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\u4e09\u4e2a\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe&#xff0c;\u5206\u522b\u7528\u4e8e\u5c0f\u76ee\u6807\u3001\u4e2d\u76ee\u6807\u548c\u5927\u76ee\u6807\u7684\u68c0\u6d4b&#xff0c;\u4ece\u800c\u5b9e\u73b0\u5bf9\u8bfe\u5802\u573a\u666f\u4e2d\u624b\u673a\u76ee\u6807\u7684\u7cbe\u51c6\u68c0\u6d4b&#xff0c;\u4e3a\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u5206\u6790\u63d0\u4f9b\u6280\u672f\u652f\u6491\u3002<\/p>\n<h4>\u6280\u672f\u4f18\u52bf\u5206\u6790<\/h4>\n<p>YOLOv5n \u91c7\u7528 BottleneckCSP \u6a21\u5757\u6784\u5efa\u9aa8\u5e72\u7f51\u7edc&#xff0c;\u901a\u8fc7\u8de8\u9636\u6bb5\u5c40\u90e8\u8fde\u63a5\u7ed3\u6784\u51cf\u5c11\u8ba1\u7b97\u5197\u4f59&#xff0c;\u63d0\u9ad8\u7279\u5f81\u63d0\u53d6\u6548\u7387&#xff1b;\u5728\u9aa8\u5e72\u7f51\u7edc\u672b\u7aef\u5f15\u5165 SPP \u7a7a\u95f4\u91d1\u5b57\u5854\u6c60\u5316\u6a21\u5757&#xff0c;\u4ee5\u6269\u5c55\u7f51\u7edc\u611f\u53d7\u91ce\u5e76\u589e\u5f3a\u591a\u5c3a\u5ea6\u76ee\u6807\u7684\u611f\u77e5\u80fd\u529b&#xff1b;\u5728 Neck \u90e8\u5206\u91c7\u7528 PANet \u8def\u5f84\u805a\u5408\u7f51\u7edc&#xff0c;\u5b9e\u73b0\u81ea\u5e95\u5411\u4e0a\u4e0e\u81ea\u9876\u5411\u4e0b\u7684\u53cc\u5411\u7279\u5f81\u878d\u5408&#xff0c;\u6709\u6548\u6574\u5408\u6d45\u5c42\u4f4d\u7f6e\u4fe1\u606f\u4e0e\u6df1\u5c42\u8bed\u4e49\u4fe1\u606f&#xff1b;\u6700\u7ec8\u901a\u8fc7\u4e09\u5c3a\u5ea6\u68c0\u6d4b\u5934\u5206\u522b\u5bf9\u5c0f\u76ee\u6807\u3001\u4e2d\u76ee\u6807\u548c\u5927\u76ee\u6807\u8fdb\u884c\u9884\u6d4b&#xff0c;\u5728\u4fdd\u8bc1\u68c0\u6d4b\u7cbe\u5ea6\u7684\u540c\u65f6\u517c\u987e\u63a8\u7406\u901f\u5ea6&#xff0c;\u4f7f\u6574\u4f53\u7f51\u7edc\u7ed3\u6784\u66f4\u52a0\u8f7b\u91cf\u9ad8\u6548&#xff0c;\u9002\u5408\u5b9e\u65f6\u5e94\u7528\u573a\u666f\u7684\u90e8\u7f72\u3002<\/p>\n<h3>\u6027\u80fd\u8868\u73b0<\/h3>\n<p>YOLOv5n\u5728\u8bfe\u5802\u624b\u673a\u68c0\u6d4b\u6570\u636e\u96c6\u4e0a\u8fbe\u5230mAP&#064;0.5 98.46%&#xff0c;\u7cbe\u786e\u738796.27%&#xff0c;\u53ec\u56de\u738795.46%&#xff0c;\u8bad\u7ec3\u7a33\u5b9a\u6536\u655b\u3002<\/p>\n<h4>\u6a21\u578b\u6027\u80fd\u5206\u6790<\/h4>\n<p>YOLOv5n\u57fa\u7ebf\u6a21\u578b\u4ee51.9M\u53c2\u6570\u91cf\u30014.5 