{"id":60697,"date":"2026-01-16T08:05:57","date_gmt":"2026-01-16T00:05:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/60697.html"},"modified":"2026-01-16T08:05:57","modified_gmt":"2026-01-16T00:05:57","slug":"yolo11%e8%ae%ad%e7%bb%83%e4%b8%ad%e7%9a%84%e6%b7%b7%e6%b7%86%e7%9f%a9%e9%98%b5%e5%88%86%e6%9e%90%e4%b8%8e%e7%b1%bb%e5%88%ab%e7%ba%a7%e4%bc%98%e5%8c%96%ef%bc%9a%e8%ae%b2%e8%a7%a3%e5%a6%82%e4%bd%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/60697.html","title":{"rendered":"YOLO11\u8bad\u7ec3\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5206\u6790\u4e0e\u7c7b\u522b\u7ea7\u4f18\u5316\uff1a\u8bb2\u89e3\u5982\u4f55\u901a\u8fc7\u6df7\u6dc6\u77e9\u9635\u8bc6\u522b\u6a21\u578b\u5f31\u9879\uff0c\u5e76\u8fdb\u884c\u9488\u5bf9\u6027\u4f18\u5316\uff08\u4e8c\uff09"},"content":{"rendered":"<p> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260116000555-696980e3ec59b.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\/01\/20260116000555-696980e3f3ce3.png\"> <\/p>\n<hr>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e94\u3001\u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u7b56\u7565\u4f18\u5316<\/li>\n<li>\n<ul>\n<li>5.1 \u9488\u5bf9\u6027\u635f\u5931\u51fd\u6570\u8bbe\u8ba1<\/li>\n<li>5.2 \u7f51\u7edc\u7ed3\u6784\u8c03\u6574<\/li>\n<li>5.3 \u8bad\u7ec3\u7b56\u7565\u4f18\u5316<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u4e0e\u6700\u4f73\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>6.1 \u5de5\u4e1a\u8d28\u68c0\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5e94\u7528<\/li>\n<li>6.2 \u533b\u7597\u5f71\u50cf\u8bca\u65ad\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5e94\u7528<\/li>\n<li>6.3 \u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5e94\u7528<\/li>\n<\/ul>\n<\/li>\n<li>\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u7eedYOLO11\u8bad\u7ec3\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5206\u6790\u4e0e\u7c7b\u522b\u7ea7\u4f18\u5316\uff1a\u8bb2\u89e3\u5982\u4f55\u901a\u8fc7\u6df7\u6dc6\u77e9\u9635\u8bc6\u522b\u6a21\u578b\u5f31\u9879\uff0c\u5e76\u8fdb\u884c\u9488\u5bf9\u6027\u4f18\u5316\uff08\u4e00\uff09<\/p>\n<h3>\u4e94\u3001\u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u7b56\u7565\u4f18\u5316<\/h3>\n<h4>5.1 \u9488\u5bf9\u6027\u635f\u5931\u51fd\u6570\u8bbe\u8ba1<\/h4>\n<p>\u635f\u5931\u51fd\u6570\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u7684\u6838\u5fc3\u9a71\u52a8\u529b\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u635f\u5931\u51fd\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5f15\u5bfc\u6a21\u578b\u5173\u6ce8\u90a3\u4e9b\u5728\u6df7\u6dc6\u77e9\u9635\u4e2d\u8868\u73b0\u4e0d\u4f73\u7684\u7c7b\u522b\u6216\u6837\u672c\u3002\u57fa\u4e8eYOLO11\u6df7\u6dc6\u77e9\u9635\u7684\u5206\u6790\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u8bbe\u8ba1\u9488\u5bf9\u6027\u7684\u635f\u5931\u51fd\u6570\uff0c\u6709\u6548\u89e3\u51b3\u7c7b\u522b\u4e0d\u5e73\u8861\u3001\u56f0\u96be\u6837\u672c\u5b66\u4e60\u7b49\u95ee\u9898\u3002<\/p>\n<p>1. Focal Loss\u7684\u6539\u8fdb\u4e0e\u5e94\u7528<\/p>\n<p>Focal Loss\u662f\u89e3\u51b3\u7c7b\u522b\u4e0d\u5e73\u8861\u95ee\u9898\u7684\u7ecf\u5178\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u964d\u4f4e\u6613\u5206\u7c7b\u6837\u672c\u7684\u635f\u5931\u6743\u91cd\uff0c\u4f7f\u6a21\u578b\u66f4\u5173\u6ce8\u56f0\u96be\u6837\u672c\u3002\u7136\u800c\uff0c\u6807\u51c6\u7684Focal Loss\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u9002\u5e94YOLO11\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u9700\u6c42\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u6539\u8fdb\u7684Focal Loss\u5b9e\u73b0\uff0c\u7ed3\u5408\u4e86\u6df7\u6dc6\u77e9\u9635\u7684\u5206\u6790\u7ed3\u679c\uff1a<\/p>\n<p><span class=\"token keyword\">import<\/span> torch<br \/>\n<span class=\"token keyword\">import<\/span> torch<span class=\"token punctuation\">.<\/span>nn <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83c\udfac Clf\u4e36\u5fc6\u7b19\uff1a\u4e2a\u4eba\u4e3b\u9875  \ud83d\udd25 \u4e2a\u4eba\u4e13\u680f\uff1a\u300aYOLOv11\u5168\u6808\u6307\u5357\uff1a\u4ece\u96f6\u57fa\u7840\u5230\u5de5\u4e1a\u5b9e\u6218\u300b  \u26fa\ufe0f \u52aa\u529b\u4e0d\u4e00\u5b9a\u6210\u529f\uff0c\u4f46\u4e0d\u52aa\u529b\u4e00\u5b9a\u4e0d\u6210\u529f\uff01  \u6587\u7ae0\u76ee\u5f55 \u4e94\u3001\u6a21\u578b\u67b6\u6784\u4e0e\u8bad\u7ec3\u7b56\u7565\u4f18\u5316 5.1 \u9488\u5bf9\u6027\u635f\u5931\u51fd\u6570\u8bbe\u8ba1 5.2 \u7f51\u7edc\u7ed3\u6784\u8c03\u6574 5.3 \u8bad\u7ec3\u7b56\u7565\u4f18\u5316 \u516d\u3001\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u4e0e\u6700\u4f73\u5b9e\u8df5 6.1 \u5de5\u4e1a\u8d28\u68c0\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5e94\u7528 6.2 \u533b\u7597\u5f71\u50cf\u8bca\u65ad\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5e94\u7528 6.3 \u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5e94\u7528 \u603b\u7ed3 \u7eedYOLO11\u8bad\u7ec3\u4e2d\u7684\u6df7\u6dc6\u77e9\u9635\u5206\u6790\u4e0e\u7c7b\u522b\u7ea7\u4f18\u5316\uff1a\u8bb2\u89e3\u5982\u4f55\u901a\u8fc7\u6df7\u6dc6\u77e9\u9635\u8bc6\u522b\u6a21\u578b\u5f31\u9879\uff0c\u5e76\u8fdb<\/p>\n","protected":false},"author":2,"featured_media":60695,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[156,50,1665,5281,1578,1649],"topic":[],"class_list":["post-60697","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-yolo","tag-50","tag-1665","tag-5281","tag-1578","tag-1649"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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