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GFLOPs\u8ba1\u7b97\u91cf&#xff0c;\u6a21\u578b\u6587\u4ef6\u5927\u5c0f\u7ea65.3MB&#xff0c;\u9002\u5408\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a\u90e8\u7f72\u3002\u5728\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u7684\u540c\u65f6&#xff0c;\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u8fbe1.8ms\/\u5e27&#xff08;RTX 4070 Ti SUPER&#xff09;&#xff0c;\u652f\u6301CPU\u548cGPU\u591a\u79cd\u786c\u4ef6\u5e73\u53f0&#xff0c;\u4e3a\u8fdd\u7ae0\u505c\u8f66\u667a\u80fd\u68c0\u6d4b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u9ad8\u6548\u53ef\u9760\u7684\u6280\u672f\u652f\u6491\u3002<\/p>\n<h4>\u6280\u672f\u4f18\u52bf\u5206\u6790<\/h4>\n<p>YOLO11n \u5728\u67b6\u6784\u8bbe\u8ba1\u4e0a\u5bf9 YOLOv8 \u4e0e YOLOv10 \u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u4f18\u5316\u3002\u901a\u8fc7\u5f15\u5165 C3k2 \u8f7b\u91cf\u5316\u6a21\u5757\u4e0e 2\u00d72 \u5377\u79ef&#xff0c;\u5728\u4fdd\u6301\u68c0\u6d4b\u7cbe\u5ea6\u7684\u540c\u65f6\u663e\u8457\u964d\u4f4e\u53c2\u6570\u91cf\u4e0e\u8ba1\u7b97\u590d\u6742\u5ea6&#xff1b;\u7ed3\u5408 C2PSA \u5e76\u884c\u7a7a\u95f4\u6ce8\u610f\u529b\u4e0e SPPF \u6a21\u5757&#xff0c;\u589e\u5f3a\u5168\u5c40\u5efa\u6a21\u80fd\u529b\u4e0e\u591a\u5c3a\u5ea6\u7279\u5f81\u8868\u8fbe\u3002\u68c0\u6d4b\u5934\u91c7\u7528\u89e3\u8026\u8bbe\u8ba1&#xff0c;\u5e76\u5f15\u5165 DFL \u4e0e TAA \u4f18\u5316\u56de\u5f52\u4e0e\u6837\u672c\u5206\u914d\u7b56\u7565&#xff0c;\u6709\u6548\u63d0\u5347\u5c0f\u76ee\u6807\u4e0e\u590d\u6742\u573a\u666f\u4e0b\u7684\u68c0\u6d4b\u6027\u80fd\u3002\u7efc\u5408\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff0c;YOLO11n \u5728\u53c2\u6570\u6548\u7387\u3001\u63a8\u7406\u901f\u5ea6\u548c\u68c0\u6d4b\u7cbe\u5ea6\u4e4b\u95f4\u53d6\u5f97\u4e86\u66f4\u4f18\u5e73\u8861&#xff0c;\u9002\u7528\u4e8e\u8fdd\u7ae0\u505c\u8f66\u68c0\u6d4b\u8bc6\u522b\u7b49\u5b9e\u65f6\u5e94\u7528\u573a\u666f\u3002<\/p>\n<h3>\u6027\u80fd\u8868\u73b0<\/h3>\n<p>\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8868\u73b0\u4f18\u5f02&#xff0c;\u5404\u9879\u68c0\u6d4b\u6307\u6807\u5747\u8fbe\u5230\u8f83\u9ad8\u6c34\u5e73&#xff0c;\u7cbe\u786e\u7387\u4e0e\u53ec\u56de\u7387\u63a5\u8fd1\u6ee1\u5206&#xff0c;\u540c\u65f6\u4fdd\u6301\u4e86\u6781\u4f4e\u7684\u63a8\u7406\u5ef6\u8fdf&#xff0c;\u80fd\u591f\u6ee1\u8db3\u5b9e\u65f6\u68c0\u6d4b\u7684\u5e94\u7528\u9700\u6c42\u3002<\/p>\n<h4>\u6a21\u578b\u6027\u80fd\u5206\u6790<\/h4>\n<p>YOLO11n\u57fa\u7ebf\u6a21\u578b\u5728\u8fdd\u7ae0\u505c\u8f66\u68c0\u6d4b\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272&#xff0c;\u7ecf\u8fc7150\u8f6e\u8bad\u7ec3\u540e&#xff0c;\u5728462\u5f20\u9a8c\u8bc1\u96c6\u4e0a\u8fbe\u523099.5% mAP&#064;0.5\u548c96.8% mAP&#064;0.5:0.95\u7684\u68c0\u6d4b\u7cbe\u5ea6\u3002\u6a21\u578b\u7684\u7cbe\u786e\u7387\u4e3a99.2%&#xff0c;\u53ec\u56de\u7387\u4e3a99.5%&#xff0c;\u8bef\u8bc6\u522b\u7387\u548c\u6f0f\u68c0\u7387\u5747\u63a7\u5236\u57281%\u4ee5\u5185&#xff0c;\u80fd\u591f\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u9700\u6c42\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"962\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094341-69a015cd1d92c.jpg\" width=\"1406\" \/><\/p>\n<p>\u8be5\u6a21\u578b\u91c7\u7528\u8f7b\u91cf\u5316\u8bbe\u8ba1&#xff0c;\u4ec5\u5305\u542b2.58M\u53c2\u6570\u548c6.3 GFLOPs\u8ba1\u7b97\u91cf&#xff0c;\u6a21\u578b\u6587\u4ef6\u5927\u5c0f\u7ea65.5MB&#xff0c;\u9002\u5408\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a\u90e8\u7f72\u3002\u5728\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u7684\u540c\u65f6&#xff0c;\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u8fbe2.6ms\/\u5e27&#xff08;RTX 