{"id":70021,"date":"2026-02-01T13:05:10","date_gmt":"2026-02-01T05:05:10","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/70021.html"},"modified":"2026-02-01T13:05:10","modified_gmt":"2026-02-01T05:05:10","slug":"yolo11-neck%e7%9a%84%e7%bb%84%e5%8d%b7%e7%a7%af%e7%be%a4%e7%bb%84%e6%95%b0%e4%bc%98%e5%8c%96%ef%bc%8c%e5%bd%93%e4%bd%bf%e7%94%a8%e7%bb%84%e5%8d%b7%e7%a7%af%e6%97%b6%ef%bc%8c%e6%b7%b1%e5%85%a5%e7%a0%94","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/70021.html","title":{"rendered":"YOLO11 Neck\u7684\u7ec4\u5377\u79ef\u7fa4\u7ec4\u6570\u4f18\u5316\uff0c\u5f53\u4f7f\u7528\u7ec4\u5377\u79ef\u65f6\uff0c\u6df1\u5165\u7814\u7a76\u5206\u7ec4\u6570\u91cf\uff08groups\u53c2\u6570\uff09\u5bf9\u6a21\u578b\u6027\u80fd\u548c\u901f\u5ea6\u7684\u5f71\u54cd\uff0c\u5bfb\u627e\u6700\u4f18\u503c"},"content":{"rendered":"<p> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201050509-697edf05a2a20.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\u57fa\u7840\u5230\u9b54\u6539\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\/20260201050509-697edf05a8eaa.png\"> <\/p>\n<hr>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001\u7ec4\u5377\u79ef\u57fa\u7840\u6982\u5ff5\u89e3\u6790<\/li>\n<li>\n<ul>\n<li>1.1 \u4ec0\u4e48\u662f\u7ec4\u5377\u79ef<\/li>\n<li>1.2 \u7ec4\u5377\u79ef\u7684\u5de5\u4f5c\u539f\u7406<\/li>\n<li>1.3 \u7ec4\u5377\u79ef\u7684\u53d8\u4f53\u4e0e\u53d1\u5c55<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001YOLO11 Neck\u4e2d\u7684\u7ec4\u5377\u79ef\u5e94\u7528<\/li>\n<li>\n<ul>\n<li>2.1 YOLO11 Neck\u67b6\u6784\u6982\u8ff0<\/li>\n<li>2.2 \u7ec4\u5377\u79ef\u5728YOLO11 Neck\u4e2d\u7684\u5177\u4f53\u5b9e\u73b0<\/li>\n<li>2.3 \u7ec4\u5377\u79ef\u53c2\u6570\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u7ec4\u5377\u79ef\u7fa4\u7ec4\u6570\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u5206\u6790<\/li>\n<li>\n<ul>\n<li>3.1 \u7406\u8bba\u5206\u6790\uff1a\u7ec4\u6570\u4e0e\u6a21\u578b\u8868\u8fbe\u80fd\u529b\u7684\u5173\u7cfb<\/li>\n<li>3.2 \u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u4e0d\u540c\u7ec4\u6570\u5bf9\u7cbe\u5ea6\u7684\u5f71\u54cd<\/li>\n<li>3.3 \u5b9e\u9a8c\u7ed3\u679c\u5206\u6790\u4e0e\u8ba8\u8bba<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u7ec4\u5377\u79ef\u7fa4\u7ec4\u6570\u5bf9\u63a8\u7406\u901f\u5ea6\u7684\u5f71\u54cd\u5206\u6790<\/li>\n<li>\n<ul>\n<li>4.1 \u7406\u8bba\u5206\u6790\uff1a\u7ec4\u6570\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u5173\u7cfb<\/li>\n<li>4.2 \u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u4e0d\u540c\u7ec4\u6570\u5bf9\u63a8\u7406\u901f\u5ea6\u7684\u5f71\u54cd<\/li>\n<li>4.3 \u5b9e\u9a8c\u7ed3\u679c\u5206\u6790\u4e0e\u8ba8\u8bba<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u5bfb\u627e\u6700\u4f18\u7fa4\u7ec4\u6570\u7684\u7b56\u7565\u548c\u65b9\u6cd5<\/li>\n<li>\n<ul>\n<li>5.1 \u7f51\u683c\u641c\u7d22\u6cd5<\/li>\n<li>5.2 \u8d1d\u53f6\u65af\u4f18\u5316\u6cd5<\/li>\n<li>5.3 \u591a\u76ee\u6807\u4f18\u5316\u6cd5<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u5b9e\u6218\u6848\u4f8b\uff1a\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u7ec4\u5377\u79ef\u4f18\u5316\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>6.1 \u8fb9\u7f18\u8bbe\u5907\u4e0a\u7684YOLO11 Neck\u4f18\u5316<\/li>\n<li>6.2 \u4e91\u7aef\u670d\u52a1\u5668\u4e0a\u7684YOLO11 Neck\u4f18\u5316<\/li>\n<li>6.3 \u5b9e\u65f6\u89c6\u9891\u6d41\u5904\u7406\u4e2d\u7684YOLO11 Neck\u4f18\u5316<\/li>\n<li>6.4 \u591a\u5c3a\u5ea6\u76ee\u6807\u68c0\u6d4b\u4e2d\u7684YOLO11 Neck\u4f18\u5316<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u7ec4\u5377\u79ef\u4f18\u5316\u7684\u9ad8\u7ea7\u6280\u5de7\u4e0e\u6ce8\u610f\u4e8b\u9879<\/li>\n<li>\n<ul>\n<li>7.1 \u52a8\u6001\u7ec4\u5377\u79ef<\/li>\n<li>7.2 \u7ec4\u5377\u79ef\u4e0e\u901a\u9053\u6ce8\u610f\u529b\u673a\u5236\u7684\u7ed3\u5408<\/li>\n<li>7.3 \u7ec4\u5377\u79ef\u4f18\u5316\u7684\u6ce8\u610f\u4e8b\u9879<\/li>\n<\/ul>\n<\/li>\n<li>\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u7ec4\u5377\u79ef\u57fa\u7840\u6982\u5ff5\u89e3\u6790<\/h3>\n<h4>1.1 \u4ec0\u4e48\u662f\u7ec4\u5377\u79ef<\/h4>\n<p>\u7ec4\u5377\u79ef(Group Convolution)\u662f\u4e00\u79cd\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u7279\u6b8a\u5377\u79ef\u64cd\u4f5c\uff0c\u5b83\u5c06\u8f93\u5165\u901a\u9053\u548c\u8f93\u51fa\u901a\u9053\u5206\u6210\u82e5\u5e72\u7ec4\uff0c\u6bcf\u7ec4\u5185\u7684\u5377\u79ef\u6838\u53ea\u5904\u7406\u5bf9\u5e94\u7ec4\u7684\u8f93\u5165\u901a\u9053\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6700\u521d\u5728AlexNet\u4e2d\u88ab\u5f15\u5165\uff0c\u4e3b\u8981\u662f\u4e3a\u4e86\u89e3\u51b3\u663e\u5b58\u9650\u5236\u95ee\u9898\uff0c\u4f46\u540e\u6765\u53d1\u73b0\u5b83\u8fd8\u80fd\u5e26\u6765\u8ba1\u7b97\u6548\u7387\u7684\u63d0\u5347\u548c\u4e00\u5b9a\u7684\u6b63\u5219\u5316\u6548\u679c\u3002<\/p>\n<p>\u5728\u6807\u51c6\u5377\u79ef\u4e2d\uff0c\u6bcf\u4e2a\u8f93\u51fa\u901a\u9053\u90fd\u4e0e\u6240\u6709\u8f93\u5165\u901a\u9053\u76f8\u8fde\uff0c\u8fd9\u610f\u5473\u7740\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u4f1a\u968f\u7740\u901a\u9053\u6570\u7684\u589e\u52a0\u800c\u5448\u5e73\u65b9\u7ea7\u589e\u957f\u3002\u800c\u7ec4\u5377\u79ef\u901a\u8fc7\u5c06\u901a\u9053\u5206\u7ec4\uff0c\u9650\u5236\u4e86\u6bcf\u4e2a\u8f93\u51fa\u901a\u9053\u53ea\u4e0e\u90e8\u5206\u8f93\u5165\u901a\u9053\u76f8\u8fde\uff0c\u4ece\u800c\u5927\u5e45\u51cf\u5c11\u4e86\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u3002<\/p>\n<p>\u4ece\u6570\u5b66\u89d2\u5ea6\u6765\u770b\uff0c\u6807\u51c6\u5377\u79ef\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a 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