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\u8da3\u7684\u8bdd\u53ef\u4ee5\u81ea\u884c\u79fb\u6b65\u9605\u8bfb\u5373\u53ef&#xff1a;<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv5\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv6\u5168\u7cfb\u5217\u3010n\/s\/m\/l\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv7\u5168\u7cfb\u5217\u3010tiny\/yolov7\/yolov7x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv8\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv9\u5168\u7cfb\u5217\u3010yolov9\/t\/s\/m\/c\/e\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv10\u5168\u7cfb\u5217\u3010n\/s\/m\/b\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u300aAI\u8d4b\u80fd\u76fe\u6784\u96a7\u9053\u5de1\u68c0\u5f00\u542f\u57fa\u5efa\u5b89\u5168\u65b0\u7bc7\u7ae0&#xff0c;\u57fa\u4e8eYOLOv11\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efaAI\u96a7\u9053\u76fe\u6784\u573a\u666f\u4e0b\u76fe\u6784\u7ba1\u58c1\u7f3a\u9677\u75c5\u5bb3\u5f02\u5e38\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u672c\u6587\u4e3b\u8981\u662f\u60f3\u8981\u57fa\u4e8eYOLOv12\u7cfb\u5217\u7684\u6a21\u578b\u6765\u8fdb\u884c\u76f8\u5e94\u7684\u5f00\u53d1\u5b9e\u8df5&#xff0c;\u9996\u5148\u770b\u4e0b\u5b9e\u4f8b\u6548\u679c&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1032\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111831-697f36879df29.gif\" width=\"1920\" \/><\/p>\n<p>\u7b80\u5355\u770b\u4e0b\u6570\u636e\u96c6\u5b9e\u4f8b&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1112\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111832-697f36886f3f0.png\" width=\"1562\" \/><\/p>\n<p>YOLO\u7cfb\u5217\u6700\u8fd1\u7684\u8fed\u4ee3\u901f\u5ea6\u4e0d\u53ef\u8c13\u4e0d\u5feb&#xff0c;\u53ef\u80fd\u611f\u89c9YOLOv11\u90fd\u8fd8\u6ca1\u6709\u63a8\u51fa\u591a\u4e45&#xff0c;YOLOv12\u5c31\u8fd9\u4e48\u6c34\u7075\u7075\u5730\u6765\u4e86&#xff0c;\u4e0b\u9762\u662f\u5bf9YOLOv12\u8bba\u6587\u7684\u9605\u8bfb\u8bb0\u5f55&#xff0c;\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u81ea\u884c\u79fb\u6b65\u9605\u8bfb\u5373\u53ef&#xff1a;<\/p>\n<p>\u300a\u5377\u51fa\u706b\u82b1\u7ee7\u7eed\u98de\u5347&#xff0c;YOLO\u5bb6\u65cf\u6700\u65b0\u6210\u5458YOLOv12\u91cd\u78c5\u53d1\u5e03\u2014\u2014YOLOv12: Attention-Centric Real-Time Object Detectors\u4ee5\u6ce8\u610f\u529b\u4e3a\u4e2d\u5fc3\u7684\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u5668\u300b<\/p>\n<p>\u5b98\u65b9\u53d1\u5e03\u7684\u9884\u8bad\u7ec3\u6743\u91cd\u5982\u4e0b&#xff1a;<\/p>\n<p>Turbo (default):<\/p>\n<table>\n<tr>Model (det)size (pixels)mAPval 50-95Speed (ms) T4 TensorRT10params (M)FLOPs (G)<\/tr>\n<tbody>\n<tr>\n<td>YOLO12n<\/td>\n<td>640<\/td>\n<td>40.4<\/td>\n<td>1.60<\/td>\n<td>2.5<\/td>\n<td>6.0<\/td>\n<\/tr>\n<tr>\n<td>YOLO12s<\/td>\n<td>640<\/td>\n<td>47.6<\/td>\n<td>2.42<\/td>\n<td>9.1<\/td>\n<td>19.4<\/td>\n<\/tr>\n<tr>\n<td>YOLO12m<\/td>\n<td>640<\/td>\n<td>52.5<\/td>\n<td>4.27<\/td>\n<td>19.6<\/td>\n<td>59.8<\/td>\n<\/tr>\n<tr>\n<td>YOLO12l<\/td>\n<td>640<\/td>\n<td>53.8<\/td>\n<td>5.83<\/td>\n<td>26.5<\/td>\n<td>82.4<\/td>\n<\/tr>\n<tr>\n<td>YOLO12x<\/td>\n<td>640<\/td>\n<td>55.4<\/td>\n<td>10.38<\/td>\n<td>59.3<\/td>\n<td>184.6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>v1.0:<\/p>\n<table>\n<tr>Model (det)size (pixels)mAPval 50-95Speed (ms) T4 TensorRT10params (M)FLOPs (G)<\/tr>\n<tbody>\n<tr>\n<td>YOLO12n<\/td>\n<td>640<\/td>\n<td>40.6<\/td>\n<td>1.64<\/td>\n<td>2.6<\/td>\n<td>6.5<\/td>\n<\/tr>\n<tr>\n<td>YOLO12s<\/td>\n<td>640<\/td>\n<td>48.0<\/td>\n<td>2.61<\/td>\n<td>9.3<\/td>\n<td>21.4<\/td>\n<\/tr>\n<tr>\n<td>YOLO12m<\/td>\n<td>640<\/td>\n<td>52.5<\/td>\n<td>4.86<\/td>\n<td>20.2<\/td>\n<td>67.5<\/td>\n<\/tr>\n<tr>\n<td>YOLO12l<\/td>\n<td>640<\/td>\n<td>53.7<\/td>\n<td>6.77<\/td>\n<td>26.4<\/td>\n<td>88.9<\/td>\n<\/tr>\n<tr>\n<td>YOLO12x<\/td>\n<td>640<\/td>\n<td>55.2<\/td>\n<td>11.79<\/td>\n<td>59.1<\/td>\n<td>199.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Instance segmentation:<\/p>\n<table>\n<tr>Model (seg)size (pixels)mAPbox 50-95mAPmask 50-95Speed (ms) T4 TensorRT10params (M)FLOPs (G)<\/tr>\n<tbody>\n<tr>\n<td>YOLOv12n-seg<\/td>\n<td>640<\/td>\n<td>39.9<\/td>\n<td>32.8<\/td>\n<td>1.84<\/td>\n<td>2.8<\/td>\n<td>9.9<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12s-seg<\/td>\n<td>640<\/td>\n<td>47.5<\/td>\n<td>38.6<\/td>\n<td>2.84<\/td>\n<td>9.8<\/td>\n<td>33.4<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12m-seg<\/td>\n<td>640<\/td>\n<td>52.4<\/td>\n<td>42.3<\/td>\n<td>6.27<\/td>\n<td>21.9<\/td>\n<td>115.1<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12l-seg<\/td>\n<td>640<\/td>\n<td>54.0<\/td>\n<td>43.2<\/td>\n<td>7.61<\/td>\n<td>28.8<\/td>\n<td>137.7<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12x-seg<\/td>\n<td>640<\/td>\n<td>55.2<\/td>\n<td>44.2<\/td>\n<td>15.43<\/td>\n<td>64.5<\/td>\n<td>308.7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Classification:<\/p>\n<table>\n<tr>Model (cls)size (pixels)Acc. top-1Acc. top-5Speed (ms) T4 TensorRT10params (M)FLOPs (G)<\/tr>\n<tbody>\n<tr>\n<td>YOLOv12n-cls<\/td>\n<td>224<\/td>\n<td>71.7<\/td>\n<td>90.5<\/td>\n<td>1.27<\/td>\n<td>2.9<\/td>\n<td>0.5<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12s-cls<\/td>\n<td>224<\/td>\n<td>76.4<\/td>\n<td>93.3<\/td>\n<td>1.52<\/td>\n<td>7.2<\/td>\n<td>1.5<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12m-cls<\/td>\n<td>224<\/td>\n<td>78.8<\/td>\n<td>94.4<\/td>\n<td>2.03<\/td>\n<td>12.7<\/td>\n<td>4.5<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12l-cls<\/td>\n<td>224<\/td>\n<td>79.5<\/td>\n<td>94.5<\/td>\n<td>2.73<\/td>\n<td>16.8<\/td>\n<td>6.2<\/td>\n<\/tr>\n<tr>\n<td>YOLOv12x-cls<\/td>\n<td>224<\/td>\n<td>80.1<\/td>\n<td>95.3<\/td>\n<td>3.64<\/td>\n<td>35.5<\/td>\n<td>13.7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u5171\u63d0\u4f9b\u4e86n\u3001s\u3001m\u3001l\u548cx\u4e94\u6b3e\u4e0d\u540c\u53c2\u6570\u91cf\u7ea7\u7684\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u4fdd\u6301\u5b8c\u5168\u76f8\u540c\u7684\u5b9e\u9a8c\u53c2\u6570\u8bbe\u7f6e\u6765\u8fdb\u884c\u56db\u6b3e\u6a21\u578b\u7684\u5f00\u53d1\u8bad\u7ec3&#xff0c;\u7b49\u5f85\u8bad\u7ec3\u5b8c\u6210\u4e4b\u540e\u6211\u4eec\u6765\u6574\u4f53\u8fdb\u884c\u5404\u9879\u6307\u6807\u7684\u5bf9\u6bd4\u5206\u6790\u3002<\/p>\n<p>\u3010Precision\u66f2\u7ebf\u3011 \u7cbe\u786e\u7387\u66f2\u7ebf&#xff08;Precision Curve&#xff09;\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u8868\u73b0\u3002 \u7cbe\u786e\u7387&#xff08;Precision&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002\u53ec\u56de\u7387&#xff08;Recall&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u5b9e\u9645\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002 \u7ed8\u5236\u7cbe\u786e\u7387\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210\u7cbe\u786e\u7387\u66f2\u7ebf\u3002 \u6839\u636e\u7cbe\u786e\u7387\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 \u901a\u8fc7\u89c2\u5bdf\u7cbe\u786e\u7387\u66f2\u7ebf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u786e\u5b9a\u6700\u4f73\u7684\u9608\u503c&#xff0c;\u4ee5\u5e73\u8861\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002\u8f83\u9ad8\u7684\u7cbe\u786e\u7387\u610f\u5473\u7740\u8f83\u5c11\u7684\u8bef\u62a5&#xff0c;\u800c\u8f83\u9ad8\u7684\u53ec\u56de\u7387\u5219\u8868\u793a\u8f83\u5c11\u7684\u6f0f\u62a5\u3002\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6210\u672c\u6743\u8861&#xff0c;\u53ef\u4ee5\u5728\u66f2\u7ebf\u4e0a\u9009\u62e9\u5408\u9002\u7684\u64cd\u4f5c\u70b9\u6216\u9608\u503c\u3002 \u7cbe\u786e\u7387\u66f2\u7ebf\u901a\u5e38\u4e0e\u53ec\u56de\u7387\u66f2\u7ebf&#xff08;Recall Curve&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u5e76\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"566\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111833-697f3689bb035.png\" width=\"916\" \/><\/p>\n<p>\u3010Recall\u66f2\u7ebf\u3011 \u53ec\u56de\u7387\u66f2\u7ebf&#xff08;Recall Curve&#xff09;\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u548c\u5bf9\u5e94\u7684\u7cbe\u786e\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u8868\u73b0\u3002 \u53ec\u56de\u7387&#xff08;Recall&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u5b9e\u9645\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002\u53ec\u56de\u7387\u4e5f\u88ab\u79f0\u4e3a\u7075\u654f\u5ea6&#xff08;Sensitivity&#xff09;\u6216\u771f\u6b63\u4f8b\u7387&#xff08;True Positive Rate&#xff09;\u3002 \u7ed8\u5236\u53ec\u56de\u7387\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u53ec\u56de\u7387\u548c\u5bf9\u5e94\u7684\u7cbe\u786e\u7387\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210\u53ec\u56de\u7387\u66f2\u7ebf\u3002 \u6839\u636e\u53ec\u56de\u7387\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 \u901a\u8fc7\u89c2\u5bdf\u53ec\u56de\u7387\u66f2\u7ebf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u786e\u5b9a\u6700\u4f73\u7684\u9608\u503c&#xff0c;\u4ee5\u5e73\u8861\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u3002\u8f83\u9ad8\u7684\u53ec\u56de\u7387\u8868\u793a\u8f83\u5c11\u7684\u6f0f\u62a5&#xff0c;\u800c\u8f83\u9ad8\u7684\u7cbe\u786e\u7387\u610f\u5473\u7740\u8f83\u5c11\u7684\u8bef\u62a5\u3002\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6210\u672c\u6743\u8861&#xff0c;\u53ef\u4ee5\u5728\u66f2\u7ebf\u4e0a\u9009\u62e9\u5408\u9002\u7684\u64cd\u4f5c\u70b9\u6216\u9608\u503c\u3002 \u53ec\u56de\u7387\u66f2\u7ebf\u901a\u5e38\u4e0e\u7cbe\u786e\u7387\u66f2\u7ebf&#xff08;Precision Curve&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u5e76\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"562\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111833-697f3689ea9bc.png\" width=\"910\" \/><\/p>\n<p>\u3010mAP0.5\u3011 mAP0.5&#xff0c;\u4e5f\u88ab\u79f0\u4e3amAP&#064;0.5\u6216AP50&#xff0c;\u6307\u7684\u662f\u5f53Intersection over Union&#xff08;IoU&#xff09;\u9608\u503c\u4e3a0.5\u65f6\u7684\u5e73\u5747\u7cbe\u5ea6&#xff08;mean Average Precision&#xff09;\u3002IoU\u662f\u4e00\u4e2a\u7528\u4e8e\u8861\u91cf\u9884\u6d4b\u8fb9\u754c\u6846\u4e0e\u771f\u5b9e\u8fb9\u754c\u6846\u4e4b\u95f4\u91cd\u53e0\u7a0b\u5ea6\u7684\u6307\u6807&#xff0c;\u5176\u503c\u8303\u56f4\u57280\u52301\u4e4b\u95f4\u3002\u5f53IoU\u503c\u4e3a0.5\u65f6&#xff0c;\u610f\u5473\u7740\u9884\u6d4b\u6846\u4e0e\u771f\u5b9e\u6846\u81f3\u5c11\u670950%\u7684\u91cd\u53e0\u90e8\u5206\u3002 \u5728\u8ba1\u7b97mAP0.5\u65f6&#xff0c;\u9996\u5148\u4f1a\u4e3a\u6bcf\u4e2a\u7c7b\u522b\u8ba1\u7b97\u6240\u6709\u56fe\u7247\u7684AP&#xff08;Average Precision&#xff09;&#xff0c;\u7136\u540e\u5c06\u6240\u6709\u7c7b\u522b\u7684AP\u503c\u6c42\u5e73\u5747&#xff0c;\u5f97\u5230mAP0.5\u3002AP\u662fPrecision-Recall Curve\u66f2\u7ebf\u4e0b\u9762\u7684\u9762\u79ef&#xff0c;\u8fd9\u4e2a\u9762\u79ef\u8d8a\u5927&#xff0c;\u8bf4\u660eAP\u7684\u503c\u8d8a\u5927&#xff0c;\u7c7b\u522b\u7684\u68c0\u6d4b\u7cbe\u5ea6\u5c31\u8d8a\u9ad8\u3002 mAP0.5\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u7684\u6027\u80fd&#xff0c;\u5f53mAP0.5\u7684\u503c\u5f88\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u7b97\u6cd5\u80fd\u591f\u51c6\u786e\u68c0\u6d4b\u5230\u7269\u4f53\u7684\u4f4d\u7f6e&#xff0c;\u5e76\u4e14\u5c06\u5176\u4e0e\u771f\u5b9e\u6807\u6ce8\u6846\u7684IoU\u503c\u8d85\u8fc7\u4e86\u9608\u503c0.5\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"564\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111834-697f368a1c621.png\" width=\"904\" \/><\/p>\n<p>\u3010mAP0.5:0.95\u3011 mAP0.5:0.95&#xff0c;\u4e5f\u88ab\u79f0\u4e3amAP&#064;[0.5:0.95]\u6216AP&#064;[0.5:0.95]&#xff0c;\u8868\u793a\u5728IoU\u9608\u503c\u4ece0.5\u52300.95\u53d8\u5316\u65f6&#xff0c;\u53d6\u5404\u4e2a\u9608\u503c\u5bf9\u5e94\u7684mAP\u7684\u5e73\u5747\u503c\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u5b83\u4f1a\u5728IoU\u9608\u503c\u4ece0.5\u5f00\u59cb&#xff0c;\u4ee50.05\u4e3a\u6b65\u957f&#xff0c;\u9010\u6b65\u589e\u52a0\u52300.95&#xff0c;\u5e76\u5728\u6bcf\u4e2a\u9608\u503c\u4e0b\u8ba1\u7b97mAP&#xff0c;\u7136\u540e\u5c06\u8fd9\u4e9bmAP\u503c\u6c42\u5e73\u5747\u3002 \u8fd9\u4e2a\u6307\u6807\u8003\u8651\u4e86\u591a\u4e2aIoU\u9608\u503c\u4e0b\u7684\u5e73\u5747\u7cbe\u5ea6&#xff0c;\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u5f53mAP0.5:0.95\u7684\u503c\u5f88\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u7b97\u6cd5\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u68c0\u6d4b\u7ed3\u679c\u5747\u975e\u5e38\u51c6\u786e&#xff0c;\u8986\u76d6\u9762\u5e7f&#xff0c;\u53ef\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u573a\u666f\u548c\u5e94\u7528\u9700\u6c42\u3002 \u5bf9\u4e8e\u4e00\u4e9b\u9700\u6c42\u6bd4\u8f83\u9ad8\u7684\u573a\u5408&#xff0c;\u6bd4\u5982\u5b89\u5168\u76d1\u63a7\u7b49\u9886\u57df&#xff0c;\u9700\u8981\u4fdd\u8bc1\u9ad8\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387&#xff0c;\u8fd9\u65f6mAP0.5:0.95\u53ef\u80fd\u66f4\u9002\u5408\u4f5c\u4e3a\u6a21\u578b\u7684\u8bc4\u4ef7\u6807\u51c6\u3002 \u7efc\u4e0a\u6240\u8ff0&#xff0c;mAP0.5\u548cmAP0.5:0.95\u90fd\u662f\u7528\u4e8e\u8bc4\u4f30\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u6307\u6807&#xff0c;\u4f46\u5b83\u4eec\u7684\u5173\u6ce8\u70b9\u6709\u6240\u4e0d\u540c\u3002mAP0.5\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u7684\u6027\u80fd&#xff0c;\u800cmAP0.5:0.95\u5219\u8003\u8651\u4e86\u591a\u4e2aIoU\u9608\u503c\u4e0b\u7684\u5e73\u5747\u7cbe\u5ea6&#xff0c;\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"554\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111834-697f368a421da.png\" width=\"914\" \/><\/p>\n<p>\u3010loss\u66f2\u7ebf\u3011 \u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;loss\u51fd\u6570\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u4e0e\u5b9e\u9645\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u5f02\u3002loss\u66f2\u7ebf\u5219\u662f\u901a\u8fc7\u8bb0\u5f55\u6bcf\u4e2aepoch&#xff08;\u6216\u8005\u8fed\u4ee3\u6b65\u6570&#xff09;\u7684loss\u503c&#xff0c;\u5e76\u5c06\u5176\u4ee5\u56fe\u5f62\u5316\u7684\u65b9\u5f0f\u5c55\u73b0\u51fa\u6765&#xff0c;\u4ee5\u4fbf\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"550\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111834-697f368a6772e.png\" width=\"906\" \/><\/p>\n<p>\u3010F1\u503c\u66f2\u7ebf\u3011 F1\u503c\u66f2\u7ebf\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387&#xff08;Precision&#xff09;\u3001\u53ec\u56de\u7387&#xff08;Recall&#xff09;\u548cF1\u5206\u6570\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002 F1\u5206\u6570\u662f\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7684\u8c03\u548c\u5e73\u5747\u503c&#xff0c;\u5b83\u7efc\u5408\u8003\u8651\u4e86\u4e24\u8005\u7684\u6027\u80fd\u6307\u6807\u3002F1\u503c\u66f2\u7ebf\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u786e\u5b9a\u5728\u4e0d\u540c\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u5e73\u8861\u70b9&#xff0c;\u4ee5\u9009\u62e9\u6700\u4f73\u7684\u9608\u503c\u3002 \u7ed8\u5236F1\u503c\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u5206\u6570\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u5206\u6570\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210F1\u503c\u66f2\u7ebf\u3002 \u6839\u636eF1\u503c\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 F1\u503c\u66f2\u7ebf\u901a\u5e38\u4e0e\u63a5\u6536\u8005\u64cd\u4f5c\u7279\u5f81\u66f2\u7ebf&#xff08;ROC\u66f2\u7ebf&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002\u5b83\u4eec\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u5e94\u7528\u573a\u666f\u6765\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u548c\u9608\u503c\u8bbe\u7f6e\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"556\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111834-697f368a8be10.png\" width=\"890\" \/><\/p>\n<p>\u6574\u4f53\u5bf9\u6bd4\u5206\u6790\u6765\u770b&#xff1a;\u4e0d\u96be\u53d1\u73b0\u4e94\u6b3e\u4e0d\u540c\u53c2\u6570\u91cf\u7ea7\u7684\u6a21\u578b\u6700\u7ec8\u8fbe\u5230\u4e86\u8f83\u4e3a\u76f8\u4f3c\u7684\u7ed3\u679c&#xff0c;\u6ca1\u6709\u62c9\u5f00\u975e\u5e38\u5927\u7684\u5dee\u8ddd&#xff0c;\u8fd9\u91cc\u7efc\u5408\u53c2\u6570\u91cf\u8003\u8651\u6211\u4eec\u6700\u7ec8\u9009\u5b9a\u4e86s\u7cfb\u5217\u7684\u6a21\u578b\u6765\u4f5c\u4e3a\u7ebf\u4e0a\u7684\u63a8\u7406\u8ba1\u7b97\u6a21\u578b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u770b\u4e0bs\u7cfb\u5217\u6a21\u578b\u7684\u8be6\u7ec6\u60c5\u51b5\u3002<\/p>\n<p>\u3010\u79bb\u7ebf\u63a8\u7406\u5b9e\u4f8b\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1536\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111834-697f368ab1176.jpg\" width=\"2048\" \/><\/p>\n<p>\u3010Batch\u5b9e\u4f8b\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1920\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111835-697f368b6487d.jpg\" width=\"1920\" \/><\/p>\n<p>\u3010\u6df7\u6dc6\u77e9\u9635\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"616\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111836-697f368c45b1d.png\" width=\"692\" \/><\/p>\n<p>\u3010F1\u503c\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"624\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111836-697f368c5a33f.png\" width=\"748\" \/><\/p>\n<p>\u3010Precision\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"618\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111836-697f368c6f6f4.png\" width=\"744\" \/><\/p>\n<p>\u3010PR\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"608\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111836-697f368c84b49.png\" width=\"734\" \/><\/p>\n<p>\u3010Recall\u66f2\u7ebf\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"612\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111836-697f368c9b833.png\" width=\"750\" \/><\/p>\n<p>\u3010\u8bad\u7ec3\u53ef\u89c6\u5316\u3011<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"478\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201111836-697f368cb36f7.png\" width=\"1002\" 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