4070 Ti SUPER&#xff09;&#xff0c;\u652f\u6301CPU\u548cGPU\u591a\u79cd\u786c\u4ef6\u5e73\u53f0&#xff0c;\u4e3a\u8fdd\u7ae0\u505c\u8f66\u667a\u80fd\u68c0\u6d4b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u9ad8\u6548\u53ef\u9760\u7684\u6280\u672f\u652f\u6491\u3002<\/p>\n<h4>\u5173\u952e\u6307\u6807(\u6ce8&#xff1a;\u771f\u5b9e\u6570\u636e)<\/h4>\n<p>YOLO11n\u57fa\u7ebf\u6a21\u578b\u5728150\u8f6e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;mAP&#064;0.5:0.95\u6307\u6807\u4ece\u521d\u59cb\u768448.94%\u7a33\u6b65\u63d0\u5347\u81f3\u6700\u7ec8\u768496.73%&#xff0c;\u63d0\u5347\u5e45\u5ea6\u8fbe47.79%\u3002\u8bad \u7ec3\u8fc7\u7a0b \u5448\u73b0\u660e\u663e\u7684\u4e09\u9636\u6bb5\u7279\u5f81&#xff1a;\u5feb\u901f\u4e0a\u5347\u9636\u6bb5&#xff08;Epoch 1-30&#xff09;\u5b9e\u73b0\u4ece48.94%\u523091.72%\u7684\u8dc3\u5347&#xff0c;\u7a33\u5b9a\u6536\u655b\u9636\u6bb5&#xff08;Epoch 30-90&#xff09;\u4ece91.72%\u63d0\u5347\u81f395.63%&#xff0c;\u7cbe\u7ec6\u8c03\u4f18\u9636\u6bb5&#xff08;Epoch 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094342-69a015cea98e3.jpg\" width=\"1298\" \/><\/p>\n<p>\u56fe5 \u7cfb\u7edf\u603b\u6d41\u7a0b\u56fe<\/p>\n<h4>\u7cfb\u7edf\u4f18\u52bf<\/h4>\n<p>\u672c\u7cfb\u7edf\u57fa\u4e8eYOLO11n\u8f7b\u91cf\u5316\u68c0\u6d4b\u7f51\u7edc&#xff08;2.58M\u53c2\u6570\/5.5MB&#xff09;&#xff0c;\u5728462\u5f20\u9a8c\u8bc1\u96c6\u4e0a\u8fbe\u523099.5% mAP&#064;0.5\u548c96.8% mAP&#064;0.5:0.95\u7684\u68c0\u6d4b\u7cbe\u5ea6 &#xff08;\u7cbe\u786e\u738799.2%\u3001\u53ec\u56de\u738799.5%&#xff09;&#xff0c;\u63a8\u7406\u901f\u5ea62.6ms\/\u5e27&#xff0c;\u652f\u6301\u56fe\u7247\u3001\u89c6\u9891\u3001\u6444\u50cf\u5934\u4e09\u79cd\u68c0\u6d4b\u6a21\u5f0f\u53ca\u6570\u636e\u7edf\u8ba1\u5206\u6790\u529f\u80fd\u3002<\/p>\n<h3>\u8fd0\u884c\u5c55\u793a<\/h3>\n<p>\u7cfb\u7edf\u754c\u9762\u5206\u4e3a\u5de6\u4fa7\u529f\u80fd\u6309\u94ae\u548c\u53c2\u6570\u8bbe\u7f6e\u3001\u4e2d\u592e\u8bc6\u522b\u753b\u9762\u663e\u793a\u3001\u53f3\u4fa7\u7edf\u8ba1\u4fe1\u606f\u548c\u8bb0\u5f55\u7ba1\u7406\u4e09\u4e2a\u533a\u57df&#xff0c;\u63d0\u4f9b\u5355\u5f20\/\u89c6\u9891\/\u5b9e\u65f6\u8bc6\u522b\u3001\u6570\u636e\u5206\u6790\u3001\u7ed3\u679c\u5c55\u793a\u3001\u8bb0\u5f55\u67e5\u8be2\u7b49\u5b8c\u6574\u529f\u80fd&#xff0c;\u754c\u9762\u7b80\u6d01\u76f4\u89c2\u3001\u64cd\u4f5c\u4fbf\u6377\u3002<\/p>\n<h4>\u68c0\u6d4b\u6548\u679c\u5c55\u793a<\/h4>\n<p>\u767b\u5f55\u754c\u9762&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"650\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094343-69a015cfe2525.png\" width=\"900\" \/><\/p>\n<p>\u56fe6 \u767b\u5f55\u4e3b\u754c\u9762<\/p>\n<p>\u7528\u6237\u767b\u5f55\u754c\u9762&#xff0c;\u5c55\u793a\u7cfb\u7edf\u5165\u53e3<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"650\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094344-69a015d031985.png\" width=\"900\" \/><\/p>\n<p>\u56fe7 \u6ce8\u518c\u4e3b\u754c\u9762<\/p>\n<p>\u7528\u6237\u6ce8\u518c\u754c\u9762&#xff0c;\u65b0\u7528\u6237\u521b\u5efa\u8d26\u53f7<\/p>\n<p>\u7cfb\u7edf\u8fd0\u884c\u6a21\u5757&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094344-69a015d06ef66.png\" width=\"1452\" \/><\/p>\n<p>\u56fe8 \u7cfb\u7edf\u8fd0\u884c\u754c\u9762<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094344-69a015d0e3f5a.png\" width=\"1452\" \/><\/p>\n<p>\u56fe9 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u6591\u9a6c\u7ebf\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094345-69a015d18587e.png\" width=\"1452\" \/><\/p>\n<p>\u56fe10 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u516c\u4ea4\u7ad9\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094346-69a015d223d74.png\" width=\"1452\" \/><\/p>\n<p>\u56fe11 