{"id":174071,"date":"2025-02-17T21:36:57","date_gmt":"2025-02-17T21:36:57","guid":{"rendered":"https:\/\/flypix.ai\/?p=174071"},"modified":"2025-02-18T12:14:03","modified_gmt":"2025-02-18T12:14:03","slug":"building-damage-assessment","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ar\/building-damage-assessment\/","title":{"rendered":"\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u062a\u064a \u062a\u0644\u062d\u0642 \u0628\u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b"},"content":{"rendered":"<p>\u064a\u0639\u062f \u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a 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https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-luis-gomes-166706-546819-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u062e\u0636\u0639\u062a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0644\u062b\u0648\u0631\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0629 \u0645\u0639 \u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. 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\u0627\u0644\u062d\u0631\u0628 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0628\u0640 xBD.<\/li>\n\n\n\n<li><strong>\u0646\u062f\u0631\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u062c\u0648\u062f\u0629<\/strong>&nbsp; - \u0642\u062f \u062a\u0643\u0648\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0635\u0631\u0627\u0639 \u0645\u0635\u0646\u0641\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0645\u062a\u0627\u062d\u0629\u060c \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062f\u0642\u0629 \u0623\u0648 \u0645\u063a\u0637\u0627\u0629 \u0628\u0627\u0644\u0633\u062d\u0628.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062d\u0631\u0628<\/strong>&nbsp; \u2013 \u0648\u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0645\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0635\u0631\u0627\u0639 \u0627\u0644\u0646\u0634\u0637\u0629 \u062a\u0634\u0647\u062f \u0627\u0644\u062f\u0645\u0627\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0628\u064a\u0646 \u0645\u0627 \u0642\u0628\u0644 \u0648\u0645\u0627 \u0628\u0639\u062f \u0623\u0642\u0644 \u0641\u0639\u0627\u0644\u064a\u0629.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062d\u0631\u0628 \u2013 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/h4>\n\n\n\n<p>\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u062d\u0631\u0628 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062d\u0631\u0628 \u0645\u062e\u0635\u0635\u0629 \u2013 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/strong>&nbsp; - \u062c\u0645\u0639 \u0635\u0648\u0631 \u0627\u0644\u062d\u0631\u0628 \u0627\u0644\u0645\u0648\u0636\u062d\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631<\/strong>&nbsp; - \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/strong>&nbsp; - \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0631\u0636 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a<\/strong>&nbsp; - \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u062a\u062d\u062f\u064a\u062b \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0639 \u062a\u0648\u0641\u0631 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0625\u0646 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062d\u0631\u0628 \u064a\u0634\u0643\u0644 \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0646\u062d\u0648 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b\u060c \u0648\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0627\u0644\u0625\u0646\u0633\u0627\u0646\u064a\u0629 \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629 \u0645\u0646 \u0627\u0644\u0635\u0631\u0627\u0639.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"577\" data-id=\"174140\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-1024x577.jpg\" alt=\"\" class=\"wp-image-174140\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-1024x577.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-300x169.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-768x433.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-1536x865.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-2048x1154.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-davidmcbee-392031-18x10.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u062f\u0649 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u062a\u0633\u062a\u0641\u064a\u062f \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062a\u0627\u0644\u0641\u0629 \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627. \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u062d\u064a\u062b \u062a\u0644\u0639\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0635\u062d\u0629 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. U \u2013 \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0627\u0644\u0642\u0646\u0627\u0639 R \u2013 CNN \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u0629<\/h3>\n\n\n\n<p>\u062a\u0639\u062f \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0625\u062d\u062f\u0649 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0648\u0631\u0633\u0645 \u0645\u062e\u0637\u0637\u0627\u062a\u0647\u0627 \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u062a\u0635\u0646\u064a\u0641 \u0633\u0644\u0627\u0645\u062a\u0647\u0627 \u0627\u0644\u0628\u0646\u064a\u0648\u064a\u0629. \u0648\u0645\u0646 \u0623\u0643\u062b\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636 \u0646\u0645\u0648\u0630\u062c U \u2013 Net \u0648\u0646\u0645\u0648\u0630\u062c Mask R \u2013 CNN.