{"id":6762,"date":"2023-05-17T23:45:08","date_gmt":"2023-05-17T21:45:08","guid":{"rendered":"https:\/\/geopard.tech\/?p=6762"},"modified":"2024-11-12T18:47:41","modified_gmt":"2024-11-12T17:47:41","slug":"%d0%b0%d0%b2%d1%82%d0%be%d0%bc%d0%b0%d1%82%d0%b8%d0%b7%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d0%bd%d0%bd%d0%b0%d1%8f-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d1%8c-%d0%be%d0%bf%d1%80%d0%b5%d0%b4%d0%b5%d0%bb%d0%b5%d0%bd","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ru\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/","title":{"rendered":"\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439 \u0434\u043b\u044f \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0437\u0435\u043c\u043b\u0435\u0434\u0435\u043b\u0438\u044f \u043e\u0442 GeoPard"},"content":{"rendered":"<p>\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f GeoPard \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043c\u043d\u043e\u0433\u043e\u043b\u0435\u0442\u043d\u0438\u0445 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432, \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u043a\u043e\u0432 \u0438 \u0442\u0435\u043d\u0435\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0445 \u0437\u0430\u043f\u0430\u0442\u0435\u043d\u0442\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0433\u043b\u0443\u0431\u043e\u043a\u0438\u0435 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438.<\/p>\n<p>\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 GeoPard \u0434\u043e\u0441\u0442\u0438\u0433\u043b\u0430 \u0432\u044b\u0441\u043e\u0447\u0430\u0439\u0448\u0435\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0441\u0430\u043c\u044b\u043c \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c. <strong>0,975 \u043f\u043e \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044e \u00ab\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\u0434 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435\u043c\u00bb (IoU).<\/strong>, \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0440\u0435\u0433\u0438\u043e\u043d\u0430\u0445 \u0438 \u0434\u043b\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u043e\u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043a\u0443\u043b\u044c\u0442\u0443\u0440 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443.<\/p>\n<p>\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u044d\u0442\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u0447\u0442\u043e\u0431\u044b \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u0438 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u043f\u043e\u043b\u044f \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 7 \u0433\u0435\u043a\u0442\u0430\u0440\u043e\u0432):<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"6765\" data-permalink=\"https:\/\/geopard.tech\/ru\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/1-raw-sentinel-2-image\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?fit=695%2C439&amp;ssl=1\" data-orig-size=\"695,439\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"1 &amp;#8211; Raw Sentinel-2 image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?fit=695%2C439&amp;ssl=1\" class=\"wp-image-6765 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?resize=695%2C439&#038;ssl=1\" alt=\"1 - \u041d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 Sentinel-2\" width=\"695\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?w=695&amp;ssl=1 695w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?resize=300%2C189&amp;ssl=1 300w\" sizes=\"(max-width: 695px) 100vw, 695px\" \/><\/p>\n<p style=\"text-align: center;\">1 \u2013 \u041d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 Sentinel-2<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"6768\" data-permalink=\"https:\/\/geopard.tech\/ru\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/3-segmented-field-boundaries\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?fit=722%2C435&amp;ssl=1\" data-orig-size=\"722,435\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"3 &amp;#8211; Segmented field boundaries\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?fit=722%2C435&amp;ssl=1\" class=\"wp-image-6768 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?resize=722%2C435&#038;ssl=1\" alt=\"3 - \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439\" width=\"722\" height=\"435\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?w=722&amp;ssl=1 722w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?resize=300%2C181&amp;ssl=1 300w\" sizes=\"(max-width: 722px) 100vw, 722px\" \/><\/p>\n<p style=\"text-align: center;\">2 \u2013 \u0421\u0432\u0435\u0440\u0445\u0440\u0430\u0437\u0440\u0435\u0448\u0430\u044e\u0449\u0435\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 Sentinel-2, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u043e\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e GeoPard (\u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 1 \u043c\u0435\u0442\u0440)<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"6766\" data-permalink=\"https:\/\/geopard.tech\/ru\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/2-super-resolution-sentinel-2-image-by-geopard\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?fit=724%2C440&amp;ssl=1\" data-orig-size=\"724,440\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"2 &amp;#8211; Super-resolution Sentinel-2 image by GeoPard\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?fit=724%2C440&amp;ssl=1\" class=\"wp-image-6766 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?resize=724%2C440&#038;ssl=1\" alt=\"2 - \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 Sentinel-2 \u0441\u0432\u0435\u0440\u0445\u0432\u044b\u0441\u043e\u043a\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u043e\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e GeoPard.