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u7981\u505c\u533a\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094346-69a015d2bcbeb.png\" width=\"1452\" \/><\/p>\n<p>\u56fe12 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u4eba\u884c\u9053\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094347-69a015d365734.png\" width=\"1452\" \/><\/p>\n<p>\u56fe13 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u53cc\u6392\u505c\u8f66<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094347-69a015d3ec171.png\" width=\"1452\" \/><\/p>\n<p>\u56fe14 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u6d88\u9632\u901a\u9053\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094348-69a015d47cc8a.png\" width=\"1452\" \/><\/p>\n<p>\u56fe15 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u6591\u9a6c\u7ebf\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094349-69a015d50952d.png\" width=\"1452\" \/><\/p>\n<p>\u56fe16 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u516c\u4ea4\u7ad9\u8fdd<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094349-69a015d5a6abd.png\" width=\"1452\" \/><\/p>\n<p>\u56fe17 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u7981\u505c\u533a\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094350-69a015d654e5a.png\" width=\"1452\" \/><\/p>\n<p>\u56fe18 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u53cc\u6392\u505c\u8f66<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260226094350-69a015d6dcbf7.png\" width=\"1452\" \/><\/p>\n<p>\u56fe19 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u6d88\u9632\u901a\u9053\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26aktrdbq1cab.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u4eba\u884c\u9053\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26nc3ovrkb5az.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u6591\u9a6c\u7ebf\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26o0wk4b213cb.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u516c\u4ea4\u7ad9\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26thvm33fj5tl.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u7981\u505c\u533a\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26t3intgoeblz.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u4eba\u884c\u9053\u8fdd\u505c<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26dpgn5vffx04.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u53cc\u6392\u505c\u8f66<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-02-26q4iyrt2mfal.png\" width=\"1452\" \/><\/p>\n<p>\u56fe20 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u6d88\u9632\u901a\u9053\u8fdd\u505c<\/p>\n<p>\u6570\u636e\u5206\u6790\u6a21\u5757&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"782\" src=\"2026-02-260qs3pbb4l1c.png\" width=\"1102\" \/><\/p>\n<p>\u56fe39 \u6570\u636e\u6982\u89c8<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"782\" src=\"2026-02-26f5rn2nkoxyr.png\" width=\"1102\" \/><\/p>\n<p>\u56fe40 \u884c\u4e3a\u5206\u6790<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"782\" src=\"2026-02-26gvf5wn0ct01.png\" width=\"1102\" \/><\/p>\n<p>\u56fe41 \u8be6\u7ec6\u8bb0\u5f55<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"782\" src=\"2026-02-26gsk4jhdlky3.png\" width=\"1102\" \/><\/p>\n<p>\u56fe42 \u6e05\u7a7a\u8bb0\u5f55<\/p>\n<h3>\u6570\u636e\u96c6\u4e0e\u8bad\u7ec3<\/h3>\n<p>\u672c\u7ae0\u4ecb\u7ecd\u4e86\u8fdd\u7ae0\u505c\u8f66\u68c0\u6d4b\u6570\u636e\u96c6\u7684\u6784\u5efa\u8fc7\u7a0b\u3001\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u4e0e\u914d\u7f6e&#xff0c;\u4ee5\u53caYOLO11n\u57fa\u7ebf\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8fbe\u523099.5%\u7684mAP&#064;0.5\u548c96.8%\u7684mAP&#064;0.5:0.95\u7684\u68c0\u6d4b\u6027\u80fd\u3002\u6570\u636e\u96c6\u5305\u542b2,313\u5f20\u9ad8\u8d28\u91cf\u6807\u6ce8\u56fe\u50cf&#xff08;\u8bad\u7ec3\u96c61,619\u5f20\u3001\u9a8c\u8bc1\u96c6462\u5f20\u3001\u6d4b\u8bd5\u96c6232\u5f20&#xff09;&#xff0c;\u6db5\u76d66\u4e2a\u8fdd\u7ae0\u505c\u8f66\u7c7b\u522b&#xff08;\u4eba\u884c\u9053\u8fdd\u505c\u3001\u7981\u505c\u533a\u8fdd\u505c\u3001\u53cc\u6392\u505c\u8f66\u3001\u6591\u9a6c\u7ebf\u8fdd\u505c\u3001\u6d88\u9632\u901a\u9053\u8fdd\u505c\u3001\u516c\u4ea4\u7ad9\u8fdd\u505c&#xff09;&#xff0c;\u7ecf\u8fc7150\u8f6e\u5145\u5206\u8bad\u7ec3&#xff0c;\u6a21\u578b\u7cbe\u786e\u7387\u8fbe99.2%\u3001\u53ec\u56de\u7387\u8fbe99.5%&#xff0c;\u5c55\u73b0\u51fa\u53ef\u9760\u7684\u68c0\u6d4b\u80fd\u529b\u548c\u5b9e\u7528\u4ef7\u503c<\/p>\n<h4>\u6570\u636e\u96c6\u6784\u5efa<\/h4>\n<p>\u672c\u7814\u7a76\u4f7f\u7528\u7684\u662f\u8fdd\u7ae0\u505c\u8f66\u68c0\u6d4b\u6570\u636e\u96c6&#xff0c;\u8be5\u6570\u636e\u96c6\u4e13\u95e8\u9488\u5bf9\u57ce\u5e02\u9053\u8def\u573a\u666f\u4e2d\u8f66\u8f86\u7684\u4e0d\u540c\u8fdd\u505c\u884c\u4e3a\u8fdb\u884c\u6807\u6ce8\u3002\u6570\u636e\u96c6\u5305\u542b\u57ce\u5e02\u4e3b\u5e72\u9053\u3001\u652f\u8def\u3001\u5546\u4e1a\u533a\u3001\u4f4f\u5b85\u533a\u7b49\u591a\u79cd\u9053\u8def\u573a\u666f\u4e0b\u7684\u56fe\u50cf&#xff0c;\u6db5\u76d6\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u3001\u4e0d\u540c\u62cd\u6444\u89d2\u5ea6\u548c\u4ea4\u901a\u5bc6\u5ea6&#xff0c;\u5305\u542b6\u4e2a\u8fdd\u7ae0\u505c\u8f66\u7c7b\u522b&#xff08;\u4eba\u884c\u9053\u8fdd\u505c\u3001\u7981\u505c\u533a\u8fdd\u505c\u3001\u53cc\u6392\u505c\u8f66\u3001\u6591\u9a6c\u7ebf\u8fdd\u505c\u3001\u6d88\u9632\u901a\u9053\u8fdd\u505c\u3001\u516c\u4ea4\u7ad9\u8fdd\u505c&#xff09;&#xff0c;\u5177\u6709\u8f83\u5f3a\u7684\u573a\u666f\u591a\u6837\u6027\u548c\u5b9e\u7528\u4ef7\u503c\u3002\u6570\u636e\u96c6\u5171\u5305\u542b2,313\u5f20\u9ad8\u8d28\u91cf\u6807\u6ce8\u56fe\u50cf&#xff08;6,606\u4e2a\u6807\u6ce8\u6846&#xff09;&#xff0c;\u6309\u7167\u7ea67:2:1\u7684\u6bd4\u4f8b\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6&#xff08;1,619\u5f20&#xff09;\u3001\u9a8c\u8bc1\u96c6&#xff08;462\u5f20&#xff09;\u548c\u6d4b\u8bd5\u96c6&#xff08;232\u5f20&#xff09;&#xff0c;\u4e3a\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\u63d0\u4f9b\u4e86\u5145\u8db3\u7684\u6570\u636e\u652f\u6491\u3002\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"452\" src=\"2026-02-26jgcinb1frgg.jpg\" width=\"1322\" \/><\/p>\n<p>\u56fe43 \u6570\u636e\u96c6\u5212\u5206\u53ca\u7c7b\u522b\u4fe1\u606f\u7edf\u8ba1\u793a\u610f\u56fe<\/p>\n<p>\u6570\u636e\u96c6\u7279\u70b9&#xff1a;<\/p>\n<p>\u6570\u636e\u96c6\u6db5\u76d6\u57ce\u5e02\u9053\u8def\u573a\u666f&#xff0c;\u5305\u542b\u4e0d\u540c\u5149\u7167\u3001\u89d2\u5ea6\u548c\u4ea4\u901a\u5bc6\u5ea6\u6761\u4ef6\u4e0b\u7684\u516d\u7c7b\u8fdd\u7ae0\u505c\u8f66\u884c\u4e3a\u6807\u6ce8&#xff0c;\u51712,313\u5f20\u56fe\u50cf&#xff08;6,606\u4e2a\u6807\u6ce8\u6846&#xff09;\u3002<\/p>\n<p>\u6570\u636e\u96c6\u5212\u5206&#xff1a;<\/p>\n<p>\u6570\u636e\u96c6\u6309\u7167\u7ea6 70:20:10 \u7684\u6bd4\u4f8b\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"304\" src=\"2026-02-26qctxik1321n.png\" width=\"1045\" \/><\/p>\n<p>\u88681 \u6570\u636e\u96c6\u5212\u5206\u53ca\u7528\u9014\u8bf4\u660e<\/p>\n<p>\u8bad\u7ec3\u96c6\u7528\u4e8e\u6a21\u578b\u7684\u53c2\u6570\u5b66\u4e60\u548c\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u8bad\u7ec3\u3002\u9a8c\u8bc1\u96c6\u7528\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6027\u80fd\u76d1\u63a7\u548c\u8d85\u53c2\u6570\u8c03\u4f18&#xff0c;\u5e2e\u52a9\u9009\u62e9\u6700\u4f18\u6a21\u578b\u3002\u6d4b\u8bd5\u96c6\u7528\u4e8e\u6700\u7ec8\u7684\u6027\u80fd\u8bc4\u4f30&#xff0c;\u786e\u4fdd\u6a21\u578b\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"464\" src=\"2026-02-26mzuxk5gdfu2.png\" width=\"1051\" \/><\/p>\n<p>\u56fe44 \u6570\u636e\u96c6\u5728\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u96c6\u4e0a\u7684\u5206\u5e03<\/p>\n<p>\u6570\u636e\u96c6\u8d28\u91cf\u4fdd\u8bc1&#xff1a;<\/p>\n<p>\u4e3a\u4e86\u786e\u4fdd\u5b9e\u9a8c\u6570\u636e\u7684\u53ef\u9760\u6027\u548c\u6709\u6548\u6027&#xff0c;\u672c\u7814\u7a76\u7684\u6570\u636e\u96c6\u7ecf\u8fc7\u4e25\u683c\u7684\u8d28\u91cf\u63a7\u5236\u3002\u6240\u6709\u56fe\u50cf\u5747\u65e0\u635f\u574f\u6216\u65e0\u6548\u80cc\u666f&#xff0c;\u4fdd\u8bc1\u4e86\u6570\u636e\u7684\u5b8c\u6574\u6027\u3002\u6807\u6ce8\u5de5\u4f5c\u7ecf\u8fc7\u591a\u8f6e\u4eba\u5de5\u5ba1\u6838&#xff0c;\u786e\u4fdd\u8fb9\u754c\u6846\u5b9a\u4f4d\u7cbe\u786e&#xff0c;\u7c7b\u522b\u6807\u6ce8\u4e00\u81f4\u4e14\u7b26\u5408\u5b9a\u4e49\u6807\u51c6\u3002\u8fd9\u4e9b\u63aa\u65bd\u6709\u6548\u63d0\u5347\u4e86\u6570\u636e\u96c6\u7684\u8d28\u91cf&#xff0c;\u4e3a\u6a21\u578b\u8bad\u7ec3\u548c\u6027\u80fd\u8bc4\u4f30\u63d0\u4f9b\u4e86\u53ef\u9760\u4fdd\u969c\u3002<\/p>\n<h4>\u8bad\u7ec3\u6d41\u7a0b<\/h4>\n<p>\u6a21\u578b\u8bad\u7ec3\u91c7\u7528\u7aef\u5230\u7aef\u7684\u65b9\u5f0f&#xff0c;\u9996\u5148\u52a0\u8f7d\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406&#xff0c;\u7136\u540e\u52a0\u8f7dYOLOv11\u9884\u8bad\u7ec3\u6743\u91cd\u8fdb\u884c\u6a21\u578b\u521d\u59cb\u5316&#xff0c;\u63a5\u7740\u4f7f\u7528SGD\u4f18\u5316\u5668\u8fdb\u884c150\u8f6e\u8fed\u4ee3\u8bad\u7ec3&#xff0c;\u6bcf\u8f6e\u8bad\u7ec3\u540e\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8bc4\u4f30\u6027\u80fd\u6307\u6807&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u4fdd\u5b58\u9a8c\u8bc1\u96c6\u4e0a\u6027\u80fd\u6700\u4f73\u7684\u6a21\u578b\u6743\u91cd&#xff0c;\u6700\u7ec8\u8f93\u51fa\u5b8c\u6574\u7684\u6027\u80fd\u6307\u6807\u548c\u8bad\u7ec3\u66f2\u7ebf\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"2397\" src=\"2026-02-26sp2hzkvqkax.jpg\" width=\"1402\" \/><\/p>\n<p>\u56fe45 \u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b<\/p>\n<p>\u8bad\u7ec3\u6d41\u7a0b&#xff1a; 1. \u5f00\u59cb\u8bad\u7ec3 \u2192 \u52a0\u8f7d\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406 2. \u6a21\u578b\u521d\u59cb\u5316 \u2192 \u52a0\u8f7dYOLOv11\u9884\u8bad\u7ec3\u6743\u91cd&#xff08;yolo11n.pt&#xff09;&#xff0c;\u4f7f\u7528\u6807\u51c6YOLOv11\u67b6\u6784 3. \u6a21\u578b\u8bad\u7ec3 \u2192 \u4f7f\u7528SGD\u4f18\u5316\u5668\u8fdb\u884c150\u8f6e\u8fed\u4ee3\u8bad\u7ec3&#xff0c;\u5e94\u7528\u6570\u636e\u589e\u5f3a\u6280\u672f 4. \u6a21\u578b\u9a8c\u8bc1 \u2192 \u6bcf\u8f6e\u8bad\u7ec3\u540e\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8bc4\u4f30\u6027\u80fd\u6307\u6807&#xff08;Precision, Recall, mAP&#064;0.5, mAP&#064;0.5:0.95&#xff09; 5. \u6700\u4f73\u6a21\u578b\u4fdd\u5b58 \u2192 \u7cfb\u7edf\u81ea\u52a8\u76d1\u63a7\u9a8c\u8bc1\u6027\u80fd&#xff0c;\u4fdd\u5b58\u9a8c\u8bc1\u96c6\u4e0a\u6027\u80fd\u6700\u4f73\u7684\u6a21\u578b\u6743\u91cd&#xff08;best.pt&#xff09; 6. \u8bad\u7ec3\u5b8c\u6210 \u2192 \u8f93\u51fa\u5b8c\u6574\u7684\u6027\u80fd\u6307\u6807\u62a5\u544a\u548c\u8bad\u7ec3\u66f2\u7ebf\u56fe<\/p>\n<h4>\u8bad\u7ec3\u914d\u7f6e<\/h4>\n<p>\u786c\u4ef6\u73af\u5883: \u00a0<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"432\" src=\"2026-02-261h0u4u5s5mc.jpg\" width=\"2139\" \/><\/p>\n<p> \u8f6f\u4ef6\u73af\u5883 \u00a0<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"431\" src=\"2026-02-26w0r0xiydc0g.jpg\" width=\"2139\" \/><\/p>\n<p> \u8bad\u7ec3\u8d85\u53c2\u6570 \u00a0<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"715\" src=\"2026-02-26euyd4k5stsi.png\" width=\"1047\" \/><\/p>\n<p> \u6570\u636e\u589e\u5f3a\u7b56\u7565<\/p>\n<p>\u4e3a\u63d0\u9ad8\u6a21\u578b\u6cdb\u5316\u80fd\u529b&#xff0c;\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u91c7\u7528\u4ee5\u4e0b\u6570\u636e\u589e\u5f3a\u65b9\u6cd5&#xff1a;Mosaic\u589e\u5f3a\u5c064\u5f20\u56fe\u50cf\u62fc\u63a5\u6210\u4e00\u5f20\u4ee5\u589e\u52a0\u5c0f\u76ee\u6807\u68c0\u6d4b\u80fd\u529b&#xff1b;\u968f\u673a\u7ffb\u8f6c\u4ee550%\u7684\u6982\u7387\u5bf9\u56fe\u50cf\u8fdb\u884c\u6c34\u5e73\u7ffb\u8f6c&#xff1b;\u968f\u673a\u7f29\u653e\u57280.5-1.5\u500d\u8303\u56f4\u5185\u8c03\u6574\u56fe\u50cf\u5c3a\u5bf8&#xff1b;\u8272\u5f69\u6296\u52a8\u5728HSV\u8272\u5f69\u7a7a\u95f4\u8fdb\u884c\u968f\u673a\u8c03\u6574&#xff0c;\u5176\u4e2d\u8272\u8c03&#xff08;Hue&#xff09;\u8c03\u6574\u8303\u56f4\u4e3a\u00b10.015\u3001\u9971\u548c\u5ea6&#xff08;Saturation&#xff09;\u4e3a\u00b10.7\u3001\u660e\u5ea6&#xff08;Value&#xff09;\u4e3a\u00b10.4&#xff1b;\u968f\u673a\u5e73\u79fb\u5728\u00b110%\u8303\u56f4\u5185\u5bf9\u56fe\u50cf\u8fdb\u884c\u4f4d\u7f6e\u504f\u79fb\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1280\" src=\"2026-02-26j5qsrqz1vvp.jpg\" width=\"1430\" \/><\/p>\n<p>\u56fe46 \u6570\u636e\u96c6\u56fe\u50cf\u589e\u5f3a\u65b9\u6cd5<\/p>\n<p>\u5b66\u4e60\u7387\u8c03\u5ea6\u7b56\u7565<\/p>\n<p>\u5b66\u4e60\u7387\u8c03\u5ea6\u7b56\u7565\u91c7\u7528\u7ebf\u6027\u8870\u51cf\u65b9\u5f0f&#xff0c;\u524d3\u4e2aepoch\u8fdb\u884cwarmup\u9884\u70ed&#xff0c;\u5b66\u4e60\u7387\u4ece0\u7ebf\u6027\u589e\u957f\u5230\u521d\u59cb\u5b66\u4e60\u73870.01&#xff0c;\u4e4b\u540e\u6309\u7ebf\u6027\u65b9\u5f0f\u4ece0.01\u9010\u6b65\u8870\u51cf\u5230\u6700\u7ec8\u5b66\u4e60\u73870.0001\u3002<\/p>\n<h4>\u8bad\u7ec3\u7ed3\u679c<\/h4>\n<p>\u6027\u80fd\u6307\u6807&#xff1a;<\/p>\n<p>\u7ecf\u8fc7150\u8f6e\u8bad\u7ec3&#xff0c;YOLO11n\u57fa\u7ebf\u6a21\u578b\u5728\u8fdd\u7ae0\u505c\u8f66\u68c0\u6d4b\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"543\" src=\"2026-02-26ljdayactqzn.png\" width=\"1050\" \/><\/p>\n<p>\u8bad\u7ec3\u66f2\u7ebf\u5206\u6790&#xff1a;<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u6a21\u578b\u5728150\u8f6e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u5b8c\u6574\u6027\u80fd\u53d8\u5316&#xff0c;\u5305\u62ec\u635f\u5931\u51fd\u6570\u66f2\u7ebf\u548c\u7cbe\u5ea6\u6307\u6807\u66f2\u7ebf&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1200\" src=\"2026-02-26mcj55pyjvtk.png\" width=\"2400\" \/><\/p>\n<p>\u56fe47 \u8bad\u7ec3\u66f2\u7ebf\u5206\u6790<\/p>\n<p>\u56fe\u4e2d\u5c55\u793a\u4e8610\u4e2a\u5173\u952e\u6307\u6807\u7684\u8bad\u7ec3\u8fc7\u7a0b&#xff1a;\u8bad\u7ec3\u635f\u5931&#xff08;box\/cls\/dfl&#xff09;\u3001\u9a8c\u8bc1\u635f\u5931&#xff08;box\/cls\/dfl&#xff09;\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u3001mAP&#064;50\u548cmAP&#064;50-95<\/p>\n<p>&#xff08;1&#xff09;\u635f\u5931\u51fd\u6570\u66f2\u7ebf<\/p>\n<p>\u4ece\u8bad\u7ec3\u66f2\u7ebf\u56fe\u53ef\u4ee5\u770b\u51fa&#xff0c;\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u635f\u5931\u51fd\u6570\u5448\u73b0\u7a33\u5b9a\u4e0b\u964d\u8d8b\u52bf&#xff1a;train\/box_loss\u4ece0.95\u964d\u81f30.29&#xff0c;train\/cls_loss\u4ece2.90\u964d\u81f30.19&#xff0c;train\/dfl_loss\u4ece1.02\u964d\u81f30.79&#xff1b;\u9a8c\u8bc1\u96c6\u635f\u5931\u8d70\u52bf\u4e00\u81f4&#xff0c;val\/box_loss\u4ece0.81\u964d\u81f30.29&#xff0c;val\/cls_loss\u4ece1.82\u964d\u81f30.18&#xff0c;val\/dfl_loss\u4ece0.93\u964d\u81f30.77&#xff0c;\u66f2\u7ebf\u5e73\u6ed1\u