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0646\u0645\u0648\u0630\u062c U-Net \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u0628\u0627\u0646\u064a<\/h4>\n\n\n\n<p>U \u2013 Net \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 (CNN) \u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0648\u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629. \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 U \u2013 Net \u0641\u064a \u0627\u0644\u0623\u0635\u0644 \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629\u060c \u0648\u0642\u062f \u0623\u062b\u0628\u062a\u062a \u0641\u0639\u0627\u0644\u064a\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0643\u0648\u0627\u0631\u062b.<\/p>\n\n\n\n<p>\u064a\u062a\u0628\u0639 U \u2013 Net \u0628\u0646\u064a\u0629 \u0645\u0634\u0641\u0631 \u0648\u0641\u0643 \u062a\u0634\u0641\u064a\u0631:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0645\u0634\u0641\u0631 (\u0645\u0633\u0627\u0631 \u0627\u0644\u0627\u0646\u0643\u0645\u0627\u0634)<\/strong>:\u064a\u0633\u062a\u062e\u0631\u062c \u0647\u0630\u0627 \u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0641\u064a\u0629 \u0648\u062a\u062c\u0645\u0639\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0639\u0645\u0642 \u0627\u0644\u0645\u064a\u0632\u0629.<\/li>\n\n\n\n<li><strong>\u0637\u0628\u0642\u0629 \u0639\u0646\u0642 \u0627\u0644\u0632\u062c\u0627\u062c\u0629<\/strong>:\u0627\u0644\u0637\u0628\u0642\u0629 \u0630\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0623\u062f\u0646\u0649\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649.<\/li>\n\n\n\n<li><strong>\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 (\u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0648\u0633\u0639)<\/strong>:\u062a\u0639\u0645\u0644 \u0639\u0645\u0644\u064a\u0629 \u0631\u0641\u0639 \u0627\u0644\u0639\u064a\u0646\u0629 \u0647\u0630\u0647 \u0639\u0644\u0649 \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u062f\u0642\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0626\u0647\u0627 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631\u060c \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 U \u2013 Net \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0634\u0628\u0643\u0629 \u0631\u064a\u0633\u0646\u062a 34<\/strong>&nbsp; - \u0645\u0633\u062a\u062e\u0631\u062c \u0645\u064a\u0632\u0627\u062a \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 \u0648\u0644\u0643\u0646\u0647 \u0642\u0648\u064a.<\/li>\n\n\n\n<li><strong>\u0633\u064a\u0631\u064a \u0646\u064a\u0643\u0633\u062a50<\/strong>&nbsp; - \u062a\u062d\u0633\u064a\u0646 \u0647\u0646\u062f\u0633\u0629 ResNet \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 3<\/strong>&nbsp; - \u064a\u0648\u0641\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u062a\u0639\u062f\u062f\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629.<\/li>\n\n\n\n<li><strong>\u0634\u0628\u0643\u0629 \u0627\u0641\u064a\u0634\u064a\u0646\u062a \u06284<\/strong>&nbsp; - \u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647 \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0642\u0644.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0623\u062f\u0627\u0621 U-Net \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/h4>\n\n\n\n<p>\u064a\u0624\u062f\u064a U-Net \u0623\u062f\u0627\u0621\u064b \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0648\u0644\u0643\u0646\u0647 \u064a\u0639\u0627\u0646\u064a \u0645\u0646 \u0642\u064a\u0648\u062f \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0636\u0631\u0631. \u0643\u0645\u0627 \u064a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a \u0648\u0627\u0644\u0638\u0644\u0627\u0644 \u0648\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0628\u0643\u062b\u0627\u0641\u0629\u060c \u0645\u0645\u0627 \u062f\u0641\u0639 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0625\u0644\u0649 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0646\u0645\u0627\u0630\u062c \u0628\u062f\u064a\u0644\u0629 \u0645\u062b\u0644 Mask R-CNN.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0642\u0646\u0627\u0639 R \u2013 \u0634\u0628\u0643\u0629 CNN \u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a<\/h3>\n\n\n\n<p>\u0641\u064a \u062d\u064a\u0646 \u064a\u0648\u0641\u0631 U \u2013 Net \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629\u060c \u0641\u0625\u0646 Mask R \u2013 CNN \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0639\u0645\u064a\u0642 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u064a\u0642\u0648\u0645 \u0628\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0644\u0627 \u064a\u0643\u062a\u0634\u0641 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0648\u064a\u0642\u0633\u0645\u0647\u0627 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u062d\u062f\u062f \u0623\u064a\u0636\u064b\u0627 \u062d\u0627\u0644\u0627\u062a \u0641\u0631\u062f\u064a\u0629 \u0645\u0646 \u0627\u0644\u0636\u0631\u0631 \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0634\u0647\u062f.