{"id":13789,"date":"2024-01-03T03:43:17","date_gmt":"2024-01-03T00:13:17","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/"},"modified":"2024-01-03T03:43:17","modified_gmt":"2024-01-03T00:13:17","slug":"%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/","title":{"rendered":"\u062a\u062e\u0645\u06cc\u0646 \u0698\u0633\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0627\u0632 \u0648\u06cc\u062f\u06cc\u0648 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 YOLOv7"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/#yolo_%d9%88_%d8%aa%d8%ae%d9%85%db%8c%d9%86_%d9%be%d9%88%d8%b3\" >YOLO \u0648 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/#%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d9%86%d8%b5%d8%a8_yolov7\" >\u062f\u0631 \u062d\u0627\u0644 \u0646\u0635\u0628 YOLOv7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/#%d8%a8%d8%b1%d8%a2%d9%88%d8%b1%d8%af_%da%98%d8%b3%d8%aa_%d8%af%d8%b1_%d8%b2%d9%85%d8%a7%d9%86_%d9%88%d8%a7%d9%82%d8%b9%db%8c_%d8%a8%d8%a7_yolov7\" >\u0628\u0631\u0622\u0648\u0631\u062f \u0698\u0633\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 YOLOv7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%ae%d9%85%db%8c%d9%86-%da%98%d8%b3%d8%aa-%d8%af%d8%b1-%d8%b2%d9%85%d8%a7%d9%86-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d8%a7%d8%b2-%d9%88%db%8c%d8%af%db%8c%d9%88-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0645\u06cc\u062f\u0627\u0646 \u0628\u0632\u0631\u06af\u06cc \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a \u0648 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc 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\u062a\u062e\u0645\u06cc\u0646 \u0698\u0633\u062a \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<\/blockquote>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u0645\u0627 \u0628\u0627 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0627\u0632 \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0627\u0644\u0645\u067e\u06cc\u06a9 \u0632\u0645\u0633\u062a\u0627\u0646\u06cc 2018 \u06a9\u0647 \u062f\u0631 \u067e\u06cc\u0648\u0646\u06af \u0686\u0627\u0646\u06af \u06a9\u0631\u0647 \u062c\u0646\u0648\u0628\u06cc \u0628\u0631\u06af\u0632\u0627\u0631 \u0634\u062f \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/real-time-pose-estimation-from-video-in-python-with-yolov7.gif\" alt=\"\" title=\"\"><\/p>\n<p>\u0622\u0644\u062c\u0648\u0646\u0627 \u0633\u0627\u0648\u0686\u0646\u06a9\u0648 \u0648 \u0628\u0631\u0648\u0646\u0648 \u0645\u0627\u0633\u0648\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u06af\u0641\u062a\u200c\u0627\u0646\u06af\u06cc\u0632\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0628\u062f\u0646 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062f\u0648\u0631\u0628\u06cc\u0646\u060c \u062d\u0631\u06a9\u062a \u0633\u0631\u06cc\u0639 \u0633\u06cc\u0627\u0644 \u0648 \u0686\u0631\u062e\u0634 \u062f\u0631 \u0647\u0648\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0646\u062f.  \u0627\u06cc\u0646 \u06cc\u06a9 \u0641\u0631\u0635\u062a \u0634\u06af\u0641\u062a\u200c\u0627\u0646\u06af\u06cc\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0686\u06af\u0648\u0646\u0647 \u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0634\u0648\u0627\u0631 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f!<\/p>\n<h2 id=\"yoloandposeestimation\"><span class=\"ez-toc-section\" id=\"yolo_%d9%88_%d8%aa%d8%ae%d9%85%db%8c%d9%86_%d9%be%d9%88%d8%b3\"><\/span>YOLO \u0648 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><em>\u06cc\u0648\u0644\u0648 (\u0634\u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f)<\/em> \u06cc\u06a9 \u0645\u062a\u062f\u0648\u0644\u0648\u0698\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a.  \u0627\u0632 \u0632\u0645\u0627\u0646 \u0622\u063a\u0627\u0632 \u0628\u0647 \u06a9\u0627\u0631 \u062f\u0631 \u0633\u0627\u0644 2015\u060c YOLOv1\u060c YOLOv2 (YOLO9000) \u0648 YOLOv3 \u062a\u0648\u0633\u0637 \u0647\u0645\u0627\u0646 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647(\u0647\u0627) \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f\u0647 \u0627\u0646\u062f &#8211; \u0648 \u062c\u0627\u0645\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u0633\u0627\u0644 \u0647\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631 \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u062f.