65e0\u8fc7\u62df\u5408\u3002\u7cbe\u5ea6\u6307\u6807\u65b9\u9762&#xff0c;Precision\u7a33\u5b9a\u572899.2%&#xff0c;Recall\u8fbe\u523099.5%&#xff0c;mAP&#064;50\u7a33\u5b9a\u572899.5%&#xff0c;mAP&#064;50-95\u4ece48.94%\u7ecf\u5feb\u901f\u4e0a\u5347&#xff08;1-30\u8f6e\u81f391.72%&#xff09;\u3001\u7a33\u5b9a\u63d0\u5347&#xff08;30-90\u8f6e\u81f395.63%&#xff09;\u548c\u6536\u655b\u9636\u6bb5&#xff08;90-150\u8f6e&#xff09;&#xff0c;\u6700\u7ec8\u8fbe\u523096.73%\u3002<\/p>\n<p>&#xff08;2&#xff09;\u7cbe\u5ea6\u6307\u6807\u66f2\u7ebf<\/p>\n<p>Precision\u66f2\u7ebf\u4ece\u521d\u59cb\u503c\u5feb\u901f\u4e0a\u5347&#xff0c;\u6700\u7ec8\u7a33\u5b9a\u572899.2%&#xff1b;Recall\u66f2\u7ebf\u7a33\u6b65\u63d0\u5347&#xff0c;\u6700\u7ec8\u8fbe\u523099.5%&#xff1b;mAP&#064;50\u66f2\u7ebf\u5feb\u901f\u4e0a\u5347&#xff0c;\u6700\u7ec8\u7a33\u5b9a\u572899.5%&#xff1b;mAP&#064;50-95\u66f2\u7ebf\u4ece\u521d\u59cb\u768448.94%\u6301\u7eed\u4e0a\u5347&#xff0c;\u7ecf\u5386\u5feb\u901f\u4e0a\u5347\u9636\u6bb5&#xff08;1-30\u8f6e&#xff0c;\u63d0\u5347\u81f391.72%&#xff09;\u3001\u7a33\u5b9a\u63d0\u5347\u9636\u6bb5&#xff08;30-90\u8f6e&#xff0c;\u63d0\u5347\u81f395.63%&#xff09;\u548c\u6536\u655b\u7a33\u5b9a\u9636\u6bb5&#xff08;90-150\u8f6e&#xff09;&#xff0c;\u6700\u7ec8\u8fbe\u523096.73%\u3002<\/p>\n<p>&#xff08;3&#xff09;Precision-Recall \u66f2\u7ebf<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1500\" src=\"2026-02-26mpskze3mlh2.png\" width=\"2250\" \/><\/p>\n<p>\u56fe48 Precision-Recall \u66f2\u7ebf<\/p>\n<p>\u5c55\u793a\u6a21\u578b\u5728\u4e0d\u540c\u7f6e\u4fe1\u5ea6\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u5173\u7cfb&#xff0c;all classes mAP&#064;0.5\u8fbe\u52300.995<\/p>\n<p>&#xff08;4&#xff09;\u6df7\u6dc6\u77e9\u9635&#xff08;\u5f52\u4e00\u5316&#xff09;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1920\" src=\"2026-02-2612kizvoakmq.png\" width=\"2560\" \/><\/p>\n<p>\u56fe49 \u5f52\u4e00\u5316\u6df7\u6dc6\u77e9\u9635<\/p>\n<p>\u5f52\u4e00\u5316\u6df7\u6dc6\u77e9\u9635\u5c55\u793a\u6a21\u578b\u7684\u5206\u7c7b\u51c6\u786e\u6027<\/p>\n<h4>\u6700\u4f73\u6a21\u578b\u9009\u62e9<\/h4>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u4fdd\u5b58\u9a8c\u8bc1\u96c6\u4e0a\u6027\u80fd\u6700\u4f73\u7684\u6a21\u578b&#xff0c;\u6700\u4f73\u6a21\u578b\u51fa\u73b0\u5728\u7b2c135\u8f6e&#xff08;mAP&#064;50-95\u8fbe\u5230\u5cf0\u503c96.83%&#xff09;&#xff0c;\u4fdd\u5b58\u8def\u5f84\u4e3aruns\/train\/yolo11\/weights\/best.pt&#xff0c;\u9009\u62e9\u6807\u51c6\u4e3a\u9a8c\u8bc1\u96c6mAP&#064;50:0.95\u6307\u6807\u6700\u9ad8\u3002<\/p>\n<h4>\u8bad\u7ec3\u7a33\u5b9a\u6027\u5206\u6790<\/h4>\n<ul>\n<li>\u6536\u655b\u901f\u5ea6&#xff1a;\u524d30\u8f6e\u5feb\u901f\u6536\u655b&#xff08;48.94%\u219291.72%&#xff09;&#xff0c;30-90\u8f6e\u7a33\u5b9a\u63d0\u5347&#xff0c;90\u8f6e\u540e\u6536\u655b<\/li>\n<li>\u8fc7\u62df\u5408\u63a7\u5236&#xff1a;\u8bad\u7ec3\u96c6\u4e0e\u9a8c\u8bc1\u96c6\u635f\u5931\u8d70\u52bf\u4e00\u81f4&#xff0c;\u65e0\u8fc7\u62df\u5408<\/li>\n<li>\u8bad\u7ec3\u7a33\u5b9a\u6027&#xff1a;\u635f\u5931\u66f2\u7ebf\u5e73\u6ed1&#xff0c;\u5b66\u4e60\u7387\u9010\u6b65\u8870\u51cf&#xff0c;\u8bad\u7ec3\u7a33\u5b9a<\/li>\n<li>\u6700\u7ec8\u72b6\u6001&#xff1a;\u6700\u4f73\u6a21\u578b\u7b2c135\u8f6e&#xff0c;mAP&#064;50-95\u8fbe96.83%<\/li>\n<\/ul>\n<h3>\u9879\u76ee\u8d44\u6e90<\/h3>\n<p>\u6211\u4eec\u63d0\u4f9b\u9879\u76ee\u7684\u5b8c\u6574\u6280\u672f\u8d44\u6e90&#xff0c;\u5305\u62ec\u6e90\u4ee3\u7801\u3001\u8bad\u7ec3\u811a\u672c\u3001\u914d\u7f6e\u6587\u4ef6\u3001\u6570\u636e\u96c6\u548c\u6a21\u578b\u6743\u91cd\u7b49\u5168\u90e8\u5185\u5bb9\u3002\u4ee3\u7801\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u7ed3\u6784\u6e05\u6670&#xff0c;\u6ce8\u91ca\u5b8c\u5584