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class=\"wp-block-list\">\n<li><strong>\u7406\u8bba\u4e0e\u5b9e\u8df5\u7ed3\u5408\uff1a\u5728\u5b66\u4e60\u6bcf\u4e2a\u77e5\u8bc6\u70b9\u65f6\uff0c\u7ed3\u5408\u4e66\u4e2d\u7684\u5b9e\u4f8b\u4ee3\u7801\u8fdb\u884c\u5b9e\u8df5\u64cd\u4f5c\uff0c\u52a0\u6df1\u7406\u89e3\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u9010\u6b65\u6df1\u5165\uff1a\u6309\u7167\u5165\u95e8\u7bc7\u2192\u57fa\u7840\u7bc7\u2192\u8fdb\u9636\u7bc7\u7684\u987a\u5e8f\u9010\u6b65\u5b66\u4e60\uff0c\u907f\u514d\u4e00\u5f00\u59cb\u5c31\u63a5\u89e6\u590d\u6742\u7684\u5185\u5bb9\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u591a\u52a8\u624b\uff1a\u901a\u8fc7\u7f16\u5199\u81ea\u5df1\u7684\u4ee3\u7801\uff0c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u63d0\u5347\u7f16\u7a0b\u80fd\u529b\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u9636\u6bb5<strong>\u6d4b\u8bd5<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7f16\u5199\u4ee3\u7801\uff0c\u8bfb\u53d6\u4e00\u5f20\u56fe\u50cf\uff0c\u663e\u793a\u5176\u7070\u5ea6\u7248\u672c\uff0c\u5e76\u4fdd\u5b58\u7070\u5ea6\u56fe\u50cf\u5230\u6307\u5b9a\u8def\u5f84\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff0c\u8bfb\u53d6\u4e00\u5f20\u56fe\u50cf\uff0c\u5c06\u56fe\u50cf\u4e2d\u67d0\u4e2a\u533a\u57df\u7684\u50cf\u7d20\u503c\u4fee\u6539\u4e3a\u7eaf\u767d\u8272\uff08255, 255, 255\uff09\uff0c\u5e76\u663e\u793a\u4fee\u6539\u540e\u7684\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff0c\u8bfb\u53d6\u4e00\u5f20\u56fe\u50cf\uff0c\u5148\u5c06\u5176\u7f29\u5c0f\u5230\u539f\u6765\u7684\u4e00\u534a\u5927\u5c0f\uff0c\u518d\u5c06\u5176\u9006\u65f6\u9488\u65cb\u8f6c45\u5ea6\uff0c\u5e76\u663e\u793a\u6700\u7ec8\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff0c\u8bfb\u53d6\u4e00\u5f20\u7070\u5ea6\u56fe\u50cf\uff0c\u4f7f\u7528\u81ea\u9002\u5e94\u9608\u503c\u5904\u7406\u65b9\u6cd5\u5c06\u5176\u8f6c\u6362\u4e3a\u4e8c\u503c\u56fe\u50cf\uff0c\u5e76\u663e\u793a\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff0c\u4f7f\u7528\u6a21\u677f\u5339\u914d\u65b9\u6cd5\u5728\u4e00\u5f20\u5927\u56fe\u50cf\u4e2d\u627e\u5230\u4e00\u4e2a\u5c0f\u6a21\u677f\u7684\u4f4d\u7f6e\uff0c\u5e76\u5728\u5927\u56fe\u50cf\u4e0a\u7ed8\u5236\u4e00\u4e2a\u7ea2\u8272\u77e9\u5f62\u6846\u6807\u8bb0\u5339\u914d\u533a\u57df\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff0c\u5bf9\u4e00\u5f20\u566a\u58f0\u56fe\u50cf\u5206\u522b\u5e94\u7528\u5747\u503c\u6ee4\u6ce2\u5668\u3001\u9ad8\u65af\u6ee4\u6ce2\u5668\u548c\u53cc\u8fb9\u6ee4\u6ce2\u5668\uff0c\u6bd4\u8f83\u5b83\u4eec\u7684\u53bb\u566a\u6548\u679c\u3002<\/li>\n\n\n\n<li>\