<\/p>\n<p><a target=\"_blank\" rel=\"nofollow noopener noreferrer\" href=\"https:\/\/github.com\/ultralytics\/yolov5\">Ultralytics&#8217; YOLOv5<\/a> \u06cc\u06a9 \u0645\u062e\u0632\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631\u062c\u0647 \u0635\u0646\u0639\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0628\u0627\u0644\u0627\u06cc \u0631\u0648\u0634 YOLO  \u0628\u0631\u062e\u0644\u0627\u0641 C++ \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc YOLO\u060c \u062f\u0631 PyTorch \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u0648 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 API \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0627\u0633\u062a\u0646\u0628\u0627\u0637\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u06cc\u06a9 \u0639\u0646\u0635\u0631 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0644\u0627\u0634\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0631\u0648\u0634 YOLO \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u0628\u0627\u0644\u0627\u06cc \u0622\u0646<\/p>\n<p>\u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a <a rel=\"nofollow noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2105.04206\"><em>YOLOR (\u0634\u0645\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f)<\/em><\/a>  \u0648 YOLOv7 \u06a9\u0647 \u0633\u0627\u062e\u062a \u0631\u0648\u06cc top of YOLOR (\u0647\u0645\u0627\u0646 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647) \u0646\u06cc\u0632 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f!<\/p>\n<p>YOLOv7 \u0641\u0642\u0637 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0646\u06cc\u0633\u062a &#8211; \u0633\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc (\u0627\u0633\u06a9\u0644\u062a \u0647\u0627) \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u062f\u0627\u062f\u0647 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062c\u0639\u0628\u0647 \u0645\u0631\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc YOLO \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0646\u0628\u0648\u062f.  \u0627\u06cc\u0646 \u062a\u0639\u062c\u0628 \u0622\u0648\u0631 \u0646\u06cc\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc \u0639\u0645\u0648\u0645\u06cc \u0645\u0634\u062a\u0631\u06a9\u060c \u0628\u0627 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0633\u062a\u0647 \u0628\u0647 \u0642\u0628\u0644\u060c \u0645\u062c\u062f\u062f\u0627\u064b \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0646\u062f. \u0631\u0648\u06cc \u0648\u0638\u06cc\u0641\u0647<\/p>\n<p>\u0627\u06af\u0631\u0686\u0647 \u062c\u0627\u06cc \u062a\u0639\u062c\u0628 \u0646\u06cc\u0633\u062a &#8211; \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u062c\u062f\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 YOLO \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06a9\u0647 \u0627\u0632 \u0686\u0646\u062f \u0633\u0627\u0644 \u067e\u06cc\u0634 \u0627\u0632 \u0646\u0638\u0631 \u062f\u0642\u062a \u0648 \u0633\u0631\u0639\u062a \u0639\u0645\u0644\u0627\u064b \u0627\u0632 \u0647\u0645\u0647 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u062f\u0648 \u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0642\u0637\u0639\u0647\u200c\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0627\u0632 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u062f\u0648 \u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc\u060c \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/p>\n<\/blockquote>\n<p>\u062e\u0648\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u00abbag-of-freebies\u00bb \u0645\u06cc\u200c\u06af\u0648\u06cc\u0646\u062f \u06a9\u0647 \u062f\u0642\u062a \u0631\u0627 \u0628\u062f\u0648\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h2 id=\"installingyolov7\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d9%86%d8%b5%d8%a8_yolov7\"><\/span>\u062f\u0631 \u062d\u0627\u0644 \u0646\u0635\u0628 YOLOv7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u062e\u0632\u0646 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u06a9\u062f \u0645\u0646\u0628\u0639 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">! git clone https:\/\/github.com\/WongKinYiu\/yolov7.git\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0633\u0645\u062a <code>yolov7<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u067e\u0631\u0648\u0698\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0622\u0646 \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">%<\/span><span class=\"bash\"><span