{"id":15119,"date":"2025-12-08T15:00:00","date_gmt":"2025-12-08T13:00:00","guid":{"rendered":"https:\/\/dx-systems.com\/?p=15119"},"modified":"2026-06-11T15:04:19","modified_gmt":"2026-06-11T12:04:19","slug":"metod-korekczii-artefaktov-m-otveta-s-ispolzvaniem-seti-unet1d","status":"publish","type":"post","link":"https:\/\/dx-systems.com\/ru\/metod-korekczii-artefaktov-m-otveta-s-ispolzvaniem-seti-unet1d\/","title":{"rendered":"\u041c\u0435\u0442\u043e\u0434 \u043a\u043e\u0440\u0435\u043a\u0446\u0438\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u041c-\u043e\u0442\u0432\u0435\u0442\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0435\u0442\u0438 UNet1D"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u041a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u0438\u043d \u0417\u0430\u0431\u0440\u043e\u0434\u0438\u043d<br>\u041a\u0430\u0444\u0435\u0434\u0440\u0430 \u0431\u0438\u043e\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438<br>\u0425\u0430\u0440\u044c\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0440\u0430\u0434\u0438\u043e\u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0438\u043a\u0438<br>\u0425\u0430\u0440\u044c\u043a\u043e\u0432, \u0423\u043a\u0440\u0430\u0438\u043d\u0430<br><br>\u041a\u0430\u0440\u0438\u043d\u0430 \u0421\u0435\u043b\u0438\u0432\u0430\u043d\u043e\u0432\u0430<br>\u041a\u0430\u0444\u0435\u0434\u0440\u0430 \u0431\u0438\u043e\u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0441\u043a\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438<br>\u0425\u0430\u0440\u044c\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0440\u0430\u0434\u0438\u043e\u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0438\u043a\u0438<br>\u0425\u0430\u0440\u044c\u043a\u043e\u0432, \u0423\u043a\u0440\u0430\u0438\u043d\u0430<br><br>\u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440 \u0413\u0435\u043b\u0435\u0442\u043a\u0430<br>\u0412\u0440\u0430\u0447-\u043d\u0435\u0432\u0440\u043e\u043b\u043e\u0433 \u0432\u044b\u0441\u0448\u0435\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438<br>\u041a\u043b\u0438\u043d\u0438\u043a\u0430 \u00abLife Park\u00bb<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"724\" height=\"1024\" src=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-724x1024.jpg\" alt=\"\" class=\"wp-image-15074\" srcset=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-724x1024.jpg 724w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-212x300.jpg 212w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-768x1087.jpg 768w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-1086x1536.jpg 1086w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-1447x2048.jpg 1447w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-600x849.jpg 600w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-1-scaled.jpg 1809w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"724\" height=\"1024\" src=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-724x1024.jpg\" alt=\"\" class=\"wp-image-15080\" srcset=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-724x1024.jpg 724w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-212x300.jpg 212w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-768x1087.jpg 768w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-1086x1536.jpg 1086w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-1447x2048.jpg 1447w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-600x849.jpg 600w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-2_page-0001-scaled.jpg 1809w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"724\" height=\"1024\" src=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-724x1024.jpg\" alt=\"\" class=\"wp-image-15077\" style=\"width:724px;height:auto\" srcset=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-724x1024.jpg 724w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-212x300.jpg 212w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-768x1087.jpg 768w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-1086x1536.jpg 1086w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-1447x2048.jpg 1447w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-600x849.jpg 600w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-3_page-0001-scaled.jpg 1809w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"724\" height=\"1024\" src=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-724x1024.jpg\" alt=\"\" class=\"wp-image-15083\" srcset=\"https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-724x1024.jpg 724w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-212x300.jpg 212w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-768x1087.jpg 768w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-1086x1536.jpg 1086w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-1447x2048.jpg 1447w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-600x849.jpg 600w, https:\/\/dx-systems.com\/wp-content\/uploads\/2026\/06\/artifact_correction_method_for_m_response_using_unet1d_network-4_page-0001-scaled.jpg 1809w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u2014 \u0432 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0441\u0432\u0451\u0440\u0442\u043e\u0447\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 (Convolutional Neural Networks, CNN), \u0432 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b UNet1D, \u0434\u043b\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u041c-\u043e\u0442\u0432\u0435\u0442\u043e\u0432 (M-response signals) \u2014 \u0432\u0430\u0436\u043d\u043e\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043c\u0438\u043e\u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u0439 (\u042d\u041c\u0413) \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043d\u0435\u0440\u0432\u043d\u043e-\u043c\u044b\u0448\u0435\u0447\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b.<br \/>\n\u0426\u0435\u043b\u044c\u044e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0437\u0430 \u0441\u0447\u0451\u0442 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0448\u0443\u043c\u043e\u0432 \u043f\u0440\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0438 \u0430\u043c\u043f\u043b\u0438\u0442\u0443\u0434\u043d\u043e-\u0447\u0430\u0441\u0442\u043e\u0442\u043d\u044b\u0445 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a, \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u044b\u0445 \u0434\u043b\u044f \u043a\u043b\u0438\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432.<\/p>\n","protected":false},"author":8,"featured_media":15086,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[59],"tags":[],"class_list":["post-15119","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u041c\u0435\u0442\u043e\u0434 \u043a\u043e\u0440\u0435\u043a\u0446\u0438\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u041c-\u043e\u0442\u0432\u0435\u0442\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0435\u0442\u0438 UNet1D - DX-SYSTEMS<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dx-systems.com\/ru\/metod-korekczii-artefaktov-m-otveta-s-ispolzvaniem-seti-unet1d\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u041c\u0435\u0442\u043e\u0434 \u043a\u043e\u0440\u0435\u043a\u0446\u0438\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u041c-\u043e\u0442\u0432\u0435\u0442\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0435\u0442\u0438 UNet1D - DX-SYSTEMS\" \/>\n<meta property=\"og:description\" content=\"\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u2014 \u0432 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0441\u0432\u0451\u0440\u0442\u043e\u0447\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 (Convolutional Neural Networks, CNN), \u0432 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b UNet1D, \u0434\u043b\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u041c-\u043e\u0442\u0432\u0435\u0442\u043e\u0432 (M-response signals) \u2014 \u0432\u0430\u0436\u043d\u043e\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 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