span><\/span><span class=\"article-title\"><span dir=\"auto\">\u00a0Tree-D Fusion: \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u043a \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0441 \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u0430\u043f\u0440\u0438\u043e\u0440\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438<\/span><\/span><span dir=\"auto\">\u00a0. \u0412\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">ECCV 2024.<\/span><\/span><\/em><span dir=\"auto\">\u00a0Springer\u00a0<\/span><span class=\"publisher-name\"><span dir=\"auto\">-Verlag<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2024<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">439\u2013460\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B18\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">18.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0417.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0412\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span dir=\"auto\">\u00a0, \u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u044e<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0426.<\/span><\/span><\/span>\u00a0<\/span><span dir=\"auto\">\u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0434\u0435\u0444\u0435\u043a\u0442\u0430\u0445 \u0442\u043a\u0430\u043d\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0445 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043e\u0441\u0442\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">Soft Computing<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a028<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2024\u00a0<\/span><\/span><span dir=\"auto\"><span class=\"lpage\">)<\/span>\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">6109\u20136122<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B19\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">19.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0411.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0421\u044e\u044d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u044e<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0411.<\/span><\/span><\/span><span dir=\"auto\">\u00a0, \u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u0430\u0439<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">BBDM: \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u0438 \u0431\u0440\u043e\u0443\u043d\u043e\u0432\u0441\u043a\u043e\u0433\u043e \u043c\u043e\u0441\u0442\u0430\u00a0<\/span><\/span><span dir=\"auto\"><span class=\"lpage\">.<\/span>\u00a0\u0412\u00a0\u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">\u0442\u0440\u0443\u0434\u043e\u0432 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 IEEE\/CVF \u043f\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432<\/span><\/span><\/em><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">1952\u20131961<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B20\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">20.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u044e<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0412\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0417.<\/span><\/span><\/span><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0412\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">F-DETR: \u0422\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0441\u043b\u0438\u044f\u043d\u0438\u044f \u0441 \u0433\u0435\u0442\u0435\u0440\u043e\u0433\u0435\u043d\u043d\u043e\u0439 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u0439 \u043c\u043d\u043e\u0433\u043e\u0432\u0435\u0442\u0432\u0435\u0432\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u044b\u0435 \u043c\u044f\u0433\u043a\u0438\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a0147<\/span><\/span><span dir=\"auto\">\u00a0, (\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2024<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">110990<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B21\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">21.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041b\u044e<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0417.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0422\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440 Swin: \u0418\u0435\u0440\u0430\u0440\u0445\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0437\u0440\u0435\u043d\u0438\u044f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0445 \u043e\u043a\u043e\u043d<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><span dir=\"auto\">\u041f\u0440\u0435\u043f\u0440\u0438\u043d\u0442 arXiv, arXiv:2103.14030\u00a0<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2021<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B22\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">22.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"collab\"><span dir=\"auto\">Nearmap<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0410\u044d\u0440\u043e\u0444\u043e\u0442\u043e\u0441\u044a\u0435\u043c\u043a\u0430<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B23\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">23.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041d\u0438\u0441\u0435<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0422.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u043d\u043e\u0435 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0435 \u043b\u0435\u0441\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">ACM Trans Graph<\/span><\/span><\/em><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">41<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2022<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">2<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B24\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">24.