\" width=\"724\" height=\"440\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?w=724&amp;ssl=1 724w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?resize=300%2C182&amp;ssl=1 300w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/p>\n<p style=\"text-align: center;\">3 \u2013 \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u043e\u043b\u044f, <strong>0.975 <\/strong><strong>\u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u00ab\u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\u0434 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435\u043c\u00bb (IoU)., <\/strong>\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0433\u0438\u043e\u043d\u0430\u0445 \u0438 \u0434\u043b\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0432\u0438\u0434\u043e\u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043a\u0443\u043b\u044c\u0442\u0443\u0440.<\/p>\n<hr \/>\n<p>\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0441 \u043d\u0430\u0448\u0438\u043c API \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c GeoPard \u0441\u043a\u043e\u0440\u043e \u0431\u0443\u0434\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0430. \u042d\u0442\u043e\u0442 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0443\u0440\u043e\u0436\u0430\u0439\u043d\u043e\u0441\u0442\u044c, \u043f\u0440\u0438\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u0443 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f\u043c \u0438 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043a\u0440\u0443\u043f\u043d\u044b\u043c \u0437\u0435\u043c\u043b\u0435\u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0447\u0430\u0441\u0442\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u043e\u043b\u0435\u0439 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0437\u043e\u043d\u0430\u043c\u0438.<\/p>\n<p>\u041f\u043e\u0434\u0445\u043e\u0434 GeoPard \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 <a href=\"https:\/\/docs.geopard.tech\/geopard-tutorials\/product-tour-web-app\/satellite-monitoring\/crop-development-index-graph\">\u043c\u043d\u043e\u0433\u043e\u043b\u0435\u0442\u043d\u0438\u0435 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438 \u0432\u0435\u0433\u0435\u0442\u0430\u0446\u0438\u0438 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043a\u0443\u043b\u044c\u0442\u0443\u0440<\/a> \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043c\u043d\u043e\u0433\u043e\u0444\u0430\u043a\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0435\u0432\u043e\u043e\u0431\u043e\u0440\u043e\u0442\u0430.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/docs.geopard.tech\/~gitbook\/image?url=https%3A%2F%2F3272281156-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FYICBELdyAXXebKAzfLOR%252Fuploads%252FCPTPgYcnX5R6t8cY5NFW%252FGeoPard%2520-%2520Biomass%2520development%2520index%2520as%2520a%2520graph.png%3Falt%3Dmedia%26token%3D36d87266-093f-43b3-a14c-85f0a0cad58a&amp;width=768&amp;dpr=4&amp;quality=100&amp;sign=599c4c38&amp;sv=1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u0414\u043e\u0441\u0442\u0443\u043f \u043a \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 <a href=\"https:\/\/docs.geopard.tech\/geopard-tutorials\/api-docs\/geopard-api-overview\">API GeoPard<\/a> \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043e\u043f\u043b\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u0447\u0442\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0433\u043e\u0441\u0442\u043e\u044f\u0449\u0438\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u043e\u043a.<\/p>\n<p>&nbsp;<\/p>\n<h2>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439?<\/h2>\n<p>\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u043d\u0430\u043d\u0435\u0441\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u0430\u0440\u0442\u0443 \u0433\u0440\u0430\u043d\u0438\u0446 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 \u0437\u0435\u043c\u0435\u043b\u044c\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432. \u041e\u043d \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u043d\u0438\u0446 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432.<\/p>\n<p>\u0422\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u043e\u043b\u0435\u0439 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u043b\u0438\u0441\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0444\u0435\u0440\u043c\u0435\u0440\u0430\u043c\u0438 \u0438\u043b\u0438 \u0437\u0435\u043c\u043b\u0435\u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0438\u0445 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439.<\/p>\n<p>\u041e\u0434\u043d\u0430\u043a\u043e \u0441 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435\u043c \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \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 \u0438 \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c (\u0413\u0418\u0421), \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438 \u043f\u043e\u043b\u0443\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043c\u0435\u0442\u043e\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435.