GFLOPs\u8ba1\u7b97\u91cf\u5b9e\u73b0\u9ad8\u6548\u63a8\u7406&#xff0c;\u5728\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u4efb\u52a1\u4e0a\u8fbe\u523098.46% mAP&#064;0.5\u548c89.04% mAP&#064;0.5:0.95\u7684\u4f18\u79c0\u7cbe\u5ea6&#xff0c;\u7cbe\u786e\u738796.27%&#xff0c;\u53ec\u56de\u738795.46%&#xff0c;\u652f\u6301GPU\u52a0\u901f\u548cCPU\u90e8\u7f72&#xff0c;\u517c\u987e\u8f7b\u91cf\u5316\u3001\u9ad8\u7cbe\u5ea6\u4e0e\u5b9e\u65f6\u6027\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\/20260207234339-6987ce2beb29f.jpg\" width=\"821\" \/><\/p>\n<p>\u8be5\u6a21\u578b\u91c7\u7528\u8f7b\u91cf\u5316\u8bbe\u8ba1&#xff0c;\u4ec5\u5305\u542b1.9M\u53c2\u6570\u548c4.5 GFLOPs\u8ba1\u7b97\u91cf&#xff0c;\u6a21\u578b\u6587\u4ef6\u5927\u5c0f\u7ea63.9MB&#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\u5177\u5907\u826f\u597d\u7684\u5b9e\u65f6\u6027\u80fd&#xff0c;\u652f\u6301CPU\u548cGPU\u591a\u79cd\u786c\u4ef6\u5e73\u53f0&#xff0c;\u4e3a\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u9ad8\u6548\u53ef\u9760\u7684\u6280\u672f\u652f\u6491<\/p>\n<h4>\u5173\u952e\u6307\u6807(\u6ce8&#xff1a;\u771f\u5b9e\u6570\u636e)<\/h4>\n<p>YOLOv5n\u57fa\u7ebf\u6a21\u578b\u5728150\u8f6e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;mAP&#064;0.5:0.95\u6307\u6807\u4ece\u521d\u59cb\u768443.35%\u7a33\u6b65\u63d0\u5347\u81f3\u6700\u7ec8\u768489.04%&#xff0c;\u63d0\u5347\u5e45\u5ea6\u8fbe45.69%\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5448\u73b0\u660e\u663e\u7684\u4e09\u9636\u6bb5\u7279\u5f81&#xff1a;\u5feb\u901f\u4e0a\u5347\u9636\u6bb5&#xff08;Epoch 1-30&#xff09;\u5b9e\u73b0\u4ece43.35%\u523081.64%\u7684\u8dc3\u5347&#xff0c;\u7a33\u5b9a\u63d0\u5347\u9636\u6bb5&#xff08;Epoch30-100&#xff09;\u4ece81.64%\u63d0\u5347\u81f387.73%&#xff0c;\u6536\u655b\u7a33\u5b9a\u9636\u6bb5&#xff08;Epoch 100-150&#xff09;\u6700\u7ec8\u8fbe\u523089.04%\u5e76\u8d8b\u4e8e\u7a33\u5b9a\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"905\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234340-6987ce2c2586a.jpg\" width=\"810\" \/><\/p>\n<p>\u56fe4 YOLOv5\u8bad\u7ec3\u8fc7\u7a0bmAP50-95\u66f2\u7ebf\u56fe<\/p>\n<p>\u8be5\u66f2\u7ebf\u5145\u5206\u5c55\u793a\u4e86\u6a21\u578b\u5728\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u4efb\u52a1\u4e0a\u7684\u5b66\u4e60\u80fd\u529b\u548c\u6536\u655b\u7279\u6027&#xff0c;\u9a8c\u8bc1\u4e86\u8bad\u7ec3\u7b56\u7565\u7684\u6709\u6548\u6027\u3002\u6700\u7ec8&#xff0c;89.04% mAP&#064;0.5:0.95 \u548c 98.46% mAP&#064;0.5 \u7684\u8868\u73b0\u8bc1\u660e\u4e86\u6a21\u578b\u5728\u4e25\u683c\u8bc4\u4f30\u6807\u51c6\u4e0b\u4f9d\u7136\u4fdd\u6301\u4f18\u79c0\u7684\u6027\u80fd\u3002<\/p>\n<h4>\u6027\u80fd\u4f18\u52bf\u603b\u7ed3<\/h4>\n<p>YOLOv5n \u57fa\u7ebf\u6a21\u578b\u5728\u4ec5 1.9M \u53c2\u6570\u91cf\u548c 4.5 GFLOPs \u8ba1\u7b97\u91cf\u7684\u6761\u4ef6\u4e0b&#xff0c;\u5728\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86 