{"id":13928,"date":"2022-04-09T01:25:00","date_gmt":"2022-04-08T19:55:00","guid":{"rendered":"https:\/\/www.datalabelify.com\/en\/?p=13928"},"modified":"2023-10-28T22:56:12","modified_gmt":"2023-10-28T17:26:12","slug":"yolo-algorithm-for-object-detection","status":"publish","type":"post","link":"https:\/\/www.datalabelify.com\/ar\/\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629-yolo-\u0644\u0644\u0643\u0634\u0641-\u0639\u0646-\u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\/","title":{"rendered":"\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0645\u0648\u0636 \u0639\u0646 YOLO: \u0641\u0647\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u0623\u0645\u062b\u0644\u0629"},"content":{"rendered":"<p>\u062a\u062a\u0639\u0645\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 YOLO 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\u0627\u0644\u0648\u0639\u062f \u0628\u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644 \u0648\u0645\u064a\u0632\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u062a\u0645 \u0625\u0639\u062f\u0627\u062f YOLO v8 \u0644\u062a\u0631\u0633\u064a\u062e \u0645\u0643\u0627\u0646\u062a\u0647\u0627 \u0643\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0631\u0627\u0626\u062f\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p>\n<p><h2>YOLO V2: \u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0648\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629<\/h2><\/p>\n<p>\u0623\u062d\u062f\u062b YOLO V2 \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0635\u0646\u0627\u062f\u064a\u0642 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\u0623\u0641\u0636\u0644.<\/li>\n<li>\u062a\u0634\u062c\u0639 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0630\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0646\u0633\u0628 \u0627\u0644\u0639\u0631\u0636 \u0625\u0644\u0649 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n<p><h2>YOLO V3: \u0628\u0646\u064a\u0629 CNN \u0648\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0647\u0631\u0645 \u0627\u0644\u0645\u0645\u064a\u0632\u0629<\/h2><\/p>\n<p>\u0642\u062f\u0645\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 YOLO V3 \u0628\u0646\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN) \u0648\u062a\u062a\u0645\u064a\u0632 \u0628\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a. \u0644\u0642\u062f \u0648\u062c\u062f YOLO V3 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0641\u064a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0646\u0638\u0631\u064b\u0627 \u0644\u0643\u0641\u0627\u0621\u062a\u0647 \u0648\u062f\u0642\u062a\u0647. \u0625\u0646\u0647 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a 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\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u062a\u0642\u064a\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u061f<\/h3><\/p>\n<p>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0642\u0627\u0637\u0639 \u0639\u0644\u0649 \u0627\u0644\u0627\u062a\u062d\u0627\u062f (IoU) \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u062a\u0642\u064a\u064a\u0645 \u062f\u0642\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a. \u0625\u0646\u0647 \u064a\u0642\u064a\u0633 \u0627\u0644\u062a\u062f\u0627\u062e\u0644 \u0628\u064a\u0646 \u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u064a\u0637 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0648\u0627\u0644\u0645\u0631\u0628\u0639 \u0627\u0644\u0645\u062d\u064a\u0637 \u0628\u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0631\u0636\u064a\u0629 \u0644\u0643\u0627\u0626\u0646 \u0645\u0627. \u064a\u0634\u064a\u0631 \u0627\u0631\u062a\u0641\u0627\u0639 IoU \u0625\u0644\u0649 \u062f\u0642\u0629 \u062a\u0648\u0637\u064a\u0646 \u0623\u0641\u0636\u0644.<\/p>\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0642\u064a\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0641\u0625\u0646 \u0645\u0642\u064a\u0627\u0633 IoU \u0644\u0647 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062a\u0628\u0639\u0647\u0627.<\/p>\n<p>\u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0642\u0645\u0639 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649 \u0648\u062a\u062d\u0633\u064a\u0646 \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u064a\u0627\u0633 IoU.