<\/p>\n\n\n\n<p>\u064a\u0639\u062f Mask R \u2013 CNN \u0627\u0645\u062a\u062f\u0627\u062f\u064b\u0627 \u0644\u0640 Faster R \u2013 CNN\u060c \u0648\u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0643\u0634\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a. \u0648\u064a\u0642\u062f\u0645 \u0641\u0631\u0639\u064b\u0627 \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0642\u0646\u0639\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u0648\u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062b\u0644\u0627\u062b \u062e\u0637\u0648\u0627\u062a:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0634\u0628\u0643\u0629 \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0645\u0646\u0637\u0642\u0629 (RPN)<\/strong>:\u0625\u0646\u0634\u0627\u0621 \u0645\u0646\u0627\u0637\u0642 \u0645\u062d\u062a\u0645\u0644\u0629 (\u0645\u0631\u0628\u0639\u0627\u062a \u062d\u062f\u0648\u062f\u064a\u0629) \u062d\u064a\u062b \u0642\u062f \u062a\u0648\u062c\u062f \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627<\/strong>:\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CNN (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c ResNet) \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u0646\u0627\u0639<\/strong>:\u064a\u0637\u0628\u0642 \u0641\u0631\u0639 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0634\u0628\u0643\u0629 \u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u0642\u0646\u0639\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u0632\u0627\u064a\u0627 \u0642\u0646\u0627\u0639 R \u2013 CNN \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0645\u0643\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629 \u0628\u0634\u0643\u0644 \u0641\u0631\u062f\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062c\u0631\u062f \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0635\u0648\u0631\u0629.<\/li>\n\n\n\n<li>\u064a\u0624\u062f\u064a \u0623\u062f\u0627\u0621\u064b \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062d\u0636\u0631\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629.<\/li>\n\n\n\n<li>\u064a\u0648\u0641\u0631 \u062a\u0635\u0646\u064a\u0641\u064b\u0627 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062d\u062f\u062f \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0634\u062f\u0629 \u0627\u0644\u0636\u0631\u0631.<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u062c\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u0646 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 Mask R \u2013 CNN \u0644\u0644\u062a\u062c\u0632\u0626\u0629 \u0648Inception v3 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062f\u0642\u0629 \u0623\u0639\u0644\u0649 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0636\u0631\u0631. \u064a\u062a\u064a\u062d \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0636\u0631\u0631 \u0627\u0644\u0642\u0648\u064a\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n\n\n\n<p>\u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0647\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 - \u062a\u062d\u062f\u064a\u062f \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0623\u062f\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631<\/h4>\n\n\n\n<p>\u0645\u0646 \u0628\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627\u060c \u0623\u0638\u0647\u0631\u062a \u0645\u062c\u0645\u0648\u0639\u0629 Mask R \u2013 CNN + Classifier \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0631\u0642\u0627\u0628\u0629\u060c \u062d\u0642\u0642 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>F1 \u2013 \u062f\u0631\u062c\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 0.80\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u062f\u0642\u0629 \u062a\u0635\u0646\u064a\u0641 \u0639\u0627\u0644\u064a\u0629.<\/li>\n\n\n\n<li>\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0630\u0643\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0639\u0646\u062f \u0627\u062e\u062a\u0628\u0627\u0631\u0647 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u062d\u0631\u0628 \u0641\u064a \u0623\u0648\u0643\u0631\u0627\u0646\u064a\u0627\u060c \u0627\u0646\u062e\u0641\u0636\u062a \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u062d\u0648 10%. \u0648\u064a\u0633\u0644\u0637 \u0647\u0630\u0627 \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0645\u0634\u0643\u0644\u0629 \u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u062d\u062a\u0649 \u064a\u0645\u0643\u0646 \u062a\u0639\u0645\u064a\u0645\u0647\u0627 \u0639\u0628\u0631 \u0628\u064a\u0626\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n\n\n\n<li>\u0625\u0646 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u062d\u0631\u0628 \u0644\u0647\u0627 \u062e\u0635\u0627\u0626\u0635 \u0647\u064a\u0643\u0644\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u062a\u062e\u0635\u0635\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u0644\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0628\u0631 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u0627\u0644\u062f\u0645\u0627\u0631 \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u062d\u0631\u0628.