u5b9e\u9645\u5e94\u7528\uff1a\u7f16\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u8f66\u724c\u8bc6\u522b\u7cfb\u7edf\uff0c\u80fd\u591f\u4ece\u4e00\u5f20\u5305\u542b\u8f66\u724c\u7684\u56fe\u50cf\u4e2d\u68c0\u6d4b\u5e76\u63d0\u53d6\u8f66\u724c\u533a\u57df\u6216\u8005\u7f16\u5199\u4e00\u4e2a\u7a0b\u5e8f\uff0c\u5b9e\u65f6\u4ece\u6444\u50cf\u5934\u4e2d\u68c0\u6d4b\u4eba\u8138\uff0c\u5e76\u8bc6\u522b\u8868\u60c5\uff08\u5982\u5fae\u7b11\u3001\u6124\u6012\u7b49\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u9636\u6bb5<strong>\u63a8\u8350\u4e66\u7c4d<\/strong><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"752\" height=\"1024\" src=\"https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/02\/image-13-752x1024.png\" alt=\"\" class=\"wp-image-720\" style=\"width:433px;height:auto\" srcset=\"https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/02\/image-13-752x1024.png 752w, https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/02\/image-13-220x300.png 220w, https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/02\/image-13-768x1045.png 768w, https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/02\/image-13.png 775w\" sizes=\"auto, (max-width: 752px) 100vw, 752px\" \/><\/figure>\n<\/div>\n\n\n<p>\u4e3a\u65b9\u4fbf\u5927\u5bb6\u5b66\u4e60\u7ed9\u51fa\u7535\u5b50\u7248\uff08\u8d44\u6e90\u6765\u81ea\u7f51\u7edc\uff0c\u5982\u6709\u4fb5\u6743\u8bf7\u8054\u7cfb\u5220\u9664\uff09<\/p>\n\n\n\n<p>https:\/\/cloud.189.cn\/t\/7fi6f2VjE3eq \uff08\u8bbf\u95ee\u7801\uff1a9tnq\uff09<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Yolo\u7406\u8bba\u5b66\u4e60\u548c\u5b9e\u8df5<\/strong><\/h1>\n\n\n\n<p><strong><a href=\"https:\/\/www.bilibili.com\/video\/BV1Ma411i7ys\/?spm_id_from=333.337.search-card.all.click&amp;vd_source=b6bc1aa25ae70e736d0ea0a5b5d0210f\">\u4e00\u53e3\u6c14\u5b66\u5b8c\u6240\u6709YOLO\u5b9e\u6218\u2014\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff0c\u5c31\u4e00\u4e2a\u5b57\uff1a\u723d\uff01\u7406\u8bba+\u6e90\u7801\u8be6\u89e3\uff0c\u8ba9\u4f60\u8f7b\u677e\u5165\u95e8\u8ba1\u7b97\u673a\u89c6\u89c9\uff01-\u4eba\u5de5\u667a\u80fd\/\u6df1\u5ea6\u5b66\u4e60\/\u8ba1\u7b97\u673a\u89c6\u89c9\/\u53ef\u89c6\u5316_\u54d4\u54e9\u54d4\u54e9_bilibili<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b66\u4e60\u6b65\u9aa4<\/h2>\n\n\n\n<p><strong>1. \u4e86\u89e3\u76ee\u6807\u68c0\u6d4b\u7684\u57fa\u672c\u6982\u5ff5<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76ee\u6807\u68c0\u6d4b\u7684\u5b9a\u4e49\uff1a\u76ee\u6807\u68c0\u6d4b\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u4efb\u52a1\uff0c\u76ee\u6807\u662f\u5728\u56fe\u50cf\u6216\u89c6\u9891\u4e2d\u5b9a\u4f4d\u548c\u8bc6\u522b\u51fa\u591a\u4e2a\u76ee\u6807\u5bf9\u8c61\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u76ee\u6807\u751f\u6210\u8fb9\u754c\u6846\uff08Bounding