class=\"hljs-built_in\">cd<\/span> yolov7<\/span>\n!ls\n<\/code><\/pre>\n<pre><code class=\"hljs\">\/content\/yolov7\ncfg\t   figure      output.mp4\t test.py       \ndata\t   hubconf.py  paper\t\t tools\ndeploy\t   inference   README.md\t train_aux.py\ndetect.py  LICENSE.md  requirements.txt  train.py\nexport.py  models      scripts\t\t utils\n<\/code><\/pre>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0635\u062f\u0627 \u0632\u062f\u0646 <code>!cd dirname<\/code> \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062f\u0631 \u0622\u0646 \u0633\u0644\u0648\u0644 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u0635\u062f\u0627 \u0632\u062f\u0646 <code>%cd dirname<\/code> \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u062f\u0631 \u0645\u06cc\u0627\u0646 \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0646\u06cc\u0632 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0622\u0646\u062c\u0627 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c YOLO \u06cc\u06a9 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632 \u0634\u06cc \u0627\u0633\u062a \u0648 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u0628\u0627 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u0627\u0631\u0633\u0627\u0644 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f.  \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0648\u0632\u0646\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0645\u062f\u0644 \u0628\u062a\u0646 \u0631\u0627 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645.  \u0648\u0632\u0646\u0647 \u0647\u0627 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0645\u0627\u0646 \u0645\u062e\u0632\u0646 GitHub\u060c \u0648 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 CLI \u0646\u06cc\u0632 \u0642\u0627\u0628\u0644 \u062f\u0627\u0646\u0644\u0648\u062f \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">! curl -L https:\/\/github.com\/WongKinYiu\/yolov7\/releases\/download\/v0.1\/yolov7-w6-pose.pt -o yolov7-w6-pose.pt\n<span class=\"hljs-meta\">\n %<\/span><span class=\"bash\"> Total    % Received % Xferd  Average Speed   Time    Time     Time  Current<\/span>\n                                 Dload  Upload   Total   Spent    Left  Speed\n  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\n100  153M  100  153M    0     0  23.4M      0  0:00:06  0:00:06 --:--:-- 32.3M\n<\/code><\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0631\u0648\u0634 \u0647\u0627\u06cc \u06a9\u0645\u06a9\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> torch\n<span class=\"hljs-keyword\">from<\/span> torchvision <span class=\"hljs-keyword\">import<\/span> transforms\n\n<span class=\"hljs-keyword\">from<\/span> utils.datasets <span class=\"hljs-keyword\">import<\/span> letterbox\n<span class=\"hljs-keyword\">from<\/span> utils.general <span class=\"hljs-keyword\">import<\/span> non_max_suppression_kpt\n<span class=\"hljs-keyword\">from<\/span> utils.plots <span class=\"hljs-keyword\">import<\/span> output_to_keypoint, plot_skeleton_kpts\n\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> cv2\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc!  \u0628\u06af\u06cc\u0631\u06cc\u0645 \u0631\u0648\u06cc \u0628\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0648 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0632 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0628\u0627 YOLOv7 \u0648 OpenCV \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"realtimeposeestimationwithyolov7\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%d8%a2%d9%88%d8%b1%d8%af_%da%98%d8%b3%d8%aa_%d8%af%d8%b1_%d8%b2%d9%85%d8%a7%d9%86_%d9%88%d8%a7%d9%82%d8%b9%db%8c_%d8%a8%d8%a7_yolov7\"><\/span>\u0628\u0631\u0622\u0648\u0631\u062f \u0698\u0633\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 YOLOv7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0627\u0632 \u0648\u0632\u0646 \u0647\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0686\u0647 \u062f\u0633\u062a\u06af\u0627\u0647\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u062f\u0627\u0631\u06cc\u0645 (CPU \u06cc\u0627 GPU):<\/p>\n<pre><code class=\"hljs\">device = torch.device(<span class=\"hljs-string\">\"cuda:0\"<\/span> <span class=\"hljs-keyword\">if<\/span> torch.cuda.is_available() <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-string\">\"cpu\"<\/span>)\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">load_model<\/span>():<\/span>\n    model = torch.load(<span class=\"hljs-string\">'yolov7-w6-pose.pt'<\/span>, map_location=device)(<span class=\"hljs-string\">'model'<\/span>)\n    \n    model.