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041d\u043e\u0432\u0430\u043a<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0414.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0413\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u0439 \u043b\u0435\u0441 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0430.\u00a0\u00a0<\/span><\/span><span class=\"publisher-name\"><span dir=\"auto\">\u041c\u0438\u043d\u0438\u0441\u0442\u0435\u0440\u0441\u0442\u0432\u043e \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u0421\u0428\u0410, \u041b\u0435\u0441\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430, \u0421\u0435\u0432\u0435\u0440\u043d\u0430\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2018<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B25\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">25.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"collab\"><span dir=\"auto\">\u041f\u0440\u043e\u0435\u043a\u0442 \u00ab\u041f\u0430\u0440\u043a\u0438 \u0438 \u0437\u043e\u043d\u044b \u043e\u0442\u0434\u044b\u0445\u0430 \u041d\u044c\u044e-\u0419\u043e\u0440\u043a\u0430\u00bb<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041f\u0435\u0440\u0435\u043f\u0438\u0441\u044c \u0443\u043b\u0438\u0447\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2017<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B26\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">26.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"collab\"><span dir=\"auto\">\u0423\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 OpenStreetMap \u0438 \u0441\u0430\u043c \u043f\u0440\u043e\u0435\u043a\u0442 OpenStreetMap<\/span><\/span><span dir=\"auto\">\u00a0;\u00a0<\/span><a class=\"ext-link\" href=\"https:\/\/www.openstreetmap.org\/\" data-jats-ext-link-type=\"uri\"><span dir=\"auto\">https:\/\/www.openstreetmap.org<\/span><\/a><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B27\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">27.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"collab\"><span dir=\"auto\">\u041f\u043b\u0430\u043d\u0435\u0442\u0430<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u041f\u043b\u0430\u043d\u0435\u0442\u044b<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B28\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">28.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0420\u0430\u0432\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041d.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">SAM 2: \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0447\u0435\u0433\u043e \u0443\u0433\u043e\u0434\u043d\u043e \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u0445 \u0438 \u0432\u0438\u0434\u0435\u043e<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"publisher-name\"><span dir=\"auto\">\u041f\u0440\u0435\u043f\u0440\u0438\u043d\u0442 arXiv, arXiv:2408.00714<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2024<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B29\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">29.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0420\u043e\u043d\u043d\u0435\u0431\u0435\u0440\u0433\u0435\u0440<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041e.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">U-Net: \u0421\u0432\u0435\u0440\u0442\u043e\u0447\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u0434\u043b\u044f \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0431\u0438\u043e\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u0438\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439<\/span><\/span><span dir=\"auto\">\u00a0. \u0412\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">\u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435 \u00ab\u041c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u0438\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u0430\u044f \u043f\u043e\u043c\u043e\u0449\u044c \u0432 \u043b\u0435\u0447\u0435\u043d\u0438\u0438\u00bb<\/span><\/span><\/em><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2015<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<span class=\"lpage\">\u0441\u0442\u0440<\/span>\u00a0.\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">234\u2013241<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B30\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">30.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0421\u043c\u0438\u0442<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0418.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0416\u0438\u0432\u0438 \u0431\u044b\u0441\u0442\u0440\u043e, \u0443\u043c\u0440\u0438 \u043c\u043e\u043b\u043e\u0434\u044b\u043c: \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u043e\u0441\u0442, \u0441\u043c\u0435\u0440\u0442\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u043b\u0438\u0447\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">PLoS ONE<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a014<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2019<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B31\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">31.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0428\u0435\u0432\u0435\u0447\u0438\u043a<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0420.