{"id":14035,"date":"2024-01-03T22:04:29","date_gmt":"2024-01-03T18:34:29","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%86%d8%aa%d8%a7%d8%ac-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-yolov5-%d9%88-pytorch\/"},"modified":"2024-01-03T22:04:29","modified_gmt":"2024-01-03T18:34:29","slug":"%d8%a7%d8%b3%d8%aa%d9%86%d8%aa%d8%a7%d8%ac-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-yolov5-%d9%88-pytorch","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%86%d8%aa%d8%a7%d8%ac-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-yolov5-%d9%88-pytorch\/","title":{"rendered":"\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 YOLOv5 \u0648 PyTorch"},"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%a7%d8%b3%d8%aa%d9%86%d8%aa%d8%a7%d8%ac-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-yolov5-%d9%88-pytorch\/#%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\" 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href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%86%d8%aa%d8%a7%d8%ac-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-yolov5-%d9%88-pytorch\/#%d8%b0%d8%ae%db%8c%d8%b1%d9%87_%d9%86%d8%aa%d8%a7%db%8c%d8%ac_%d8%a8%d9%87_%d8%b9%d9%86%d9%88%d8%a7%d9%86_%d9%81%d8%a7%db%8c%d9%84\" >\u0630\u062e\u06cc\u0631\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u06cc\u0644<\/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%a7%d8%b3%d8%aa%d9%86%d8%aa%d8%a7%d8%ac-%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-yolov5-%d9%88-pytorch\/#%d8%a8%d8%b1%d8%b4_%d8%a7%d8%b4%db%8c%d8%a7%d8%a1\" >\u0628\u0631\u0634 \u0627\u0634\u06cc\u0627\u0621<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link 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\u0645\u0632\u0627\u06cc\u0627\u06cc \u062d\u0636\u0648\u0631 \u062f\u0631 \u06cc\u06a9 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0646\u06a9\u0631\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0641\u06cc\u062f \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f. \u0631\u0648\u06cc \u0634\u06cc\u0648\u0647 \u0647\u0627\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062e\u0648\u0628 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647.  \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc &#8211; \u0628\u06cc\u0634\u062a\u0631 \u0645\u0631\u062f\u0645 \u0628\u0627\u06cc\u062f \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f \u0631\u0648\u06cc \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0645\u06cc\u062f\u0627\u0646 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062f\u0631 \u062f\u0633\u062a \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<p>\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u062f\u0647 \u0647\u0627 &#8211; Ultralytics \u06cc\u06a9 API \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0627\u062f\u0647\u060c \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0632\u06cc\u0628\u0627 \u0631\u0627 \u067e\u06cc\u0631\u0627\u0645\u0648\u0646 \u0627\u062c\u0631\u0627\u06cc YOLOv5 \u062e\u0648\u062f \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 YOLOv5 \u06a9\u0647 \u062a\u0648\u0633\u0637 Ultralytics \u062f\u0631 PyTorch \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0648\u0632\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u0631\u0648\u06cc \u0627\u0645 \u0627\u0633 \u06a9\u0648\u06a9\u0648.<\/p>\n<\/blockquote>\n<h2 id=\"yolov5\"><span class=\"ez-toc-section\" id=\"yolov5\"><\/span>YOLOv5<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> \u0627\u0648\u0644\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af YOLO \u062f\u0631 PyTorch \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u0647\u0631 \u0632\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062f\u0644\u06cc\u0644 \u0627\u0635\u0644\u06cc \u06a9\u0647 YOLOv5 \u0686\u0646\u06cc\u0646 \u062c\u0627\u06cc\u06af\u0627\u0647\u06cc \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a API \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0631\u0627\u0645\u0648\u0646 \u0622\u0646 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0639\u0645\u0644\u0627\u064b \u0647\u0645\u0647 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f export \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627\u06cc \u0634\u06af\u0641\u062a\u200c\u0627\u0646\u06af\u06cc\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06a9\u0644 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0647\u0645 \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0647\u0645 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u062f\u0631 \u0648\u0627\u0642\u0639\u060c \u0627\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0632\u06cc\u0628\u0627\u06cc\u06cc \u0627\u062c\u0631\u0627\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a\u060c \u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0632\u0646\u062f\u06af\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0642\u062f\u0631\u062a \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0648\u0632\u0646\u0647 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc MS COCO\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u0631\u0648\u06cc \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u062d\u06a9 \u0632\u062f\u0646 \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0639\u0645\u0648\u0645\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f &#8211; \u0627\u0645\u0627 \u0645\u0647\u0645\u062a\u0631 \u0627\u0632 \u0647\u0645\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u0639\u0645\u0648\u0645\u06cc \u0627\u0632 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<h3 id=\"objectdetectionwithyolov5\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7_%d8%a8%d8%a7_yolov5\"><\/span>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 YOLOv5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u062d\u0631\u06a9\u062a \u0628\u0647 \u062c\u0644\u0648\u060c \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u06cc\u062f <code>torch<\/code> \u0648 <code>torchvision<\/code> \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">! python -m pip install torch torchvision\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c YOLOv5 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062f\u0642\u06cc\u0642 \u0648 \u0628\u06cc \u0645\u0639\u0646\u06cc \u0648 \u06cc\u06a9 API \u0632\u06cc\u0628\u0627 \u0648 \u0633\u0627\u062f\u0647 \u062f\u0627\u0631\u062f. \u0631\u0648\u06cc \u062e\u0648\u062f \u0645\u062e\u0632\u0646 \u0648 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> torch\n\nmodel = torch.hub.load(<span class=\"hljs-string\">'ultralytics\/yolov5'<\/span>, <span class=\"hljs-string\">'yolov5s'<\/span>)\nimg = <span class=\"hljs-string\">'https:\/\/i.ytimg.com\/vi\/q71MCWAEfL8\/maxresdefault.jpg'<\/span>  \nresults = model(img)\nfig, ax = plt.subplots(figsize=(<span class=\"hljs-number\">16<\/span>, <span class=\"hljs-number\">12<\/span>))\nax.imshow(results.render()(<span class=\"hljs-number\">0<\/span>))\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062f\u0648\u0645 \u0627\u0632 <code>hub.load()<\/code> \u0631\u0648\u0634 \u0648\u0632\u0646 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0631 \u062c\u0627\u06cc\u06cc \u0628\u06cc\u0646 <code>yolov5n<\/code> \u0628\u0647 <code>yolov5l6<\/code> &#8211; \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648\u0632\u0646\u0647 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 MS COCO \u0647\u0633\u062a\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc:<\/p>\n<pre><code class=\"hljs\">model = torch.hub.load(<span class=\"hljs-string\">'ultralytics\/yolov5'<\/span>, <span class=\"hljs-string\">'custom'<\/span>, path=<span class=\"hljs-string\">'path_to_weights.pt'<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0647\u0631 \u0635\u0648\u0631\u062a &#8211; \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062f\u0644 \u0639\u0628\u0648\u0631 \u0645\u06cc \u062f\u0647\u06cc\u062f\u060c \u0634\u06cc\u0621 \u0628\u0631\u06af\u0634\u062a\u06cc \u0634\u0627\u0645\u0644 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0641\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc \u0634\u0648\u062f\u060c \u0648 \u0645\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 <code>render()<\/code> \u0622\u0646\u0647\u0627\u060c \u06a9\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 NumPy \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 chuck \u06a9\u0646\u06cc\u0645 <code>imshow()<\/code> \u0632\u0646\u06af \u0632\u062f\u0646.  \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u06cc\u06a9 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u062e\u0648\u0628 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-6.png\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"savingresultsasfiles\"><span class=\"ez-toc-section\" id=\"%d8%b0%d8%ae%db%8c%d8%b1%d9%87_%d9%86%d8%aa%d8%a7%db%8c%d8%ac_%d8%a8%d9%87_%d8%b9%d9%86%d9%88%d8%a7%d9%86_%d9%81%d8%a7%db%8c%d9%84\"><\/span>\u0630\u062e\u06cc\u0631\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u06cc\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>results.save()<\/code> \u0631\u0648\u0634:<\/p>\n<pre><code class=\"hljs\">results.save(save_dir=<span class=\"hljs-string\">'results'<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0645\u0627\u0646 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0631\u0633\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2 id=\"croppingoutobjects\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%b1%d8%b4_%d8%a7%d8%b4%db%8c%d8%a7%d8%a1\"><\/span>\u0628\u0631\u0634 \u0627\u0634\u06cc\u0627\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0634 \u062f\u0647\u06cc\u062f.  \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u0628\u0631\u0686\u0633\u0628 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647\u060c \u062a\u0639\u062f\u0627\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f.  \u0627\u06cc\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>results.crop()<\/code> \u0631\u0648\u0634\u060c \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 <code>runs\/detect\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc\u060c \u0628\u0627 <code>expN\/crops<\/code> (\u06a9\u0647 \u062f\u0631 \u0622\u0646 N \u0628\u0631\u0627\u06cc \u0647\u0631 \u0627\u062c\u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f)\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0631\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0628\u0631\u0686\u0633\u0628 \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">results.crop()\n<\/code><\/pre>\n<pre><code class=\"hljs\">Saved 1 image to runs\/detect\/exp2\nSaved results to runs\/detect\/exp2\n\n({'box': (tensor(295.09409),\n   tensor(277.03699),\n   tensor(514.16113),\n   tensor(494.83691)),\n  'conf': tensor(0.25112),\n  'cls': tensor(0.),\n  'label': 'person 0.25',\n  'im': array((((167, 186, 165),\n          (174, 184, 167),\n          (173, 184, 164),\n<\/code><\/pre>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u0641\u0627\u06cc\u0644 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632:<\/p>\n<pre><code class=\"hljs\">! ls runs\/detect\/exp2\/crops\n\n\n! ls runs\/detect\/exp2\/crops\n\n<\/code><\/pre>\n<h2 id=\"objectcounting\"><span class=\"ez-toc-section\" id=\"%d8%b4%d9%85%d8%a7%d8%b1%d8%b4_%d8%a7%d8%b4%db%8c%d8%a7\"><\/span>\u0634\u0645\u0627\u0631\u0634 \u0627\u0634\u06cc\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647\u200c\u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u06cc\u0627 print \u0631\u0627 <code>results<\/code> \u0634\u06cc &#8211; \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 <code>results<\/code> \u0634\u06cc (YOLOv5 \u0628\u0627 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u06cc\u0632 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f)\u060c \u0648\u0636\u0648\u062d \u0622\u0646 \u0648 \u062a\u0639\u062f\u0627\u062f \u0647\u0631 \u0628\u0631\u0686\u0633\u0628 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-built_in\">print<\/span>(results)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u062f\u0631:<\/p>\n<pre><code class=\"hljs\">image 1\/1: 720x1280 14 persons, 1 car, 3 buss, 6 traffic lights, 1 backpack, 1 umbrella, 1 handbag\nSpeed: 35.0ms pre-process, 256.2ms inference, 0.7ms NMS per image at shape (1, 3, 384, 640)\n<\/code><\/pre>\n<h3 id=\"inferencewithscripts\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b3%d8%aa%d9%86%d8%a8%d8%a7%d8%b7_%d8%a8%d8%a7_%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa\"><\/span>\u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0628\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c <code>detect.py<\/code>\u060c \u0628\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u062e\u0632\u0646 YOLOv5:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> git <span class=\"hljs-built_in\">clone<\/span> https:\/\/github.com\/ultralytics\/yolov5<\/span> \n<span class=\"hljs-meta\">$<\/span><span class=\"bash\"> <span class=\"hljs-built_in\">cd<\/span> yolov5<\/span>\n<span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install -r requirements.txt<\/span>\n<\/code><\/pre>\n<p>\u0648 \u0633\u067e\u0633 \u062f\u0648\u06cc\u062f\u0646:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> python detect.py --<span class=\"hljs-built_in\">source<\/span> img.jpg<\/span>\n<\/code><\/pre>\n<p>\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 URL\u060c \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc\u060c \u0645\u0633\u06cc\u0631\u06cc \u0628\u0647 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0628\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0641\u0627\u06cc\u0644\u060c \u06cc\u06a9 \u06af\u0644\u0648\u0628 \u062f\u0631 \u0645\u0633\u06cc\u0631\u06cc \u06a9\u0647 \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f\u060c \u06cc\u06a9 \u067e\u06cc\u0648\u0646\u062f YouTube \u06cc\u0627 \u0647\u0631 \u062c\u0631\u06cc\u0627\u0646 HTTP \u062f\u06cc\u06af\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f.  \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f <code>runs\/detect<\/code> \u0641\u0647\u0631\u0633\u062a \u0631\u0627\u0647\u0646\u0645\u0627.<\/p>\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\u06cc \u06a9\u0648\u062a\u0627\u0647\u060c \u0646\u06af\u0627\u0647\u06cc \u0627\u0646\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 YOLOv5 \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/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                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-03 22:04:05<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;14035&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 YOLOv5 \u0648 PyTorch&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 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