<\/p>\n<p>\u041e\u0434\u0438\u043d \u0438\u0437 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0438\u043b\u0438 \u0430\u044d\u0440\u043e\u0444\u043e\u0442\u043e\u0441\u043d\u0438\u043c\u043a\u043e\u0432. \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u0433\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u0441\u043e \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432 \u0438\u043b\u0438 \u0441\u0430\u043c\u043e\u043b\u0435\u0442\u043e\u0432, \u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442\u0435, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043c\u0435\u0436\u0434\u0443 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0437\u0435\u043c\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0443\u0447\u0430\u0441\u0442\u043a\u0430\u043c\u0438.<\/p>\n<p>\u041a \u044d\u0442\u0438\u043c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0445 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0435\u0439, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0442\u0438\u043f\u0430 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u0446\u0432\u0435\u0442\u0430, \u0442\u0435\u043a\u0441\u0442\u0443\u0440\u044b \u0438\u043b\u0438 \u0443\u0437\u043e\u0440\u043e\u0432, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u043d\u0430 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439.<\/p>\n<p>\u0414\u0440\u0443\u0433\u043e\u0439 \u043c\u0435\u0442\u043e\u0434 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 LiDAR (Light Detection and Ranging), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043b\u0430\u0437\u0435\u0440\u043d\u044b\u0445 \u043b\u0443\u0447\u0435\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0434\u0430\u0442\u0447\u0438\u043a\u043e\u043c \u0438 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c\u044e \u0417\u0435\u043c\u043b\u0438.<\/p>\n<p>\u0414\u0430\u043d\u043d\u044b\u0435 LiDAR \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u0432\u044b\u0441\u043e\u0442\u0435 \u0438 \u0442\u043e\u043f\u043e\u0433\u0440\u0430\u0444\u0438\u0438, \u0447\u0442\u043e \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u044f\u0432\u043b\u044f\u0442\u044c \u043d\u0435\u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u043b\u044c\u0435\u0444\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c \u043f\u043e\u043b\u0435\u0439.<\/p>\n<p>\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b (\u0413\u0418\u0421) \u0438\u0433\u0440\u0430\u044e\u0442 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439.<\/p>\n<p>\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435 \u0413\u0418\u0421 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u043b\u043e\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438, \u0442\u043e\u043f\u043e\u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0430\u0440\u0442\u044b, \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u043f\u0440\u0430\u0432\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0437\u0435\u043c\u043b\u044e \u0438 \u0434\u0440\u0443\u0433\u0443\u044e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e 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\u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0435\u043c\u043b\u0435\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u0443\u0432\u0435\u043b\u0438\u0447\u0438\u0442\u044c \u043c\u0438\u0440\u043e\u0432\u043e\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043f\u0438\u0442\u0430\u043d\u0438\u044f \u043d\u0430 20\u2013671 \u0442\u044b\u0441. \u0442\u043e\u043d\u043d.<\/p>\n<p><strong>4. \u0421\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0441\u0443\u0431\u0441\u0438\u0434\u0438\u0438 \u0438 \u0441\u0442\u0440\u0430\u0445\u043e\u0432\u0430\u043d\u0438\u0435:<\/strong> \u0412\u043e \u043c\u043d\u043e\u0433\u0438\u0445 \u0441\u0442\u0440\u0430\u043d\u0430\u0445 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\u043f\u0440\u0430\u0432\u043e \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u0438, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u0437\u0435\u043c\u0435\u043b\u044c \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u0441\u0442\u0432\u0443\u044e\u0442 \u043f\u0440\u043e\u0437\u0440\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u0437\u0435\u043c\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0434\u0435\u043b\u043e\u043a.<\/p>\n<p>\u041f\u043e \u043e\u0446\u0435\u043d\u043a\u0430\u043c \u0412\u0441\u0435\u043c\u0438\u0440\u043d\u043e\u0433\u043e \u0431\u0430\u043d\u043a\u0430, \u0442\u043e\u043b\u044c\u043a\u043e 301 \u0442\u044b\u0441\u044f\u0447\u0430 \u0442\u0440\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432 \u043c\u0438\u0440\u0435 \u0438\u043c\u0435\u044e\u0442 \u044e\u0440\u0438\u0434\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u0441\u0432\u043e\u044e \u0437\u0435\u043c\u043b\u044e, \u0447\u0442\u043e \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u0435\u0442 \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0432\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u0434\u043b\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0437\u0435\u043c\u043b\u044e.