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 (SHM) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n\n\n\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0635\u062d\u0629 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a (SHM). \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0645\u062b\u0628\u062a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0639\u0644\u0649 \u0627\u0644\u0641\u0648\u0631.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629: \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u064a\u0627\u0628\u0627\u0646<\/h4>\n\n\n\n<p>\u0642\u0627\u0645 \u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u062a\u0648\u064a\u0648\u0647\u0627\u0634\u064a \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0641\u064a \u0627\u0644\u064a\u0627\u0628\u0627\u0646 \u0628\u062a\u0637\u0648\u064a\u0631 \u0646\u0638\u0627\u0645 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u064a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u064a\u0642\u0648\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062b\u0628\u062a\u0629 \u0641\u064a \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0632\u0644\u0627\u0632\u0644.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 SHM \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u062a\u0633\u062c\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0627\u0644\u0627\u0647\u062a\u0632\u0627\u0632\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0632\u0644\u0632\u0627\u0644.<\/li>\n\n\n\n<li>\u062a\u0642\u0648\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062a\u062d\u0644\u064a\u0644 \u0623\u0637\u064a\u0627\u0641 \u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0627\u0644\u0647\u064a\u0643\u0644\u064a.<\/li>\n\n\n\n<li>\u062a\u0635\u0646\u0641 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0625\u0644\u0649: \u0622\u0645\u0646\u0629 - \u0644\u0627 \u064a\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u064a \u0636\u0631\u0631 \u0647\u064a\u0643\u0644\u064a. \u0645\u0637\u0644\u0648\u0628 \u0627\u0644\u062d\u0630\u0631 - \u064a\u0648\u062c\u062f \u0636\u0631\u0631 \u0637\u0641\u064a\u0641\u060c \u064a\u0644\u0632\u0645 \u0625\u062c\u0631\u0627\u0621 \u0641\u062d\u0635 \u0625\u0636\u0627\u0641\u064a. \u062e\u0637\u064a\u0631 - \u0636\u0631\u0631 \u0634\u062f\u064a\u062f\u060c \u064a\u0644\u0632\u0645 \u0627\u0644\u0625\u062e\u0644\u0627\u0621 \u0627\u0644\u0641\u0648\u0631\u064a.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u0646\u0634\u0631 SHM \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u064a\u0627\u0628\u0627\u0646<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0646\u0641\u0630\u062a \u0645\u0646\u0637\u0642\u0629 \u0647\u064a\u063a\u0627\u0634\u064a-\u0645\u064a\u0643\u0627\u0648\u0627 \u0641\u064a \u0627\u0644\u064a\u0627\u0628\u0627\u0646 \u0646\u0638\u0627\u0645 SHM \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u062a\u062a\u0644\u0642\u0649 \u0627\u0644\u0645\u0643\u0627\u062a\u0628 \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0637\u0648\u0627\u0631\u0626 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0628\u0631 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0641\u064a \u063a\u0636\u0648\u0646 \u062f\u0642\u0627\u0626\u0642 \u0645\u0646 \u0648\u0642\u0648\u0639 \u0627\u0644\u0632\u0644\u0632\u0627\u0644.<\/li>\n\n\n\n<li>\u064a\u062a\u064a\u062d \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0633\u0631\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0645\u0627\u062f\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h4>\n\n\n\n<p>\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631\u060c \u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 \u062f\u0645\u062c \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0645\u0648\u062d\u062f\u0629 \u062a\u0648\u0641\u0631 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u062d\u0648\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0648\u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0625\u0646\u0630\u0627\u0631 \u0627\u0644\u0645\u0628\u0643\u0631 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u062a\u0646\u0628\u0623 \u0628\u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u064a\u0646 \u0641\u0631\u0642 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0637\u0648\u0627\u0631\u0626.<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0648\u0633\u0639 \u0625\u0644\u0649 \u0645\u0627 \u0647\u0648 \u0623\u0628\u0639\u062f \u0645\u0646 \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0623\u0639\u0627\u0635\u064a\u0631\u060c \u0648\u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0622\u0643\u0644 \u0627\u0644\u0647\u064a\u0643\u0644\u064a.