98.46% \u7684 mAP&#064;0.5 \u548c 89.04% \u7684 mAP&#064;0.5:0.95&#xff0c;\u7cbe\u786e\u7387\u4e0e\u53ec\u56de\u7387\u5206\u522b\u8fbe\u5230 96.27% \u548c 95.46%\u3002\u6a21\u578b\u5728 150 \u8f6e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8868\u73b0\u51fa\u826f\u597d\u7684\u6536\u655b\u7a33\u5b9a\u6027&#xff0c;\u6574\u4f53\u6027\u80fd\u63d0\u5347\u5e45\u5ea6\u8fbe 45.69%&#xff0c;\u540c\u65f6\u652f\u6301 GPU \u52a0\u901f\u4e0e CPU \u7aef\u90e8\u7f72&#xff0c;\u5728\u4fdd\u8bc1\u68c0\u6d4b\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u517c\u987e\u8f7b\u91cf\u5316\u4e0e\u5b9e\u65f6\u6027&#xff0c;\u9002\u5408\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u90e8\u7f72&#xff0c;\u4e3a\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u76d1\u6d4b\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u53ef\u9760\u7684\u6280\u672f\u65b9\u6848\u3002<\/p>\n<h3>\u7cfb\u7edf\u529f\u80fd<\/h3>\n<p>\u672c\u7cfb\u7edf\u63d0\u4f9b\u5355\u5f20\u68c0\u6d4b\u3001\u89c6\u9891\u68c0\u6d4b\u3001\u5b9e\u65f6\u68c0\u6d4b\u3001\u6570\u636e\u5206\u6790\u3001\u53c2\u6570\u914d\u7f6e\u4e94\u5927\u6838\u5fc3\u529f\u80fd&#xff0c;\u5b9e\u73b0\u8bfe\u5802\u624b\u673a\u68c0\u6d4b\u7684\u667a\u80fd\u8bc6\u522b\u3001\u5b9e\u65f6\u76d1\u63a7\u3001\u6570\u636e\u7edf\u8ba1\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u3002<\/p>\n<h4>\u529f\u80fd\u6982\u8ff0<\/h4>\n<p>\u672c\u7cfb\u7edf\u57fa\u4e8eYOLOv5n\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b&#xff0c;\u5b9e\u73b0\u4e86\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u7684\u667a\u80fd\u8bc6\u522b\u4e0e\u5206\u6790\u3002\u7cfb\u7edf\u91c7\u7528\u73b0\u4ee3\u5316\u7684\u56fe\u5f62\u7528\u6237\u754c\u9762&#xff08;GUI&#xff09;&#xff0c;\u63d0\u4f9b\u5f20\u68c0\u6d4b\u3001\u89c6\u9891\u68c0\u6d4b\u3001\u5b9e\u65f6\u6444\u50cf\u5934\u68c0\u6d4b\u4e09\u79cd\u5de5\u4f5c\u6a21\u5f0f&#xff0c;\u5e76\u96c6\u6210\u4e86\u6570\u636e\u7edf\u8ba1\u5206\u6790\u3001\u8bc6\u522b\u8bb0\u5f55\u7ba1\u7406\u3001\u7ed3\u679c\u53ef\u89c6\u5316\u7b49\u529f\u80fd&#xff0c;\u4e3a\u8bfe\u5802\u76d1\u63a7\u3001\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u7b49\u5e94\u7528\u573a\u666f\u63d0\u4f9b\u9ad8\u6548\u3001\u4fbf\u6377\u7684\u6280\u672f\u652f\u6491\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"303\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234340-6987ce2c590b4.jpg\" width=\"807\" \/><\/p>\n<h4>\u89c6\u9891\u68c0\u6d4b\u529f\u80fd<\/h4>\n<p>\u89c6\u9891\u8bc6\u522b\u6a21\u5f0f\u652f\u6301\u5bf9\u5f55\u5236\u7684\u89c6\u9891\u6587\u4ef6&#xff08;MP4\u3001AVI\u3001MOV \u7b49\u683c\u5f0f&#xff09;\u8fdb\u884c\u9010\u5e27\u8bc6\u522b\u3002\u7528\u6237\u70b9\u51fb\u201c\u89c6\u9891\u68c0\u6d4b\u201d\u6309\u94ae\u5e76\u9009\u62e9\u89c6\u9891\u6587\u4ef6\u540e&#xff0c;\u7cfb\u7edf\u5c06\u81ea\u52a8\u8bfb\u53d6\u89c6\u9891\u6d41&#xff0c;\u5bf9\u6bcf\u4e00\u5e27\u8fdb\u884c\u5b9e\u65f6\u76ee\u6807\u8bc6\u522b&#xff0c;\u5e76\u5728\u754c\u9762\u4e2d\u540c\u6b65\u663e\u793a\u5e26\u6807\u6ce8\u7684\u89c6\u9891\u753b\u9762\u3001\u5f53\u524d\u8bc6\u522b\u5e27\u7387&#xff08;FPS&#xff09;\u4ee5\u53ca\u7d2f\u8ba1\u7edf\u8ba1\u4fe1\u606f\u3002\u7cfb\u7edf\u91c7\u7528\u591a\u7ebf\u7a0b\u5f02\u6b65\u5904\u7406\u6280\u672f&#xff0c;\u6709\u6548\u907f\u514d\u754c\u9762\u5361\u987f&#xff0c;\u4fdd\u8bc1\u68c0\u6d4b\u8fc7\u7a0b\u7684\u6d41\u7545\u6027\u3002\u540c\u65f6&#xff0c;\u7cfb\u7edf\u652f\u6301\u81ea\u52a8\u4fdd\u5b58\u8bc6\u522b\u540e\u7684\u89c6\u9891\u6587\u4ef6&#xff08;\u542b\u68c0\u6d4b\u6807\u6ce8&#xff09;&#xff0c;\u5e76\u5bf9\u89c6\u9891\u4e2d\u51fa\u73b0\u7684\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u8fdb\u884c\u8bb0\u5f55\u4e0e\u5206\u5e03\u7edf\u8ba1&#xff1b;\u5f53\u68c0\u6d4b\u5230\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u65f6&#xff0c;\u7cfb\u7edf\u5c06\u81ea\u52a8\u6293\u62cd\u5e76\u4fdd\u5b58\u5bf9\u5e94\u56fe\u7247\u4f5c\u4e3a\u53d6\u8bc1\u6570\u636e\u3002<\/p>\n<h4>\u5b9e\u65f6\u68c0\u6d4b\u529f\u80fd<\/h4>\n<p>\u5b9e\u65f6\u68c0\u6d4b\u6a21\u5f0f\u652f\u6301\u8fde\u63a5\u672c\u5730\u6216\u7f51\u7edc\u6444\u50cf\u5934\u8fdb\u884c\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u8bc6\u522b\u3002\u7cfb\u7edf\u81ea\u52a8\u626b\u63cf\u53ef\u7528\u6444\u50cf\u5934&#xff0c;\u7528\u6237\u9009\u62e9\u540e\u5bf9\u5b9e\u65f6\u89c6\u9891\u6d41\u8fdb\u884c\u68c0\u6d4b&#xff08;\u652f\u6301 GPU \u52a0\u901f&#xff09;&#xff0c;\u5e76\u5b9e\u65f6\u663e\u793a\u8bc6\u522b\u7ed3\u679c\u4e0e\u7f6e\u4fe1\u5ea6\u3002\u5f53\u68c0\u6d4b\u5230\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u65f6&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u544a\u8b66\u5e76\u6293\u62cd\u4fdd\u5b58\u56fe\u7247&#xff0c;\u540c\u65f6\u5b9e\u65f6\u66f4\u65b0\u7edf\u8ba1\u4fe1\u606f&#xff0c;\u6240\u6709\u68c0\u6d4b\u7ed3\u679c\u81ea\u52a8\u5b58\u5165\u6570\u636e\u5e93\u3002<\/p>\n<h4>\u6570\u636e\u7edf\u8ba1\u4e0e\u5206\u6790<\/h4>\n<p>\u6570\u636e\u5206\u6790\u6a21\u5757\u63d0\u4f9b\u8bc6\u522b\u6570\u636e\u7684\u53ef\u89c6\u5316\u5c55\u793a\u4e0e\u7edf\u8ba