<span class=\"hljs-built_in\">float<\/span>().<span class=\"hljs-built_in\">eval<\/span>()\n\n    <span class=\"hljs-keyword\">if<\/span> torch.cuda.is_available():\n        \n        \n        model.half().to(device)\n    <span class=\"hljs-keyword\">return<\/span> model\n\nmodel = load_model()\n<\/code><\/pre>\n<p>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0631\u0648\u06cc \u0686\u0647 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0686\u0647 \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u0646\u06cc\u0645 \u062f\u0642\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc (\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>float16<\/code> \u0628\u062c\u0627\u06cc <code>float32<\/code> \u062f\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a)\u060c \u06a9\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u06cc\u06a9 GPU \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af\u060c \u0632\u06cc\u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c\u0647\u0627 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0642\u062f\u0631\u062a \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0646\u062f\u0627\u0631\u0646\u062f \u0645\u06af\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0628\u0627\u0634\u0646\u062f \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645.  \u0645\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc NumPy \u0645\u06cc\u200c\u067e\u0630\u06cc\u0631\u06cc\u0645 (\u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0639\u062f\u0627\u064b \u0647\u0646\u06af\u0627\u0645 \u062e\u0648\u0627\u0646\u062f\u0646 \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f).  \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>letterbox()<\/code> \u062a\u0627\u0628\u0639 &#8211; \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u06a9\u0646\u062f.  \u0646\u06cc\u0627\u0632\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 (\u0631\u0632\u0648\u0644\u0648\u0634\u0646) \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0628\u0627\u0634\u062f \u0648 \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f!<\/p>\n<p>\u0633\u067e\u0633\u060c \u062a\u0628\u062f\u06cc\u0644\u200c\u0647\u0627 \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0646\u06cc\u0645\u0647 \u062f\u0642\u062a \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 (\u0627\u06af\u0631 \u06cc\u06a9 GPU \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0627\u0634\u062f)\u060c \u0622\u0646 \u0631\u0627 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0645\u062f\u0644 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">run_inference<\/span>(<span class=\"hljs-params\">image<\/span>):<\/span>\n    \n    image = letterbox(image, <span class=\"hljs-number\">960<\/span>, stride=<span class=\"hljs-number\">64<\/span>, auto=<span class=\"hljs-literal\">True<\/span>)(<span class=\"hljs-number\">0<\/span>) \n    \n    image = transforms.ToTensor()(image) \n    <span class=\"hljs-keyword\">if<\/span> torch.cuda.is_available():\n      image = image.half().to(device)\n    \n    image = image.unsqueeze(<span class=\"hljs-number\">0<\/span>) \n    <span class=\"hljs-keyword\">with<\/span> torch.no_grad():\n      output, _ = model(image)\n    <span class=\"hljs-keyword\">return<\/span> output, image\n<\/code><\/pre>\n<p>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0646\u0633\u0648\u0631 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u06cc\u0645.  \u0627\u06cc\u0646\u200c\u0647\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u00ab\u062a\u062e\u062a\u00bb \u0647\u0633\u062a\u0646\u062f &#8211; \u0622\u0646\u0647\u0627 \u062d\u0627\u0648\u06cc \u0641\u0639\u0627\u0644\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0648 \u0645\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Non-Max Suppression \u00ab\u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645\u00bb \u0648 \u0627\u0633\u06a9\u0644\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0631\u0627 \u0631\u0648\u06cc \u062e\u0648\u062f \u062a\u0635\u0648\u06cc\u0631 \u0631\u0633\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">draw_keypoints<\/span>(<span class=\"hljs-params\">output, image<\/span>):<\/span>\n  output = non_max_suppression_kpt(output, \n                                     <span