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span dir=\"auto\">\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0441\u0440\u0435\u0434\u044b\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u043e\u0431\u0438\u0442\u0430\u043d\u0438\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0435\u043d\u0441\u043e\u0440\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">Commun. ACM<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a047<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"issue\"><span dir=\"auto\">6<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2004<\/span><\/span><span dir=\"auto\">\u00a0)\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">34\u201340\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B32\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">32.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"collab\"><span dir=\"auto\">\u0411\u044e\u0440\u043e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0438 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0421\u0428\u0410<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041e\u0431\u0449\u0430\u044f \u0447\u0438\u0441\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0433\u043e\u0440\u043e\u0434\u043e\u0432 \u0438 \u043f\u043e\u0441\u0435\u043b\u043a\u043e\u0432: 2020\u20132022 \u0433\u0433<\/span><\/span><span dir=\"auto\">\u00a0. (\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023 \u0433.<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B33\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">33.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"other\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0423\u043e\u043a\u0435\u0440<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0413\u0435\u0440\u043c\u0430\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041c.<\/span><\/span><\/span><\/span><span class=\"article-title\"><span dir=\"auto\">\u00a0Tidycensus: \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u0438 \u0430\u0442\u0440\u0438\u0431\u0443\u0442\u0430\u0445 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0438 \u043d\u0430\u0441\u0435\u043b\u0435\u043d\u0438\u044f \u0421\u0428\u0410 \u0432 \u0432\u0438\u0434\u0435 \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e \u0444\u0440\u0435\u0439\u043c\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 'tidyverse' \u0438 'sf'<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2023<\/span><\/span><span dir=\"auto\">\u00a0);\u00a0<\/span><a class=\"ext-link\" href=\"https:\/\/walker-data.com\/tidycensus\/\" data-jats-ext-link-type=\"uri\"><span dir=\"auto\">https:\/\/walker-data.com\/tidycensus\/<\/span><\/a><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B34\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">34.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0423\u0438\u043b\u043b\u0438\u0441<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u041f\u0435\u0442\u0440\u043e\u043a\u043e\u0444\u0441\u043a\u0438<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0413.<\/span><\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041f\u0440\u0438\u0440\u043e\u0434\u043d\u044b\u0439 \u043a\u0430\u043f\u0438\u0442\u0430\u043b \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445<\/span><\/span><span dir=\"auto\">\u00a0\u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432\u00a0.\u00a0<\/span><em><span class=\"source\"><span dir=\"auto\">Science\u00a0<\/span><\/span><\/em><span class=\"volume\"><span dir=\"auto\">\u00a0356<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2017<\/span><\/span><span dir=\"auto\">\u00a0)\u00a0,\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">374\u2013376\u00a0<\/span><\/span><span class=\"lpage\"><span dir=\"auto\">.<\/span><\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B35\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">35.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0412\u043e\u043b\u044c\u0444<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041a.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u0413\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0438 \u0437\u0434\u043e\u0440\u043e\u0432\u044c\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430: \u043e\u0431\u0437\u043e\u0440\u043d\u0430\u044f \u0441\u0442\u0430\u0442\u044c\u044f<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a017\u00a0<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2020<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B36\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">36.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0412\u043e\u043d\u0433<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u041c.<\/span><\/span><\/span><span class=\"etal\"><span dir=\"auto\">\u00a0\u0438 \u0434\u0440.<\/span><\/span>\u00a0<\/span><span class=\"article-title\"><span dir=\"auto\">\u041e\u0446\u0435\u043d\u043a\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 uWRF \u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 WUDAPT \u0438 NUDAPT UCP \u0434\u043b\u044f \u0413\u043e\u043d\u043a\u043e\u043d\u0433\u0430<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">Urban Climate<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a028<\/span><\/span><span dir=\"auto\">\u00a0\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2019<\/span><\/span><span dir=\"auto\">\u00a0),\u00a0<\/span><span class=\"fpage\"><span dir=\"auto\">100460<\/span><\/span><span dir=\"auto\">\u00a0.<\/span><\/span><\/div><\/li>\n \t<li class=\"ref\">\n<div id=\"B37\" class=\"citation\"><span class=\"label\"><span dir=\"auto\">37.