<\/p>\n<p><h3>\u0645\u0627 \u0647\u064a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u062f\u062e\u0627\u0644\u0647\u0627 \u0641\u064a \u0643\u0644 \u0625\u0635\u062f\u0627\u0631 \u0645\u0646 \u0625\u0635\u062f\u0627\u0631\u0627\u062a YOLO (V2\u060c V3\u060c V4\u060c V5\u060c V6\u060c V7)\u061f<\/h3><\/p>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u062f\u062e\u0627\u0644\u0647\u0627 \u0641\u064a \u0643\u0644 \u0625\u0635\u062f\u0627\u0631 \u0645\u0646 YOLO (\u0627\u0644\u0625\u0635\u062f\u0627\u0631 2\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 3\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 4\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 5\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 6\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631 7) \u0645\u0647\u0645\u0629.<\/p>\n<p>\u062a\u0645 \u062f\u0645\u062c \u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0641\u064a YOLO v2 \u0648\u0648\u0638\u064a\u0641\u0629 \u062e\u0633\u0627\u0631\u0629 \u062c\u062f\u064a\u062f\u0629.<\/p>\n<p>\u0642\u062f\u0645 YOLO v3 \u0628\u0646\u064a\u0629 CNN \u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0635\u0646\u0627\u062f\u064a\u0642 \u0631\u0628\u0637 \u0628\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0646\u0633\u0628 \u0639\u0631\u0636 \u0625\u0644\u0649 \u0627\u0631\u062a\u0641\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0634\u0628\u0643\u0627\u062a \u0647\u0631\u0645\u064a\u0629 \u0645\u0645\u064a\u0632\u0629 (FPN).<\/p>\n<p>\u0642\u062f\u0645 YOLO v4 \u0628\u0646\u064a\u0629 CNN \u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0623\u0646\u0634\u0623 \u0635\u0646\u0627\u062f\u064a\u0642 \u0631\u0628\u0637 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0648\u0633\u0627\u0626\u0644 k\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0641\u0642\u062f\u0627\u0646 GHM.<\/p>\n<p>\u0627\u0633\u062a\u062e\u062f\u0645 YOLO v5 \u0628\u0646\u064a\u0629 EfficientDet \u0648\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0647\u0631\u0645\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a (SPP).<\/p>\n<p>\u0627\u0633\u062a\u062e\u062f\u0645 YOLO v6 \u0628\u0646\u064a\u0629 EfficientNet-L2 \u0648\u0642\u062f\u0645 \u0635\u0646\u0627\u062f\u064a\u0642 \u062a\u062b\u0628\u064a\u062a \u0643\u062b\u064a\u0641\u0629.<\/p>\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u062d\u062f\u062b \u0645\u0646 YOLO v7 \u062a\u0633\u0639\u0629 \u0635\u0646\u0627\u062f\u064a\u0642 \u062a\u062b\u0628\u064a\u062a \u0648\u0641\u0642\u062f\u0627\u0646 \u0628\u0624\u0631\u064a \u0648\u062f\u0642\u0629 \u0623\u0639\u0644\u0649 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629.<\/p>\n<p>\u062d\u0642\u0642\u062a \u0647\u0630\u0647 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0645\u0646 YOLO \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<p>\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0628\u0644\u0642\u0637\u0629 \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 \u0637\u0644\u0642\u062a\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642.<\/p>\n<p><h3>\u0647\u0644 \u0647\u0646\u0627\u0643 \u0623\u064a \u0645\u064a\u0632\u0627\u062a \u0623\u0648 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0642\u0627\u062f\u0645\u0629 \u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0627\u0644\u064a \u0645\u0646 YOLO (V8)\u061f<\/h3><\/p>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0648\u0642\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0627\u0644\u064a \u0645\u0646 YOLO\u060c \u0648\u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062f YOLO v8.<\/p>\n<p>\u0643\u0625\u0635\u062f\u0627\u0631 \u0645\u062a\u0648\u0642\u0639 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u064a\u0639\u062f YOLO v8 \u0628\u062a\u0642\u062f\u064a\u0645 \u0645\u064a\u0632\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<p>\u0628\u0641\u0636\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u062f\u0639\u0645 \u0625\u0635\u062f\u0627\u0631\u0627\u062a YOLO \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0633\u0646\u0629 \u0648\u0645\u0631\u0648\u0646\u0629 \u0623\u0643\u0628\u0631 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645.<\/p>\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0642\u062f \u064a\u0642\u062f\u0645 YOLO v8 \u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u062a\u0648\u0633\u064a\u0639 \u062d\u062f\u0648\u062f \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/p>\n<p><h2>\u062e\u0627\u062a\u0645\u0629<\/h2><\/p>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u062a\u0637\u0648\u0631\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 YOLO \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0639\u0644\u0649 \u0645\u0631 \u0627\u0644\u0633\u0646\u064a\u0646\u060c \u062d\u064a\u062b \u0623\u062f\u062e\u0644\u062a \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0645\u062b\u0644 \u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u062a\u062b\u0628\u064a\u062a\u060c \u0648\u0628\u0646\u064a\u0627\u062a CNN \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0645\u0645\u064a\u0632\u0629\u060c \u0648\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629.