Box\uff09\u548c\u7c7b\u522b\u6807\u7b7e\u3002<\/li>\n\n\n\n<li>\u8fb9\u754c\u6846\uff08Bounding Box\uff09\uff1a\u4e00\u4e2a\u77e9\u5f62\u6846\uff0c\u7528\u4e8e\u6807\u8bb0\u76ee\u6807\u5bf9\u8c61\u7684\u4f4d\u7f6e\uff0c\u901a\u5e38\u7528\u56db\u4e2a\u5750\u6807\u503c\u8868\u793a\uff08x, y, w, h\uff09\uff0c\u5206\u522b\u8868\u793a\u6846\u7684\u4e2d\u5fc3\u70b9\u5750\u6807\u3001\u5bbd\u5ea6\u548c\u9ad8\u5ea6\u3002<\/li>\n\n\n\n<li>\u7c7b\u522b\u6807\u7b7e\uff08Class Label\uff09\uff1a\u76ee\u6807\u5bf9\u8c61\u7684\u7c7b\u522b\uff0c\u4f8b\u5982\u201c\u4eba\u201d\u3001\u201c\u8f66\u201d\u3001\u201c\u732b\u201d\u7b49\u3002<\/li>\n\n\n\n<li>\u7f6e\u4fe1\u5ea6\uff08Confidence Score\uff09\uff1a\u6a21\u578b\u5bf9\u68c0\u6d4b\u7ed3\u679c\u7684\u7f6e\u4fe1\u7a0b\u5ea6\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u4ecb\u4e8e0\u52301\u4e4b\u95f4\u7684\u6570\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u5b66\u4e60YOLO\u7684\u57fa\u672c\u539f\u7406<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>YOLO\u7684\u6838\u5fc3\u601d\u60f3\uff1aYOLO\u5c06\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u89c6\u4e3a\u4e00\u4e2a\u5355\u4e00\u7684\u56de\u5f52\u95ee\u9898\uff0c\u76f4\u63a5\u4ece\u56fe\u50cf\u50cf\u7d20\u5230\u8fb9\u754c\u6846\u5750\u6807\u548c\u7c7b\u522b\u6982\u7387\u7684\u6620\u5c04\u3002\u5b83\u5c06\u8f93\u5165\u56fe\u50cf\u5212\u5206\u4e3a\u591a\u4e2a\u683c\u5b50\uff08Grid Cell\uff09\uff0c\u6bcf\u4e2a\u683c\u5b50\u8d1f\u8d23\u9884\u6d4b\u4e2d\u5fc3\u70b9\u843d\u5728\u8be5\u683c\u5b50\u5185\u7684\u76ee\u6807\u3002<\/li>\n\n\n\n<li>\u5355\u6b21\u68c0\u6d4b\u7684\u4f18\u52bf\uff1aYOLO\u901a\u8fc7\u5355\u6b21\u524d\u5411\u4f20\u64ad\u5b8c\u6210\u68c0\u6d4b\u4efb\u52a1\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u65b9\u6cd5\u4e2d\u590d\u6742\u7684\u5019\u9009\u533a\u57df\u63d0\u53d6\u548c\u591a\u6b21\u5206\u7c7b\u6b65\u9aa4\uff0c\u56e0\u6b64\u5177\u6709\u8f83\u9ad8\u7684\u68c0\u6d4b\u901f\u5ea6\u3002<\/li>\n\n\n\n<li>\u635f\u5931\u51fd\u6570\uff1aYOLO\u4f7f\u7528\u4e00\u4e2a\u7efc\u5408\u7684\u635f\u5931\u51fd\u6570\u6765\u4f18\u5316\u8fb9\u754c\u6846\u7684\u5750\u6807\u3001\u7c7b\u522b\u6982\u7387\u548c\u7f6e\u4fe1\u5ea6\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u540c\u65f6\u5b66\u4e60\u76ee\u6807\u7684\u4f4d\u7f6e\u548c\u7c7b\u522b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3. \u7406\u89e3YOLO\u7684\u5173\u952e\u7ec4\u4ef6<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u683c\u5b50\uff08Grid