<\/p>\n<p><strong>6. \u0421\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c:<\/strong> \u0422\u043e\u0447\u043d\u043e\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044f \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043d\u043e\u0440\u043c\u0430\u043c \u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0430\u043c \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430.<\/p>\n<p>\u042d\u0442\u043e \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0432\u044b\u044f\u0432\u043b\u044f\u0442\u044c \u0431\u0443\u0444\u0435\u0440\u043d\u044b\u0435 \u0437\u043e\u043d\u044b, \u043e\u0445\u0440\u0430\u043d\u044f\u0435\u043c\u044b\u0435 \u0442\u0435\u0440\u0440\u0438\u0442\u043e\u0440\u0438\u0438 \u0438 \u0440\u0430\u0439\u043e\u043d\u044b, \u043f\u043e\u0434\u0432\u0435\u0440\u0436\u0435\u043d\u043d\u044b\u0435 \u044d\u0440\u043e\u0437\u0438\u0438 \u0438\u043b\u0438 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u0435\u043d\u0438\u044e \u0432\u043e\u0434\u044b, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0444\u0435\u0440\u043c\u0435\u0440\u0430\u043c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043c\u0435\u0440\u044b. \u0421\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0438 \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b.<\/p>\n<p>\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u0424\u0410\u041e, \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0435 \u043c\u0435\u0442\u043e\u0434\u044b \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u043c\u043e\u0433\u0443\u0442 \u0435\u0436\u0435\u0433\u043e\u0434\u043d\u043e \u0441\u043e\u043a\u0440\u0430\u0449\u0430\u0442\u044c \u0432\u044b\u0431\u0440\u043e\u0441\u044b \u043f\u0430\u0440\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0433\u0430\u0437\u043e\u0432 \u043d\u0430 6 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u043e\u0432 \u0442\u043e\u043d\u043d.<\/p>\n<p>\u042d\u0442\u0438 \u043c\u043e\u043c\u0435\u043d\u0442\u044b \u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0438\u0440\u0443\u044e\u0442 \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0438 \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u044c \u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435 \u0438 \u0437\u0435\u043c\u043b\u0435\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438. 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\u043f\u0440\u0430\u0432\u043e\u0432\u044b\u0435 \u0440\u0430\u043c\u043a\u0438, \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0438 \u043e\u0431\u0449\u0443\u044e \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c.<\/p>\n<p>\u0412\u043a\u0440\u0430\u0442\u0446\u0435, \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439 \u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 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\u0440\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u0433\u0440\u0430\u043d\u0438\u0446, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0437\u0435\u043c\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u0430\u043c\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f GeoPard \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0439 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043c\u043d\u043e\u0433\u043e\u043b\u0435\u0442\u043d\u0438\u0445 \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043d\u0438\u043c\u043a\u043e\u0432, \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u043a\u043e\u0432 \u0438 \u0442\u0435\u043d\u0435\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0445 \u0437\u0430\u043f\u0430\u0442\u0435\u043d\u0442\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439\u2026<\/p>","protected":false},"author":210249433,"featured_media":6764,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1586,1661,1372,1377,1378,1368],"tags":[1618,1668],"class_list":["post-6762","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-features","category-satellite-imagery","category-blog","category-crop-monitoring","category-remote-sensing","category-yield","tag-crop-monitoring","tag-field-boundaries"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Automated Field Boundaries Detection Model for Precision Agriculture by GeoPard - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"GeoPard have completed a successful PoC of automated field boundaries delineation model using Segment Anything and classification models\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/ru\/\u0431\u043b\u043e\u0433\/field-boundaries-delineation-model-to-predict-yields\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Field Boundaries Detection Model for Precision Agriculture by GeoPard - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"GeoPard have completed a successful PoC of automated field boundaries delineation model using Segment Anything and classification models\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/ru\/\u0431\u043b\u043e\u0433\/field-boundaries-delineation-model-to-predict-yields\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-17T21:45:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-12T17:47:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2023\/05\/Field-Boundaries-Delineation-Model-to-Predict-Yields-in-Precision-Agriculture.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"724\" \/>\n\t<meta property=\"og:image:height\" content=\"440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" 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