<\/li>\n<\/ul>\n\n\n\n<p>\u0625\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0625\u0646 U \u2013 Net \u0648Mask R \u2013 CNN \u0645\u0646 \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u0641\u064a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u0628\u0627\u0646\u064a\u060c \u0641\u064a \u062d\u064a\u0646 \u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u062b\u0644 Inception v3 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u0623\u0636\u0631\u0627\u0631. \u0643\u0645\u0627 \u064a\u0645\u062a\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u0644\u0649 \u0645\u0627 \u0647\u0648 \u0623\u0628\u0639\u062f \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 SHM \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a 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\u0627\u0644\u0645\u0628\u0627\u0646\u064a)\u060c \u0648\u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u062a\u0642\u062f\u0645 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0635\u0645\u0645 \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0628\u0633\u0631\u0639\u0629 \u0628\u0639\u062f \u0627\u0644\u0632\u0644\u0632\u0627\u0644.<\/p>\n\n\n\n<p>BDANet \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 (CNN) \u062a\u062f\u0645\u062c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0639\u0628\u0631 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629. \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0635\u0648\u0631 WorldView2\u060c \u0648\u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062a\u0636\u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0643\u0627\u0631\u062b\u0629 \u0648\u0628\u0639\u062f\u0647\u0627 \u0644\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u062d\u0644\u0629 1: \u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0645\u0628\u0646\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 U-Net<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0633\u062a\u062e\u062f\u0645 BDANet \u0623\u0648\u0644\u0627\u064b \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 U-Net \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u062e\u0637\u0648\u0637 \u0627\u0644\u0639\u0631\u064a\u0636\u0629 \u0644\u0644\u0645\u0628\u0627\u0646\u064a \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u0627\u0644\u062a\u0642\u0637\u062a \u0642\u0628\u0644 \u0627\u0644\u0643\u0627\u0631\u062b\u0629.<\/li>\n\n\n\n<li>\u062a\u0639\u0645\u0644 \u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0648\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 U-Net \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0644\u0644\u0645\u0628\u0627\u0646\u064a \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629.<\/li>\n\n\n\n<li>\u062a\u0634\u0643\u0644 \u0623\u0642\u0646\u0639\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0627\u0644\u0645\u0631\u062c\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0645\u0631\u062d\u0644\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0636\u0631\u0631.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u062d\u0644\u0629 2: \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 CNN \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062a\u0645 \u0628\u0639\u062f \u0630\u0644\u0643 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u062c\u0632\u0623\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 (CNN).<\/li>\n\n\n\n<li>\u064a\u062f\u0645\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062d\u062f\u0629 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a (CDA)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0635\u0648\u0631 \u0642\u0628\u0644 \u0627\u0644\u0643\u0627\u0631\u062b\u0629 \u0648\u0628\u0639\u062f\u0647\u0627 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n\n\n\n<li>\u064a\u0642\u0648\u0645 \u0645\u062e\u0631\u062c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0628\u062a\u0639\u064a\u064a\u0646 \u0643\u0644 \u0645\u0628\u0646\u0649 \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0631\u0628\u0639 \u0641\u0626\u0627\u062a: \u0644\u0627 \u0636\u0631\u0631\u060c \u0636\u0631\u0631 \u0637\u0641\u064a\u0641\u060c \u0636\u0631\u0631 \u0643\u0628\u064a\u0631\u060c \u0645\u062f\u0645\u0631.<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c<\/h5>\n\n\n\n<p>\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 BDANet \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629 \u0628\u0627\u0644\u0632\u0644\u0632\u0627\u0644 \u0641\u064a \u062a\u0631\u0643\u064a\u0627\u060c \u062d\u064a\u062b \u0646\u062c\u062d \u0641\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u062a\u062d\u062f\u064a\u062f 15.67% \u0645\u0646 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629 \u0628\u0634\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0645\u062a\u0636\u0631\u0631\u0629.<\/li>\n\n\n\n<li>\u0623\u062b\u0628\u062a \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0636\u0631\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a.<\/li>\n\n\n\n<li>\u062a\u0642\u0644\u064a\u0644 \u0648\u0642\u062a \u0627\u0644\u062a\u0641\u062a\u064a\u0634 \u0627\u0644\u064a\u062f\u0648\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0646\u0634\u0631 \u0641\u0631\u0642 \u0627\u0644\u0625\u0646\u0642\u0627\u0630 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639.