Cell\uff09\uff1a\u8f93\u5165\u56fe\u50cf\u88ab\u5212\u5206\u4e3aS\u00d7S\u7684\u683c\u5b50\uff0c\u6bcf\u4e2a\u683c\u5b50\u8d1f\u8d23\u68c0\u6d4b\u4e2d\u5fc3\u70b9\u843d\u5728\u8be5\u683c\u5b50\u5185\u7684\u76ee\u6807\u3002<\/li>\n\n\n\n<li>\u8fb9\u754c\u6846\u9884\u6d4b\uff08Bounding Box Prediction\uff09\uff1a\u6bcf\u4e2a\u683c\u5b50\u9884\u6d4bB\u4e2a\u8fb9\u754c\u6846\uff0c\u6bcf\u4e2a\u8fb9\u754c\u6846\u5305\u542b5\u4e2a\u503c\uff1ax\u3001y\u3001w\u3001h\u548c\u7f6e\u4fe1\u5ea6\uff08confidence\uff09\u3002\u5176\u4e2d\uff0cx\u548cy\u8868\u793a\u8fb9\u754c\u6846\u4e2d\u5fc3\u70b9\u76f8\u5bf9\u4e8e\u683c\u5b50\u5de6\u4e0a\u89d2\u7684\u504f\u79fb\u91cf\uff0cw\u548ch\u8868\u793a\u8fb9\u754c\u6846\u7684\u5bbd\u5ea6\u548c\u9ad8\u5ea6\uff0c\u7f6e\u4fe1\u5ea6\u8868\u793a\u8fb9\u754c\u6846\u5305\u542b\u76ee\u6807\u7684\u6982\u7387\u3002<\/li>\n\n\n\n<li>\u7c7b\u522b\u6982\u7387\uff08Class Probability\uff09\uff1a\u6bcf\u4e2a\u683c\u5b50\u8fd8\u9884\u6d4bC\u4e2a\u7c7b\u522b\u6982\u7387\uff0c\u8868\u793a\u76ee\u6807\u5c5e\u4e8e\u6bcf\u4e2a\u7c7b\u522b\u7684\u6982\u7387\u3002<\/li>\n\n\n\n<li>\u7f6e\u4fe1\u5ea6\uff08Confidence Score\uff09\uff1a\u7f6e\u4fe1\u5ea6\u662f\u8fb9\u754c\u6846\u5305\u542b\u76ee\u6807\u7684\u6982\u7387\u4e0e\u7c7b\u522b\u6982\u7387\u7684\u4e58\u79ef\uff0c\u7528\u4e8e\u8861\u91cf\u68c0\u6d4b\u7ed3\u679c\u7684\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>4.\u6df1\u5165\u5b66\u4e60\u548c\u4f18\u5316<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7406\u89e3YOLO\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff1a\u5b66\u4e60\u5982\u4f55\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e\u96c6\u8bad\u7ec3YOLO\u6a21\u578b\uff0c\u5305\u62ec\u6570\u636e\u6807\u6ce8\u3001\u6570\u636e\u589e\u5f3a\u3001\u8bad\u7ec3\u914d\u7f6e\u7b49\u3002<\/li>\n\n\n\n<li>\u4f18\u5316\u6a21\u578b\u6027\u80fd\uff1a\u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u8c03\u6574\u8d85\u53c2\u6570\u3001\u4f7f\u7528\u4e0d\u540c\u7684\u9aa8\u5e72\u7f51\u7edc\u3001\u5e94\u7528\u6a21\u578b\u538b\u7f29\u6280\u672f\u7b49\u65b9\u6cd5\u6765\u4f18\u5316YOLO\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n<li>\u6269\u5c55\u5e94\u7528\u573a\u666f\uff1a\u5c06YOLO\u5e94\u7528\u4e8e\u4e0d\u540c\u7684\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5b9e\u8df5\uff08\u63a8\u8350\u4f7f\u7528yolov8\uff09<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center\"><strong><a href=\"https:\/\/docs.ultralytics.com\/zh\/models\/yolov8\/#overview\">YOLOv8 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