{"id":1061,"date":"2025-12-30T16:51:11","date_gmt":"2025-12-30T08:51:11","guid":{"rendered":"https:\/\/www.52runoob.com\/?p=1061"},"modified":"2025-12-30T16:51:11","modified_gmt":"2025-12-30T08:51:11","slug":"yolo%e6%a1%86%e6%9e%b6%e7%ae%80%e8%bf%b0","status":"publish","type":"post","link":"https:\/\/www.52runoob.com\/index.php\/2025\/12\/30\/yolo%e6%a1%86%e6%9e%b6%e7%ae%80%e8%bf%b0\/","title":{"rendered":"yolo\u6846\u67b6\u7b80\u8ff0"},"content":{"rendered":"\n<p>\u597d\u7684\uff0c\u8fd9\u91cc\u7ed9\u4f60\u6574\u7406\u4e00\u4efd<strong>YOLO \u6846\u67b6\u7b80\u8ff0<\/strong>\uff0c\u77ed\u5c0f\u7cbe\u608d\uff0c\u4e00\u770b\u5c31\u61c2\uff0c\u5305\u542b\u6838\u5fc3\u6982\u5ff5\u3001\u6f14\u8fdb\u3001\u7279\u70b9\u548c\u5e94\u7528\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">YOLO \u6846\u67b6\u7b80\u8ff0<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1\ufe0f\u20e3 \u4ec0\u4e48\u662f YOLO<\/h2>\n\n\n\n<p><strong>YOLO\uff08You Only Look Once\uff09<\/strong> \u662f\u4e00\u79cd<strong>\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5<\/strong>\u3002<\/p>\n\n\n\n<p>\u6838\u5fc3\u601d\u60f3\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u628a\u76ee\u6807\u68c0\u6d4b\u95ee\u9898\u770b\u4f5c<strong>\u56de\u5f52\u95ee\u9898<\/strong>\uff0c\u76f4\u63a5\u4ece\u56fe\u50cf\u50cf\u7d20\u5230\u8fb9\u754c\u6846\uff08Bounding Box\uff09\u548c\u7c7b\u522b\u6982\u7387\u7684\u6620\u5c04\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u4e0e\u4f20\u7edf\u76ee\u6807\u68c0\u6d4b\uff08\u5982 R-CNN \u7cfb\u5217\uff09\u4e0d\u540c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f20\u7edf\u65b9\u6cd5<\/strong>\uff1a\u5148\u751f\u6210\u5019\u9009\u533a\u57df\uff08Region Proposal\uff09 \u2192 \u5206\u7c7b \u2192 \u8c03\u6574\u8fb9\u6846<\/li>\n\n\n\n<li><strong>YOLO<\/strong>\uff1a<strong>\u4e00\u6b21\u6027\u5b8c\u6210\u9884\u6d4b<\/strong> \u2192 \u5feb\u901f\u3001\u7aef\u5230\u7aef<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2\ufe0f\u20e3 YOLO \u7684\u53d1\u5c55\u5386\u7a0b<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7248\u672c<\/th><th>\u5173\u952e\u6539\u8fdb<\/th><th>\u7279\u70b9<\/th><\/tr><\/thead><tbody><tr><td><strong>YOLOv1 (2015)<\/strong><\/td><td>\u7aef\u5230\u7aef\u68c0\u6d4b\uff0c\u5355\u7f51\u7edc\u9884\u6d4b<\/td><td>\u5feb\uff0c\u4f46\u5b9a\u4f4d\u7cbe\u5ea6\u4e00\u822c<\/td><\/tr><tr><td><strong>YOLOv2 \/ YOLO9000 (2016)<\/strong><\/td><td>\u66f4\u6df1\u7f51\u7edc + Anchor \u6846<\/td><td>\u7cbe\u5ea6\u63d0\u5347\uff0c\u53ef\u68c0\u6d4b 9000 \u7c7b<\/td><\/tr><tr><td><strong>YOLOv3 (2018)<\/strong><\/td><td>\u591a\u5c3a\u5ea6\u9884\u6d4b + Darknet53<\/td><td>\u5bf9\u5c0f\u76ee\u6807\u53cb\u597d<\/td><\/tr><tr><td><strong>YOLOv4 (2020)<\/strong><\/td><td>CSPDarknet53 + Bag of Tricks<\/td><td>\u9ad8\u901f\u9ad8\u7cbe\u5ea6\uff0c\u6613\u8bad\u7ec3<\/td><\/tr><tr><td><strong>YOLOv5 (2020, Ultralytics)<\/strong><\/td><td>PyTorch \u5b9e\u73b0<\/td><td>\u90e8\u7f72\u7b80\u5355\uff0c\u8f7b\u91cf<\/td><\/tr><tr><td><strong>YOLOv6 \/ YOLOv7 \/ YOLOv8<\/strong><\/td><td>\u63a8\u7406\u4f18\u5316 + \u591a\u5e73\u53f0\u652f\u6301<\/td><td>\u66f4\u5feb\uff0c\u66f4\u9002\u5408\u8fb9\u7f18\u8bbe\u5907<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3\ufe0f\u20e3 YOLO \u7684\u6838\u5fc3\u601d\u60f3<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7f51\u683c\u5212\u5206<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5c06\u56fe\u50cf\u5212\u5206\u6210 S\u00d7S \u7f51\u683c\uff0c\u6bcf\u4e2a\u7f51\u683c\u8d1f\u8d23\u9884\u6d4b\u76ee\u6807<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8fb9\u754c\u6846\u9884\u6d4b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u7f51\u683c\u9884\u6d4b\u591a\u4e2a\u6846\uff08x, y, w, h\uff09 + \u7f6e\u4fe1\u5ea6\uff08Confidence\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7c7b\u522b\u9884\u6d4b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u8fb9\u754c\u6846\u5bf9\u5e94\u7c7b\u522b\u6982\u7387<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u635f\u5931\u51fd\u6570<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u7efc\u5408 <strong>\u4f4d\u7f6e\u8bef\u5dee + \u7f6e\u4fe1\u5ea6\u8bef\u5dee + \u5206\u7c7b\u8bef\u5dee<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4\ufe0f\u20e3 YOLO \u7684\u7279\u70b9<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7279\u70b9<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td><strong>\u901f\u5ea6\u5feb<\/strong><\/td><td>\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u5b8c\u6210\u68c0\u6d4b\uff0c\u9002\u5408\u5b9e\u65f6\u5e94\u7528<\/td><\/tr><tr><td><strong>\u7aef\u5230\u7aef\u8bad\u7ec3<\/strong><\/td><td>\u65e0\u9700\u5019\u9009\u6846\u751f\u6210\uff0c\u8bad\u7ec3\u7b80\u5355<\/td><\/tr><tr><td><strong>\u7cbe\u5ea6\u9002\u4e2d<\/strong><\/td><td>\u5bf9\u5927\u76ee\u6807\u7cbe\u5ea6\u9ad8\uff0c\u4f46\u5c0f\u76ee\u6807\u76f8\u5bf9\u5f31<\/td><\/tr><tr><td><strong>\u901a\u7528\u6027\u5f3a<\/strong><\/td><td>\u53ef\u5e94\u7528\u4e8e\u56fe\u50cf\u68c0\u6d4b\u3001\u89c6\u9891\u76d1\u63a7\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5\ufe0f\u20e3 YOLO \u7684\u5178\u578b\u5e94\u7528<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b89\u9632\u76d1\u63a7<\/strong>\uff1a\u4eba\u8138\u3001\u4eba\u4f53\u68c0\u6d4b<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u9a7e\u9a76<\/strong>\uff1a\u8f66\u8f86\u3001\u884c\u4eba\u68c0\u6d4b<\/li>\n\n\n\n<li><strong>\u5de5\u4e1a\u68c0\u6d4b<\/strong>\uff1a\u7f3a\u9677\u8bc6\u522b\u3001\u4ea7\u54c1\u5206\u7c7b<\/li>\n\n\n\n<li><strong>\u65e0\u4eba\u673a \/ \u8fb9\u7f18\u8ba1\u7b97<\/strong>\uff1a\u5b9e\u65f6\u76ee\u6807\u8bc6\u522b<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u96f6\u552e<\/strong>\uff1a\u5ba2\u6d41\u7edf\u8ba1\u3001\u884c\u4e3a\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6\ufe0f\u20e3 YOLO \u4e0e\u5176\u4ed6\u76ee\u6807\u68c0\u6d4b\u5bf9\u6bd4<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6cd5<\/th><th>\u901f\u5ea6<\/th><th>\u7cbe\u5ea6<\/th><th>\u590d\u6742\u5ea6<\/th><\/tr><\/thead><tbody><tr><td>R-CNN \/ Fast R-CNN<\/td><td>\u6162<\/td><td>\u9ad8<\/td><td>\u591a\u9636\u6bb5<\/td><\/tr><tr><td>SSD<\/td><td>\u5feb<\/td><td>\u4e2d<\/td><td>\u5355\u9636\u6bb5<\/td><\/tr><tr><td>YOLO<\/td><td>\u975e\u5e38\u5feb<\/td><td>\u4e2d\u9ad8<\/td><td>\u5355\u9636\u6bb5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u603b\u7ed3\uff1aYOLO <strong>\u9002\u5408\u9700\u8981\u5b9e\u65f6\u68c0\u6d4b\u7684\u573a\u666f<\/strong>\uff0c\u5c24\u5176\u5728\u89c6\u9891\u6d41\u3001\u8fb9\u7f18\u8bbe\u5907\u4e0a\u4f18\u52bf\u660e\u663e\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7\ufe0f\u20e3 \u603b\u7ed3<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>YOLO = \u201c\u4f60\u53ea\u770b\u4e00\u6b21\u201d\u5c31\u80fd\u68c0\u6d4b\u76ee\u6807\u7684\u795e\u7ecf\u7f51\u7edc<\/strong><br>\u5b83\u901a\u8fc7 <strong>\u5355\u7f51\u7edc + \u7f51\u683c + \u8fb9\u754c\u6846 + \u7c7b\u522b\u6982\u7387<\/strong> \u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\uff0c\u662f<strong>\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u7684\u4ee3\u8868\u6027\u6846\u67b6<\/strong>\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u597d\u7684\uff0c\u8fd9\u91cc\u7ed9\u4f60\u6574\u7406\u4e00\u4efdYOLO \u6846\u67b6\u7b80\u8ff0\uff0c\u77ed\u5c0f\u7cbe\u608d\uff0c\u4e00\u770b\u5c31\u61c2\uff0c\u5305\u542b\u6838\u5fc3\u6982\u5ff5\u3001\u6f14\u8fdb&#8230; <a class=\"more-link\" href=\"https:\/\/www.52runoob.com\/index.php\/2025\/12\/30\/yolo%e6%a1%86%e6%9e%b6%e7%ae%80%e8%bf%b0\/\">Continue Reading 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