<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0645\u0639 BDANet<\/h5>\n\n\n\n<p>\u0648\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062f\u0642\u0629\u060c \u0642\u0627\u0645\u062a BDANet \u0628\u062f\u0645\u062c \u062a\u0642\u0646\u064a\u0627\u062a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0636\u0628\u0637 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0648\u0627\u0644\u0633\u0637\u0648\u0639 \u0644\u062a\u0637\u0628\u064a\u0639 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629.<\/li>\n\n\n\n<li>\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u062f\u0648\u0631\u0627\u0646 \u0648\u0627\u0644\u062a\u062f\u0631\u062c \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/li>\n\n\n\n<li>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0632\u0644\u0627\u0632\u0644.<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u0649 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u0632\u0644\u0632\u0627\u0644<\/h5>\n\n\n\n<p>\u0623\u062f\u0649 \u0646\u0634\u0631 \u0634\u0628\u0643\u0629 BDANet \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644: \u0623\u062a\u0645\u062a\u0629 \u0631\u0633\u0645 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0644\u0645\u0633\u062a\u062c\u064a\u0628\u064a \u0627\u0644\u0637\u0648\u0627\u0631\u0626. \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0633\u0644\u0637\u0627\u062a \u0645\u0646 \u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u0645\u0646\u0627\u0637\u0642 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062e\u0637\u0648\u0631\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u0646\u0642\u0627\u0630.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n\n\n\n<p>\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u062a\u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0635\u062d\u0629 \u0627\u0644\u0645\u0628\u0627\u0646\u064a. \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0646\u0638\u0645\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0635\u062d\u0629 \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0646\u064a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0636\u0631\u0631 \u0627\u0644\u0641\u0648\u0631\u064a \u0641\u064a \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0648\u0627\u0628\u0642.<\/p>\n\n\n\n<p>\u0627\u0642\u062a\u0631\u062d \u0628\u0627\u062d\u062b\u0648\u0646 \u0641\u064a \u0634\u0631\u0643\u0629 Elsevier \u0646\u0647\u062c\u064b\u0627 \u0644\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0631\u0643\u0632 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a \u0641\u064a \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0631\u0636\u064a\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0637\u0631\u064a\u0642\u0629 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h4>\n\n\n\n<p>\u064a\u0639\u062a\u0645\u062f \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0639\u0644\u0649 \u0625\u0637\u0627\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN) \u0627\u0644\u0630\u064a \u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u0634\u0639\u0631 \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0637\u0648\u0627\u0628\u0642 \u0641\u064a \u0645\u0628\u0646\u0649 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0637\u0648\u0627\u0628\u0642 \u0627\u0644\u062a\u064a \u062a\u0639\u0631\u0636\u062a \u0644\u0623\u0636\u0631\u0627\u0631.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0635\u062d\u064a\u0629. <\/strong>\u0639\u0644\u0649 \u0639\u0643\u0633 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u064f\u0635\u0646\u064e\u0651\u0641\u0629\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641. \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 CNN \u0641\u0642\u0637 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0646\u062f \u062d\u062f\u0648\u062b \u0627\u0644\u0636\u0631\u0631.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629. <\/strong>\u064a\u0631\u0627\u0642\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0632\u0627\u0632 \u0645\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0627\u0644\u0645\u062b\u0628\u062a\u0629 \u0641\u064a \u0637\u0648\u0627\u0628\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0645\u0628\u0646\u0649. \u062a\u062a\u0645 \u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u0636\u0631\u0631 \u0648\u0628\u0639\u062f\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 (CCs) \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0636\u0631\u0631. <\/strong>\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0634\u0643\u0644 \u0627\u0644\u0645\u0648\u062c\u0629 \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0639\u064a\u064a\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0636\u0631\u0631.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621<\/h4>\n\n\n\n<p>\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629. <\/strong>\u062a\u0645 \u062a\u0637\u0628\u064a\u0642\u0647 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0648\u0627\u0628\u0642 \u0627\u0644\u062a\u064a \u062a\u0639\u0631\u0636\u062a \u0644\u0623\u062d\u062f\u0627\u062b \u0632\u0644\u0632\u0627\u0644\u064a\u0629 \u0647\u0646\u062f\u0633\u064a\u0629. \u062a\u0645\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0627\u0644\u0643\u0634\u0641 \u0628\u062f\u0642\u0629 \u0639\u0646 \u0627\u0644\u0637\u0648\u0627\u0628\u0642 \u0627\u0644\u062a\u064a \u0623\u0638\u0647\u0631\u062a \u0636\u0639\u0641\u064b\u0627 \u0647\u064a\u0643\u0644\u064a\u064b\u0627.