class=\"hljs-number\">0.25<\/span>, \n                                     <span class=\"hljs-number\">0.65<\/span>, \n                                     nc=model.yaml(<span class=\"hljs-string\">'nc'<\/span>), \n                                     nkpt=model.yaml(<span class=\"hljs-string\">'nkpt'<\/span>), \n                                     kpt_label=<span class=\"hljs-literal\">True<\/span>)\n  <span class=\"hljs-keyword\">with<\/span> torch.no_grad():\n        output = output_to_keypoint(output)\n  nimg = image(<span class=\"hljs-number\">0<\/span>).permute(<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">0<\/span>) * <span class=\"hljs-number\">255<\/span>\n  nimg = nimg.cpu().numpy().astype(np.uint8)\n  nimg = cv2.cvtColor(nimg, cv2.COLOR_RGB2BGR)\n  <span class=\"hljs-keyword\">for<\/span> idx <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(output.shape(<span class=\"hljs-number\">0<\/span>)):\n      plot_skeleton_kpts(nimg, output(idx, <span class=\"hljs-number\">7<\/span>:).T, <span class=\"hljs-number\">3<\/span>)\n\n  <span class=\"hljs-keyword\">return<\/span> nimg\n<\/code><\/pre>\n<p>\u0628\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f\u060c \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0644\u06cc \u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">img = read_img()\noutputs, img = run_inference(img)\nkeypoint_img = draw_keypoints(output, img)\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u062c\u0645\u0647 \u0622\u0646 \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af &#8211; \u0627\u0632 OpenCV \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u06cc\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 process \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645  \u062f\u0631 \u0647\u0631 \u0641\u0631\u06cc\u0645\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062c\u062f\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0648\u06cc\u062f\u06cc\u0648 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645.  \u0627\u06cc\u0646 \u0644\u0632\u0648\u0645\u0627 \u0633\u0631\u0639\u062a \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f process \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0627 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0622\u0646 \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645 &#8211; \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062c\u062f\u06cc\u062f \u0648 \u0646\u0648\u0634\u062a\u0646 \u0631\u0648\u06cc \u0622\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647\u060c \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">pose_estimation_video<\/span>(<span class=\"hljs-params\">filename<\/span>):<\/span>\n    cap = cv2.VideoCapture(filename)\n    \n    fourcc = cv2.VideoWriter_fourcc(*<span class=\"hljs-string\">'MP4V'<\/span>)\n    out = cv2.VideoWriter(<span class=\"hljs-string\">'ice_skating_output.mp4'<\/span>, fourcc, <span class=\"hljs-number\">30.0<\/span>, (<span class=\"hljs-built_in\">int<\/span>(cap.get(<span class=\"hljs-number\">3<\/span>)), <span class=\"hljs-built_in\">int<\/span>(cap.get(<span class=\"hljs-number\">4<\/span>))))\n    <span class=\"hljs-keyword\">while<\/span> cap.isOpened():\n        (ret, frame) = cap.read()\n        <span class=\"hljs-keyword\">if<\/span> ret == <span class=\"hljs-literal\">True<\/span>:\n            frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n            output, frame = run_inference(frame)\n            frame = draw_keypoints(output, frame)\n            frame = cv2.resize(frame, (<span class=\"hljs-built_in\">int<\/span>(cap.get(<span class=\"hljs-number\">3<\/span>)), <span class=\"hljs-built_in\">int<\/span>(cap.get(<span class=\"hljs-number\">4<\/span>))))\n            out.write(frame)\n            cv2.imshow(<span class=\"hljs-string\">'Pose estimation'<\/span>, frame)\n        <span class=\"hljs-keyword\">else<\/span>:\n            <span class=\"hljs-keyword\">break<\/span>\n\n        <span class=\"hljs-keyword\">if<\/span> cv2.waitKey(<span class=\"hljs-number\">10<\/span>) &amp; <span class=\"hljs-number\">0xFF<\/span> == <span class=\"hljs-built_in\">ord<\/span>(<span class=\"hljs-string\">'q'<\/span>):\n            <span class=\"hljs-keyword\">break<\/span>\n\n    cap.release()\n    out.release()\n    cv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 <code>VideoWriter<\/code> \u0686\u0646\u062f\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f &#8211; \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u062e\u0631\u0648\u062c\u06cc\u060c FourCC (\u0686\u0647\u0627\u0631 \u06a9\u062f \u06a9\u062f\u06a9\u060c \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06a9\u062f\u06a9 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648\u06cc\u062f\u06cc\u0648)\u060c \u0646\u0631\u062e \u0641\u0631\u06cc\u0645 \u0648 \u0648\u0636\u0648\u062d \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u062a\u0627\u06cc\u06cc.  \u0628\u0631\u0627\u06cc \u062d\u062f\u0633 \u0632\u062f\u0646 \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u06cc\u062f\u06cc\u0648 &#8211; \u0627\u0632 \u0639\u0631\u0636 \u0648 \u0627\u0631\u062a\u0641\u0627\u0639 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>VideoCapture<\/code> \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u062e\u0648\u062f \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f \u0639\u0631\u0636\u060c \u0627\u0631\u062a\u0641\u0627\u0639\u060c \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062a\u062f \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0647\u0631 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc:<\/p>\n<pre><code class=\"hljs\">pose_estimation_video(<span class=\"hljs-string\">'..\/ice_skating.mp4'<\/span>)\n<\/code><\/pre>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 OpenCV \u0628\u0627\u0632 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.  \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u062f\u0631 \u0622\u0646 \u0645\u06cc \u0646\u0648\u06cc\u0633\u062f <code>yolov7<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc (\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 <code>cd<\/code>\u0648\u0627\u0631\u062f \u0622\u0646 \u0634\u062f\u0645):<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/real-time-pose-estimation-from-video-in-python-with-yolov7.gif\" alt=\"\" title=\"\"><\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0627\u06af\u0631 GPU \u0634\u0645\u0627 \u0645\u0634\u06a9\u0644 \u062f\u0627\u0631\u062f\u060c \u06cc\u0627 \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0645\u062f\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u062a\u0623\u062e\u06cc\u0631 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062c\u0646\u0628\u0647 \u062d\u06cc\u0627\u062a\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u0633\u062a &#8211; \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f. \u0631\u0648\u06cc \u0641\u0631\u06cc\u0645 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631  \u0627\u06cc\u0646 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648\u06cc Full HD 1920&#215;1080 \u0627\u0633\u062a \u0648 \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u062f \u0633\u0631\u06cc\u0639 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f \u0631\u0648\u06cc \u0627\u06a9\u062b\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062e\u0627\u0646\u06af\u06cc\u060c \u0627\u0645\u0627 \u0627\u06af\u0631 \u0628\u0647 \u062e\u0648\u0628\u06cc \u06a9\u0627\u0631 \u0646\u06a9\u0646\u062f \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627\u060c \u062a\u0635\u0648\u06cc\u0631(\u0647\u0627) \u0631\u0627 \u06a9\u0648\u0686\u06a9\u062a\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 YOLO\u060c YOLOv7 \u0648 \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 YOLO \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u0648 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0627\u0646\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645.  \u0633\u067e\u0633 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u0646\u0635\u0628 \u0648 \u06a9\u0627\u0631 \u0628\u0627 YOLOv7 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0648 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0631\u0627\u062d\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u0628\u0627\u0632 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0631\u0627 \u0628\u0627 YOLOv7 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u0648 \u062a\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u0648\u06cc\u062f\u06cc\u0648\u06cc \u062d\u0627\u0635\u0644 \u0631\u0627 \u0628\u0627 \u0648\u0636\u0648\u062d \u06a9\u0627\u0645\u0644 \u0648 30 \u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9 \u0645\u062d\u0644\u06cc \u0634\u0645\u0627<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n    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