&#xff0c;\u652f\u6301\u5b8c\u5168\u590d\u73b0\u8bba\u6587\u4e2d\u7684\u6240\u6709\u5b9e\u9a8c\u7ed3\u679c\u3002\u9879\u76ee\u63d0\u4f9b\u8be6\u7ec6\u7684\u6587\u4ef6\u6e05\u5355\u548c\u6280\u672f\u67b6\u6784\u8bf4\u660e(\u7f51\u9875\u5df2\u7ecf\u63d0\u4f9b)&#xff0c;\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u7406\u89e3\u9879\u76ee\u7ed3\u6784&#xff0c;\u4fbf\u4e8e\u4e8c\u6b21\u5f00\u53d1\u548c\u529f\u80fd\u6269\u5c55\u3002\u6240\u6709\u8d44\u6e90\u5747\u5df2\u5f00\u6e90&#xff0c;\u9075\u5faaAGPL-3.0\u534f\u8bae&#xff0c;\u7528\u6237\u53ef\u81ea\u7531\u4f7f\u7528\u3001\u4fee\u6539\u548c\u5206\u53d1\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"369\" src=\"2026-02-26e0uzbvwwwys.jpg\" width=\"2111\" \/><\/p>\n<h3>\u5173\u4e8e\u9879\u76ee<\/h3>\n<p>\u672c\u9879\u76ee\u662f\u4e00\u4e2a\u57fa\u4e8eYOLO11n\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8fdd\u7ae0\u505c\u8f66\u5b9e\u65f6\u68c0\u6d4b\u7cfb\u7edf&#xff0c;\u91c7\u7528PySide6\u6784\u5efa\u56fe\u5f62\u754c\u9762&#xff0c;\u652f\u6301\u56fe\u7247\/\u89c6\u9891\/\u6444\u50cf\u5934\u4e09\u79cd\u68c0\u6d4b\u6a21\u5f0f&#xff0c;\u53ef\u8bc6\u522b6\u7c7b\u8fdd\u7ae0\u505c\u8f66\u884c\u4e3a\u5e76\u63d0\u4f9b\u4e24\u7ea7\u98ce\u9669\u8bc4\u4f30\u3001\u8bed\u97f3\u62a5\u8b66\u548c\u5904\u7f5a\u901a\u77e5\u529f\u80fd\u3002<\/p>\n<h4>\u9879\u76ee\u80cc\u666f<\/h4>\n<p>\u968f\u7740\u57ce\u5e02\u673a\u52a8\u8f66\u4fdd\u6709\u91cf\u6301\u7eed\u589e\u957f&#xff0c;\u8fdd\u7ae0\u505c\u8f66\u95ee\u9898\u65e5\u76ca\u4e25\u91cd&#xff0c;\u4f20\u7edf\u4eba\u5de5\u5de1\u67e5\u65b9\u5f0f\u6548\u7387\u4f4e\u3001\u8986\u76d6\u8303\u56f4\u6709\u9650&#xff0c;\u4e9f\u9700\u501f\u52a9\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5b9e\u73b0\u8fdd\u7ae0\u505c\u8f66\u884c\u4e3a\u7684\u81ea\u52a8\u5316\u3001\u667a\u80fd\u5316\u68c0\u6d4b\u3002<\/p>\n<h4>\u4f5c\u8005\u4fe1\u606f<\/h4>\n<p>\u4f5c\u8005&#xff1a;Bob (\u5f20\u5bb6\u6881) \u9879\u76ee\u7f16\u53f7&#xff1a;YOLO_7 &amp; Datasets-5 \u539f\u521b\u58f0\u660e&#xff1a;\u672c\u9879\u76ee\u4e3a\u539f\u521b\u4f5c\u54c1<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9879\u76ee\u7b80\u4ecb<br \/>\n\u672c\u7cfb\u7edf\u662f\u4e00\u5957\u57fa\u4e8eYOLOv11n\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8fdd\u7ae0\u505c\u8f66\u667a\u80fd\u68c0\u6d4b\u5e73\u53f0&#xff0c;\u652f\u6301\u56fe\u7247\u3001\u89c6\u9891\u548c\u6444\u50cf\u5934\u5b9e\u65f6\u68c0\u6d4b6\u7c7b\u8fdd\u505c\u884c\u4e3a&#xff0c;\u5e76\u96c6\u6210\u98ce\u9669\u9884\u8b66\u3001\u5904\u7f5a\u63d0\u793a\u3001\u8bed\u97f3\u62a5\u8b66\u548c\u6570\u636e\u5206\u6790\u529f\u80fd\u3002<br \/>\n\u9879\u76ee\u65b9\u6848&#xff1a;\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8fdd\u7ae0\u505c\u8f66\u68c0\u6d4b\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<br \/>\n\u7cfb\u7edf\u6982\u8ff0<br \/>\n\u8fdd\u7ae0\u505c\u8f66\u662f\u5f53\u524d\u57ce\u5e02\u4ea4\u901a\u7ba1\u7406\u4e2d\u7684\u7a81\u51fa\u95ee\u9898\u4e4b\u4e00\u3002\u968f\u7740\u6211\u56fd\u673a\u52a8\u8f66\u4fdd\u6709\u91cf\u6301\u7eed\u6500\u5347&#xff0c;\u8fdd\u7ae0\u505c\u8f66\u73b0\u8c61\u65e5\u8d8b\u666e\u904d&#xff0c;\u4e25\u91cd\u5f71\u54cd\u9053\u8def\u901a\u884c\u6548\u7387&#xff0c;\u963b\u788d\u6d88\u9632\u5e94\u6025\u901a\u9053&#xff0c;<\/p>\n","protected":false},"author":2,"featured_media":78230,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[8626,8628,8629,8627,8625,50,86],"topic":[],"class_list":["post-78250","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-8626","tag-8628","tag-8629","tag-8627","tag-8625","tag-50","tag-86"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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