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a. <\/strong>\u062a\u0645 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0626\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062c\u0631\u0628\u0629 \u0637\u0627\u0648\u0644\u0629 \u0627\u0647\u062a\u0632\u0627\u0632\u064a\u0629. \u0648\u062a\u0645 \u062a\u062d\u0644\u064a\u0644 \u0642\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0632\u0644\u0627\u0632\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0624\u0643\u062f \u0642\u062f\u0631\u0629 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0636\u0631\u0631 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629.<\/li>\n<\/ol>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0627\u0644\u0646\u0634\u0627\u0637 \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u060c \u064a\u062a\u064a\u062d \u062f\u0645\u062c SHM \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u0631\u0627\u0642\u0628\u0629 \u0647\u064a\u0643\u0644\u064a\u0629 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0623\u0645\u0627\u0646\u064b\u0627 \u0648\u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062e\u0637\u0631 \u0627\u0644\u0643\u0648\u0627\u0631\u062b 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100vw, 237px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u2013 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0645\u062f\u0639\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a FlyPix<\/h2>\n\n\n\n<p>\u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u0627\u0644\u0642\u0627\u0628\u0644\u0629 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\u0645\u0639 FlyPix AI \u0627\u0644\u064a\u0648\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u062d\u062f\u062b \u062a\u0642\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062b\u0648\u0631\u0629 \u0641\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u062a\u064a \u0644\u062d\u0642\u062a \u0628\u0627\u0644\u0645\u0628\u0627\u0646\u064a \u0628\u0639\u062f \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0648\u0627\u0644\u062d\u0631\u0648\u0628 \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0643\u0627\u0631\u062b\u064a\u0629. \u062a\u0633\u0645\u062d \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u064a 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\u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0627\u0644\u0632\u0644\u0632\u0627\u0644\u064a\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824279814\"><strong class=\"schema-faq-question\">4. \u0647\u0644 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0641\u0633 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u062d\u0631\u0648\u0628\u061f<\/strong> <p class=\"schema-faq-answer\">\u0646\u0639\u0645\u060c \u0648\u0644\u0643\u0646 \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a. \u0641\u0642\u062f \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u062d\u0631\u0628\u060c \u0648\u0644\u0643\u0646 \u0627\u0644\u062f\u0642\u0629 \u062a\u0646\u062e\u0641\u0636. \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0623\u0646 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u064a\u062d\u0633\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824288507\"><strong class=\"schema-faq-question\">5. \u0643\u064a\u0641 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0645\u062f\u0645\u0631\u0629\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u062a\u064a\u062d \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627\u060c \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0625\u0639\u0645\u0627\u0631\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u0648\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0639\u0627\u0641\u064a \u0648\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824297229\"><strong class=\"schema-faq-question\">6. \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0641\u0648\u0631 \u0648\u0642\u0648\u0639 \u0627\u0644\u0643\u0648\u0627\u0631\u062b\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0644\u0641\u0631\u0642 \u0627\u0644\u0625\u0646\u0642\u0627\u0630 \u062a\u0642\u0627\u0631\u064a\u0631 \u0639\u0646 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u062e\u0637\u0637 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u062d\u0633\u0651\u0646\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739824308525\"><strong class=\"schema-faq-question\">7. \u0623\u064a\u0646 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062d\u0627\u0644\u064a\u064b\u0627 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631\u061f<\/strong> <p class=\"schema-faq-answer\">\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0628\u0639\u062f \u0627\u0644\u0632\u0644\u0627\u0632\u0644 (\u062a\u0631\u0643\u064a\u0627 \u0648\u0627\u0644\u064a\u0627\u0628\u0627\u0646)\u060c \u0648\u0627\u0644\u0641\u064a\u0636\u0627\u0646\u0627\u062a\u060c \u0648\u062d\u0631\u0627\u0626\u0642 \u0627\u0644\u063a\u0627\u0628\u0627\u062a\u060c \u0648\u062d\u062a\u0649 \u0641\u064a \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0635\u0631\u0627\u0639 \u0645\u062b\u0644 \u0623\u0648\u0643\u0631\u0627\u0646\u064a\u0627.