\u00a0<\/span><\/span><span class=\"mixed-citation\" data-jats-publication-type=\"journal\"><span class=\"person-group\" data-jats-person-group-type=\"author\"><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0427\u0436\u044d\u043d<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u042e.<\/span><\/span><\/span><span dir=\"auto\">\u00a0\u0438\u00a0<\/span><span class=\"string-name\"><span class=\"surname\"><span dir=\"auto\">\u0423<\/span><\/span><span dir=\"auto\">\u00a0,\u00a0<\/span><span class=\"given-names\"><span dir=\"auto\">\u0413.<\/span><\/span><\/span><\/span><span class=\"article-title\"><span dir=\"auto\">\u00a0\u041e\u0434\u043d\u043e\u043a\u0430\u0434\u0440\u043e\u0432\u044b\u0439 \u043c\u043d\u043e\u0433\u043e\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440 \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u043f\u043b\u0430\u043d\u0442\u0430\u0446\u0438\u044f\u0445 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0434\u0438\u0441\u0442\u0430\u043d\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0437\u043e\u043d\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f<\/span><\/span><span dir=\"auto\">\u00a0.\u00a0<\/span><span class=\"source\"><em><span dir=\"auto\">Frontiers in Environmental Science<\/span><\/em>\u00a0<\/span><span class=\"volume\"><span dir=\"auto\">\u00a09<\/span><\/span><span dir=\"auto\">\u00a0(\u00a0<\/span><span class=\"year\"><span dir=\"auto\">2021<\/span><\/span><span dir=\"auto\">\u00a0).<\/span><\/span><\/div><\/li>\n<\/ul>\n<\/section>\n<\/section>\n<section id=\"authors\" class=\"article-authors\" data-component=\"accordion\"><button class=\"accordion-controller\" aria-expanded=\"true\" aria-haspopup=\"true\" aria-controls=\"id_06379d50d225f54_article-authors__info_accordion-content\"><span class=\"article-authors__title\"><span dir=\"auto\">\u041e\u0431 \u0430\u0432\u0442\u043e\u0440\u0430\u0445<\/span><\/span><\/button>\n<div id=\"id_06379d50d225f54_article-authors__info_accordion-content\" class=\"article-authors__info accordion-content\" aria-hidden=\"false\">\n<div class=\"article-authors__info-text\">\n<section id=\"sec16\" class=\"biography\">\n<p id=\"p-1\"><b><span dir=\"auto\">\u0410\u0434\u043d\u0430\u043d \u0424\u0438\u0440\u043e\u0437\u0435<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u044b\u0445 \u043d\u0430\u0443\u043a \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-2\"><b><span dir=\"auto\">\u0410\u043a\u0448\u0430\u0434\u0436 \u0423\u043f\u043f\u0430\u043b\u0430<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u043c\u0430\u0433\u0438\u0441\u0442\u0440\u0430\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u044b\u0445 \u043d\u0430\u0443\u043a \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-3\"><b><span dir=\"auto\">\u041b\u0438\u043d\u0434\u0441\u0438 \u0414\u0430\u0440\u043b\u0438\u043d\u0433<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442\u043a\u0430 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u0438 \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-4\"><b><span dir=\"auto\">\u0420\u044d\u0439\u043c\u043e\u043d\u0434 \u0410. \u0419\u0435<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u044b\u0445 \u043d\u0430\u0443\u043a \u0432 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0435 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-5\"><b><span dir=\"auto\">\u0411\u0435\u0434\u0440\u0438\u0447 \u0411\u0435\u043d\u0435\u0448<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u044b\u0445 \u043d\u0430\u0443\u043a \u0432 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0435 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-6\"><b><span dir=\"auto\">\u0411\u0440\u044d\u0434\u0438 \u0425\u0430\u0440\u0434\u0438\u043c\u0430\u043d<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u0438 \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-7\"><b><span dir=\"auto\">\u0421\u043e\u043d\u0433\u043b\u0438\u043d \u0424\u044d\u0439<\/span><\/b><span dir=\"auto\">\u00a0\u2014 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u0438 \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n<p id=\"p-8\"><b><span dir=\"auto\">\u0414\u044d\u043d\u0438\u0435\u043b \u0410\u043b\u0438\u0430\u0433\u0430<\/span><\/b><span dir=\"auto\">\u00a0\u00a0(aliaga@purdue.edu) \u2014 \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u044b\u0445 \u043d\u0430\u0443\u043a \u0432 \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0435 \u041f\u0435\u0440\u0434\u044c\u044e, \u0423\u044d\u0441\u0442-\u041b\u0430\u0444\u0430\u0439\u0435\u0442, \u0418\u043d\u0434\u0438\u0430\u043d\u0430, \u0421\u0428\u0410.<\/span><\/p>\n\n<\/section><\/div>\n<\/div>\n<\/section>\n<\/footer>\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:\n<a href=\"https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/\">https:\/\/cacm.acm.org\/research\/where-are-the-city-trees-monitoring-urban-trees-across-the-u-s-using-generative-ai\/<\/a>","_ru_post_name":"gde-rastut-gorodskie-derevya-monitoring-gorodskih-derevev-po-vsej-territorii-ssha-s-pomoshhyu-generativnogo-iskusstvennogo-intellekta","_ru_post_excerpt":"","_ru_post_title":"\u0413\u0434\u0435 \u0440\u0430\u0441\u0442\u0443\u0442 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u044f? \u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u0438\u0445 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043f\u043e \u0432\u0441\u0435\u0439 \u0442\u0435\u0440\u0440\u0438\u0442\u043e\u0440\u0438\u0438 \u0421\u0428\u0410 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e 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