<\/p>\n<p>\u0623\u062a\u0627\u062d\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0644\u0634\u0631\u0643\u0629 YOLO \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<p>\u0648\u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0625\u0635\u062f\u0627\u0631 YOLO v7\u060c \u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0627\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0642\u064a\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0648\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a.<\/p>","protected":false},"excerpt":{"rendered":"<p>This article delves into the YOLO &#40;You Only Look Once&#41; algorithm&#44; a highly efficient object detection method widely used in fields such as surveillance&#44; self-driving cars&#44; and robotics. By utilizing a fully convolutional neural network&#44; YOLO enables real-time object detection&#44; making it suitable for resource-constrained environments. The article explores the evolution of YOLO through various [&hellip;]<\/p>","protected":false},"author":4,"featured_media":14312,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-13928","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"blocksy_meta":[],"featured_image_urls":{"full":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo.jpg",2240,1260,false],"thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-150x150.jpg",150,150,true],"medium":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-300x169.jpg",300,169,true],"medium_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-768x432.jpg",768,432,true],"large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-2048x1152.jpg",2048,1152,true],"trp-custom-language-flag":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-18x10.jpg",18,10,true],"ultp_layout_landscape_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-1200x800.jpg",1200,800,true],"ultp_layout_landscape":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-870x570.jpg",870,570,true],"ultp_layout_portrait":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-600x900.jpg",600,900,true],"ultp_layout_square":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-600x600.jpg",600,600,true],"yarpp-thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2022\/04\/yolo-120x120.jpg",120,120,true]},"post_excerpt_stackable":"<p>This article delves into the YOLO &#40;You Only Look Once&#41; algorithm&#44; a highly efficient object detection method widely used in fields such as surveillance&#44; self-driving cars&#44; and robotics. By utilizing a fully convolutional neural network&#44; YOLO enables real-time object detection&#44; making it suitable for resource-constrained environments. The article explores the evolution of YOLO through various versions&#44; highlighting improvements such as anchor boxes&#44; different CNN architectures&#44; and dynamic anchor boxes. It also discusses key evaluation metrics to measure object detection model performance. For those seeking a thorough understanding of YOLO&#39;s advancements&#44; this article provides valuable insights and examples. Key Takeaways YOLO&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/www.datalabelify.com\/ar\/category\/artificial-intelligence\/\" rel=\"category tag\">Artificial intelligence<\/a>","author_info":{"name":"Drew Banks","url":"https:\/\/www.datalabelify.com\/ar\/author\/drewbanks\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13928","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/comments?post=13928"}],"version-history":[{"count":1,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13928\/revisions"}],"predecessor-version":[{"id":14141,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13928\/revisions\/14141"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/media\/14312"}],"wp:attachment":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/media?parent=13928"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/categories?post=13928"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/tags?post=13928"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}