<\/p> <\/div> <\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>","protected":false},"excerpt":{"rendered":"<p>Building damage assessment is a critical process in disaster management, determining the severity of structural damage following natural disasters, armed conflicts, or other catastrophic events. With advancements in artificial intelligence (AI) and deep learning, damage detection has significantly improved, providing faster and more accurate assessments. This article explores how machine learning models, satellite imagery, and [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":174073,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174071","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI - Driven Building Damage Assessment: Innovations and Applications<\/title>\n<meta name=\"description\" content=\"Discover how AI and deep learning revolutionize building damage assessment, enhancing disaster response and infrastructure resilience with cutting - edge technologies.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ar\/building-damage-assessment\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI - Driven Building Damage Assessment: Innovations and Applications\" \/>\n<meta property=\"og:description\" content=\"Discover how AI and deep learning revolutionize building damage assessment, enhancing disaster response and infrastructure resilience with cutting - edge technologies.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ar\/building-damage-assessment\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T21:36:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-18T12:14:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-pixabay-273209-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 \u062f\u0642\u064a\u0642\u0629\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"AI &#8211; 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Why is rapid building damage assessment important after disasters?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Quick assessment helps direct rescue teams to the most affected areas, evacuate people from dangerous zones, and estimate the necessary resources for reconstruction.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824256675\",\"position\":2,\"url\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824256675\",\"name\":\"2. How are satellite images used for damage analysis?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"AI models compare pre -\u00a0 and post - disaster satellite images to detect structural changes. Deep learning algorithms help classify damage severity automatically.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824271267\",\"position\":3,\"url\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824271267\",\"name\":\"3. What technologies are used for automated damage assessment?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Deep neural networks such as U - Net, Mask R - CNN, and BDANet, machine learning, image processing, and structural health monitoring using seismic sensors are commonly used.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824279814\",\"position\":4,\"url\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824279814\",\"name\":\"4. Can the same AI model be used for assessing damage from both natural disasters and warfare?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Yes, but with adjustments. Research shows that models trained on natural disaster data can assess war - related damage, but accuracy drops. Fine - tuning with domain - specific data improves results.\",\"inLanguage\":\"ar\"},\"inLanguage\":\"ar\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824288507\",\"position\":5,\"url\":\"https:\\\/\\\/flypix.ai\\\/building-damage-assessment\\\/#faq-question-1739824288507\",\"name\":\"5. 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Deep learning algorithms help classify damage severity automatically.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824271267","position":3,"url":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824271267","name":"3. \u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Deep neural networks such as U - Net, Mask R - CNN, and BDANet, machine learning, image processing, and structural health monitoring using seismic sensors are commonly used.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824279814","position":4,"url":"https:\/\/flypix.ai\/building-damage-assessment\/#faq-question-1739824279814","name":"4. \u0647\u0644 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0641\u0633 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0646\u0627\u062c\u0645\u0629 \u0639\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u062d\u0631\u0648\u0628\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes, but with adjustments. 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