{"id":75050,"date":"2026-02-11T09:34:37","date_gmt":"2026-02-11T01:34:37","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/75050.html"},"modified":"2026-02-11T09:34:37","modified_gmt":"2026-02-11T01:34:37","slug":"yolo11%e6%a3%80%e6%b5%8b%e7%bb%93%e6%9e%9c%e4%b8%ad%e7%9a%84%e7%b1%bb%e5%88%ab%e8%bf%87%e6%bb%a4%e6%8a%80%e5%b7%a7%ef%bc%9a%e8%ae%b2%e8%a7%a3%e5%a6%82%e4%bd%95%e5%8f%aa%e6%a3%80%e6%b5%8b%e6%8c%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/75050.html","title":{"rendered":"YOLO11\u68c0\u6d4b\u7ed3\u679c\u4e2d\u7684\u7c7b\u522b\u8fc7\u6ee4\u6280\u5de7\uff1a\u8bb2\u89e3\u5982\u4f55\u53ea\u68c0\u6d4b\u6307\u5b9a\u7c7b\u522b\uff0c\u63d0\u5347\u63a8\u7406\u6548\u7387"},"content":{"rendered":"<p> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260211013436-698bdcac382cc.png\"> <\/p>\n<p> <font color=\"#006666\"> \ud83c\udfac Clf\u4e36\u5fc6\u7b19\uff1a\u4e2a\u4eba\u4e3b\u9875 <\/font> <\/p>\n<p> <font color=\"#66CDAA\"> \ud83d\udd25 \u4e2a\u4eba\u4e13\u680f\uff1a\u300aYOLOv11\u5168\u6808\u6307\u5357\uff1a\u4ece\u96f6\u57fa\u7840\u5230\u5de5\u4e1a\u5b9e\u6218\u300b <\/font> <\/p>\n<p> <font color=\"#7B68EE\"> \u26fa\ufe0f \u52aa\u529b\u4e0d\u4e00\u5b9a\u6210\u529f\uff0c\u4f46\u4e0d\u52aa\u529b\u4e00\u5b9a\u4e0d\u6210\u529f\uff01 <\/font> <\/p>\n<hr>\n<p> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260211013436-698bdcac6bac2.png\"> <\/p>\n<hr>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001YOLO11\u68c0\u6d4b\u4e0e\u7c7b\u522b\u8fc7\u6ee4\u57fa\u7840<\/li>\n<li>\n<ul>\n<li>1.1 YOLO11\u68c0\u6d4b\u6d41\u7a0b\u6982\u8ff0<\/li>\n<li>1.2 \u7c7b\u522b\u8fc7\u6ee4\u7684\u57fa\u672c\u6982\u5ff5\u4e0e\u610f\u4e49<\/li>\n<li>1.3 YOLO11\u7c7b\u522b\u7d22\u5f15\u4e0e\u6807\u7b7e\u6620\u5c04<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001YOLO11\u7c7b\u522b\u8fc7\u6ee4\u7684\u5b9e\u73b0\u65b9\u6cd5<\/li>\n<li>\n<ul>\n<li>2.1 \u57fa\u4e8e\u540e\u5904\u7406\u7684\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>\n<ul>\n<li>2.1.1 \u57fa\u672c\u539f\u7406\u4e0e\u5b9e\u73b0\u6b65\u9aa4<\/li>\n<li>2.1.2 \u6027\u80fd\u4f18\u5316\u6280\u5de7<\/li>\n<li>2.1.3 \u5e94\u7528\u573a\u666f\u4e0e\u793a\u4f8b\u4ee3\u7801<\/li>\n<\/ul>\n<\/li>\n<li>2.2 \u57fa\u4e8e\u6a21\u578b\u4fee\u6539\u7684\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>\n<ul>\n<li>2.2.1 \u6a21\u578b\u7ed3\u6784\u8c03\u6574\u65b9\u6cd5<\/li>\n<li>2.2.2 \u6743\u91cd\u8c03\u6574\u4e0e\u5fae\u8c03\u7b56\u7565<\/li>\n<li>2.2.3 \u6a21\u578b\u4f18\u5316\u4e0e\u90e8\u7f72<\/li>\n<\/ul>\n<\/li>\n<li>2.3 \u57fa\u4e8e\u63a8\u7406\u4f18\u5316\u7684\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>\n<ul>\n<li>2.3.1 \u63a8\u7406\u6d41\u7a0b\u4f18\u5316\u539f\u7406<\/li>\n<li>2.3.2 \u9009\u62e9\u6027\u7c7b\u522b\u8ba1\u7b97\u5b9e\u73b0<\/li>\n<li>2.3.3 \u65e9\u671f\u7ec8\u6b62\u7b56\u7565\u5b9e\u73b0<\/li>\n<li>2.3.4 \u81ea\u9002\u5e94NMS\u5b9e\u73b0<\/li>\n<li>2.3.5 \u5e94\u7528\u573a\u666f\u4e0e\u6027\u80fd\u5bf9\u6bd4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u9ad8\u7ea7\u7c7b\u522b\u8fc7\u6ee4\u6280\u5de7\u4e0e\u4f18\u5316\u7b56\u7565<\/li>\n<li>\n<ul>\n<li>3.1 \u52a8\u6001\u7c7b\u522b\u8fc7\u6ee4\u4e0e\u81ea\u9002\u5e94\u9608\u503c<\/li>\n<li>\n<ul>\n<li>3.1.1 \u57fa\u4e8e\u573a\u666f\u7684\u52a8\u6001\u7c7b\u522b\u9009\u62e9<\/li>\n<li>3.1.2 \u57fa\u4e8e\u76ee\u6807\u5206\u5e03\u7684\u81ea\u9002\u5e94\u9608\u503c<\/li>\n<li>3.1.3 \u57fa\u4e8e\u5386\u53f2\u4fe1\u606f\u7684\u52a8\u6001\u8c03\u6574<\/li>\n<\/ul>\n<\/li>\n<li>3.2 \u591a\u5c3a\u5ea6\u7c7b\u522b\u8fc7\u6ee4\u4e0e\u5c42\u7ea7\u5904\u7406<\/li>\n<li>\n<ul>\n<li>3.2.1 \u57fa\u4e8e\u76ee\u6807\u5c3a\u5ea6\u7684\u7c7b\u522b\u5206\u5c42<\/li>\n<li>3.2.2 \u591a\u5c3a\u5ea6\u68c0\u6d4b\u4e0e\u7c7b\u522b\u8fc7\u6ee4\u7ed3\u5408<\/li>\n<\/ul>\n<\/li>\n<li>3.3 \u7c7b\u522b\u8fc7\u6ee4\u4e0e\u6a21\u578b\u526a\u679d\u7ed3\u5408<\/li>\n<li>\n<ul>\n<li>3.3.1 \u57fa\u4e8e\u7c7b\u522b\u91cd\u8981\u6027\u7684\u526a\u679d\u7b56\u7565<\/li>\n<li>3.3.2 \u7c7b\u522b\u7279\u5b9a\u526a\u679d\u4e0e\u5fae\u8c03<\/li>\n<\/ul>\n<\/li>\n<li>3.4 \u7c7b\u522b\u8fc7\u6ee4\u4e0e\u91cf\u5316\u6280\u672f\u7ed3\u5408<\/li>\n<li>\n<ul>\n<li>3.4.1 \u91cf\u5316\u611f\u77e5\u8bad\u7ec3\u4e0e\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>3.4.2 \u52a8\u6001\u91cf\u5316\u4e0e\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<\/ul>\n<\/li>\n<li>3.5 \u7c7b\u522b\u8fc7\u6ee4\u4e0e\u77e5\u8bc6\u84b8\u998f\u7ed3\u5408<\/li>\n<li>\n<ul>\n<li>3.5.1 \u7c7b\u522b\u7279\u5b9a\u77e5\u8bc6\u84b8\u998f<\/li>\n<li>3.5.2 \u6e10\u8fdb\u5f0f\u7c7b\u522b\u77e5\u8bc6\u84b8\u998f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u7c7b\u522b\u8fc7\u6ee4\u6027\u80fd\u8bc4\u4f30\u4e0e\u4f18\u5316<\/li>\n<li>\n<ul>\n<li>4.1 \u7c7b\u522b\u8fc7\u6ee4\u6027\u80fd\u8bc4\u4f30\u6307\u6807<\/li>\n<li>\n<ul>\n<li>4.1.1 \u68c0\u6d4b\u7cbe\u5ea6\u6307\u6807<\/li>\n<li>4.1.2 \u63a8\u7406\u901f\u5ea6\u6307\u6807<\/li>\n<li>4.1.3 \u5185\u5b58\u5360\u7528\u6307\u6807<\/li>\n<\/ul>\n<\/li>\n<li>4.2 \u7c7b\u522b\u8fc7\u6ee4\u6027\u80fd\u5bf9\u6bd4\u5206\u6790<\/li>\n<li>\n<ul>\n<li>4.2.1 \u4e0d\u540c\u8fc7\u6ee4\u65b9\u6cd5\u7684\u6027\u80fd\u5bf9\u6bd4<\/li>\n<li>4.2.2 \u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u5206\u6790<\/li>\n<\/ul>\n<\/li>\n<li>4.3 \u7c7b\u522b\u8fc7\u6ee4\u4f18\u5316\u5efa\u8bae<\/li>\n<li>\n<ul>\n<li>4.3.1 \u4e0d\u540c\u573a\u666f\u4e0b\u7684\u4f18\u5316\u7b56\u7565<\/li>\n<li>4.3.2 \u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f\u6280\u5de7<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u4e0e\u6700\u4f73\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>5.1 \u667a\u80fd\u4ea4\u901a\u76d1\u63a7\u7cfb\u7edf\u4e2d\u7684\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>\n<ul>\n<li>5.1.1 \u9700\u6c42\u5206\u6790\u4e0e\u65b9\u6848\u8bbe\u8ba1<\/li>\n<li>5.1.2 \u5b9e\u73b0\u6b65\u9aa4\u4e0e\u4ee3\u7801\u793a\u4f8b<\/li>\n<li>5.1.3 \u6027\u80fd\u4f18\u5316\u4e0e\u90e8\u7f72\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>5.2 \u96f6\u552e\u5546\u54c1\u8bc6\u522b\u7cfb\u7edf\u4e2d\u7684\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>\n<ul>\n<li>5.2.1 \u9700\u6c42\u5206\u6790\u4e0e\u65b9\u6848\u8bbe\u8ba1<\/li>\n<li>5.2.2 \u5b9e\u73b0\u6b65\u9aa4\u4e0e\u4ee3\u7801\u793a\u4f8b<\/li>\n<li>5.2.3 \u6027\u80fd\u4f18\u5316\u4e0e\u90e8\u7f72\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>5.3 \u5de5\u4e1a\u8d28\u68c0\u7cfb\u7edf\u4e2d\u7684\u7c7b\u522b\u8fc7\u6ee4<\/li>\n<li>\n<ul>\n<li>5.3.1 \u9700\u6c42\u5206\u6790\u4e0e\u65b9\u6848\u8bbe\u8ba1<\/li>\n<li>5.3.2 \u5b9e\u73b0\u6b65\u9aa4\u4e0e\u4ee3\u7801\u793a\u4f8b<\/li>\n<li>5.3.3 \u6027\u80fd\u4f18\u5316\u4e0e\u90e8\u7f72\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>5.4 \u7c7b\u522b\u8fc7\u6ee4\u6700\u4f73\u5b9e\u8df5\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001YOLO11\u68c0\u6d4b\u4e0e\u7c7b\u522b\u8fc7\u6ee4\u57fa\u7840<\/h3>\n<h4>1.1 YOLO11\u68c0\u6d4b\u6d41\u7a0b\u6982\u8ff0<\/h4>\n<p>YOLO11\u4f5c\u4e3aYOLO\u7cfb\u5217\u4e2d\u7684\u6700\u65b0\u6210\u5458\uff0c\u7ee7\u627f\u4e86YOLO\u7cfb\u5217\\&#8221;\u4e00\u6b21\u6027\u770b\u5168\u56fe\\&#8221;\u7684\u68c0\u6d4b\u601d\u60f3\uff0c\u4f46\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u591a\u9879\u4f18\u5316\u3002\u5728\u4e86\u89e3\u7c7b\u522b\u8fc7\u6ee4\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5148\u660e\u767dYOLO11\u7684\u57fa\u672c\u68c0\u6d4b\u6d41\u7a0b\u3002<\/p>\n<p>YOLO11\u7684\u68c0\u6d4b\u8fc7\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<li>\u56fe\u50cf\u9884\u5904\u7406\uff1a\u5c06\u8f93\u5165\u56fe\u50cf\u8c03\u6574\u4e3a\u6a21\u578b\u6240\u9700\u7684\u56fa\u5b9a\u5c3a\u5bf8\uff0c\u5e76\u8fdb\u884c\u5f52\u4e00\u5316\u7b49\u64cd\u4f5c\u3002<\/li>\n<li>\u7279\u5f81\u63d0\u53d6\uff1a\u901a\u8fc7\u9aa8\u5e72\u7f51\u7edc\uff08Backbone\uff09\u63d0\u53d6\u56fe\u50cf\u7684\u591a\u5c3a\u5ea6\u7279\u5f81\u3002<\/li>\n<li>\u7279\u5f81\u878d\u5408\uff1a\u901a\u8fc7\u9888\u90e8\u7f51\u7edc\uff08Neck\uff09\u5c06\u4e0d\u540c\u5c42\u7ea7\u7684\u7279\u5f81\u8fdb\u884c\u878d\u5408\u3002<\/li>\n<li>\u9884\u6d4b\u751f\u6210\uff1a\u901a\u8fc7\u5934\u90e8\u7f51\u7edc\uff08Head\uff09\u751f\u6210\u8fb9\u754c\u6846\u3001\u7f6e\u4fe1\u5ea6\u548c\u7c7b\u522b\u6982\u7387\u3002<\/li>\n<li>\u540e\u5904\u7406\uff1a\u5bf9\u9884\u6d4b\u7ed3\u679c\u8fdb\u884c\u975e\u6781\u5927\u503c\u6291\u5236\uff08NMS\uff09\u7b49\u5904\u7406\uff0c\u5f97\u5230\u6700\u7ec8\u68c0\u6d4b\u7ed3\u679c\u3002<\/li>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u7c7b\u522b\u8fc7\u6ee4\u53ef\u4ee5\u5728\u591a\u4e2a\u9636\u6bb5\u5b9e\u73b0\uff0c\u4ece\u800c\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002\u4e0b\u9762\u6211\u4eec\u5c06\u8be6\u7ec6\u63a2\u8ba8\u8fd9\u4e9b\u8fc7\u6ee4\u65b9\u6cd5\u3002<\/p>\n<h4>1.2 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