1\u5206\u6790\u529f\u80fd\u3002\u7528\u6237\u70b9\u51fb\u201c\u6570\u636e\u5206\u6790\u201d\u6309\u94ae\u5373\u53ef\u6253\u5f00\u72ec\u7acb\u5206\u6790\u7a97\u53e3&#xff0c;\u67e5\u770b\u68c0\u6d4b\u603b\u6b21\u6570\u3001\u68c0\u6d4b\u9891\u6b21\u3001\u5e73\u5747\u7f6e\u4fe1\u5ea6\u7b49\u5173\u952e\u6307\u6807&#xff0c;\u5e76\u901a\u8fc7\u6761\u5f62\u56fe\u3001\u997c\u56fe\u548c\u7edf\u8ba1\u5361\u7247\u7b49\u5f62\u5f0f\u76f4\u89c2\u5c55\u793a\u6570\u636e\u5206\u5e03\u3002\u6a21\u5757\u5305\u542b\u6570\u636e\u6982\u89c8\u3001\u68c0\u6d4b\u5206\u6790\u548c\u8be6\u7ec6\u7edf\u8ba1\u7b49\u6807\u7b7e\u9875&#xff0c;\u652f\u6301\u67e5\u8be2\u5b58\u50a8\u4e8e SQLite \u6570\u636e\u5e93\u4e2d\u7684\u5386\u53f2\u8bc6\u522b\u8bb0\u5f55&#xff0c;\u67e5\u770b\u68c0\u6d4b\u6765\u6e90\u5206\u5e03&#xff08;\u89c6\u9891\u3001\u6444\u50cf\u5934\u3001\u56fe\u7247&#xff09;&#xff0c;\u5e76\u652f\u6301\u6e05\u7a7a\u5f53\u524d\u7528\u6237\u8bb0\u5f55&#xff0c;\u5b9e\u73b0\u8bc6\u522b\u6570\u636e\u7684\u6301\u4e45\u5316\u5b58\u50a8\u4e0e\u7efc\u5408\u5206\u6790\u3002<\/p>\n<h4>\u8bb0\u5f55\u7ba1\u7406\u529f\u80fd<\/h4>\n<p>\u8bb0\u5f55\u7ba1\u7406\u6a21\u5757\u96c6\u6210\u8bc6\u522b\u7ed3\u679c\u7684\u81ea\u52a8\u5b58\u50a8\u4e0e\u67e5\u8be2\u529f\u80fd\u3002\u7cfb\u7edf\u5c06\u6bcf\u6b21\u8bc6\u522b\u7684\u65f6\u95f4\u3001\u56fe\u50cf\u3001\u7f6e\u4fe1\u5ea6\u3001\u8fb9\u754c\u6846\u5750\u6807\u53ca\u68c0\u6d4b\u6765\u6e90\u7b49\u4fe1\u606f\u81ea\u52a8\u4fdd\u5b58\u81f3 SQLite \u6570\u636e\u5e93&#xff0c;\u7528\u6237\u53ef\u901a\u8fc7\u6570\u636e\u5206\u6790\u6a21\u5757\u67e5\u8be2\u5386\u53f2\u7edf\u8ba1\u6570\u636e&#xff0c;\u5e76\u652f\u6301\u6309\u7528\u6237\u53ca\u68c0\u6d4b\u6765\u6e90\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u3002\u8bc6\u522b\u56fe\u50cf\u4e0e\u6293\u62cd\u56fe\u7247\u81ea\u52a8\u4fdd\u5b58\u81f3 save_data \u76ee\u5f55&#xff0c;\u68c0\u6d4b\u89c6\u9891\u5219\u81ea\u52a8\u4fdd\u5b58\u4e3a\u5e26\u6807\u6ce8\u7684\u7ed3\u679c\u6587\u4ef6&#xff0c;\u5b9e\u73b0\u4ece\u8bc6\u522b\u5230\u6570\u636e\u7ba1\u7406\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u5904\u7406\u3002<\/p>\n<h4>\u7cfb\u7edf\u67b6\u6784<\/h4>\n<p>\u672c\u7cfb\u7edf\u91c7\u7528 Python 3.12 \u5f00\u53d1&#xff0c;\u57fa\u4e8e YOLOv5 \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b9e\u73b0\u76ee\u6807\u68c0\u6d4b&#xff0c;\u4f7f\u7528 PyQt5 \u6784\u5efa\u56fe\u5f62\u7528\u6237\u754c\u9762&#xff0c;\u7ed3\u5408 OpenCV \u8fdb\u884c\u56fe\u50cf\u4e0e\u89c6\u9891\u5904\u7406&#xff0c;\u5e76\u901a\u8fc7\u591a\u7ebf\u7a0b\u5f02\u6b65\u673a\u5236\u4fdd\u969c\u754c\u9762\u8fd0\u884c\u7684\u6d41\u7545\u6027\u3002\u7cfb\u7edf\u91c7\u7528 SQLite \u6570\u636e\u5e93\u5b9e\u73b0\u8bc6\u522b\u6570\u636e\u7684\u6301\u4e45\u5316\u5b58\u50a8\u4e0e\u67e5\u8be2&#xff0c;\u6574\u4f53\u67b6\u6784\u6e05\u6670\u3001\u6a21\u5757\u5316\u8bbe\u8ba1\u826f\u597d&#xff0c;\u4fbf\u4e8e\u540e\u7eed\u529f\u80fd\u6269\u5c55\u4e0e\u7ef4\u62a4\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1309\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234340-6987ce2c76a18.jpg\" width=\"816\" \/><\/p>\n<p>\u56fe5 \u624b\u673a\u884c\u4e3a\u68c0\u6d4b\u4e0e\u5206\u6790\u7cfb\u7edf\u603b\u6d41\u7a0b\u56fe<\/p>\n<h4>\u7cfb\u7edf\u4f18\u52bf<\/h4>\n<p>\u672c\u7cfb\u7edf\u57fa\u4e8e YOLOv5n \u8f7b\u91cf\u5316\u6a21\u578b&#xff0c;\u5b9e\u73b0\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u7684\u667a\u80fd\u8bc6\u522b\u4e0e\u5206\u6790&#xff0c;\u5728\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97 mAP&#064;0.5 \u4e3a 98.46%\u3001mAP&#064;0.5:0.95 \u4e3a 89.04% \u7684\u68c0\u6d4b\u7cbe\u5ea6\u3002\u6a21\u578b\u53c2\u6570\u91cf\u4ec5 1.9M\u3001\u8ba1\u7b97\u91cf 4.5 GFLOPs&#xff0c;\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u3002\u7cfb\u7edf\u652f\u6301\u5b9e\u65f6\u89c6\u9891\u6d41\u5904\u7406&#xff0c;\u96c6\u6210 OpenVINO \u52a0\u901f&#xff0c;\u517c\u5bb9 CPU\/GPU \u591a\u5e73\u53f0&#xff0c;\u5e76\u63d0\u4f9b\u56fe\u7247\u3001\u89c6\u9891\u548c\u5b9e\u65f6\u6444\u50cf\u5934\u4e09\u79cd\u8bc6\u522b\u6a21\u5f0f&#xff0c;\u914d\u5907\u6570\u636e\u7edf\u8ba1\u4e0e\u53ef\u89c6\u5316\u529f\u80fd&#xff0c;\u6ee1\u8db3\u8bfe\u5802\u76d1\u63a7\u5e94\u7528\u9700\u6c42\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\/20260207234340-6987ce2cd51ba.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 class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"650\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234341-6987ce2d1676a.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=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234341-6987ce2d51f0d.png\" width=\"1452\" \/><\/p>\n<p>\u56fe8 \u7cfb\u7edf\u8fd0\u884c\u754c\u9762<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234341-6987ce2dc75f2.png\" width=\"1452\" \/><\/p>\n<p>\u56fe9 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u8bfe\u5802\u79e9\u5e8f\u6b63<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234342-6987ce2e5cc59.png\" width=\"1452\" \/><\/p>\n<p>\u56fe10 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u4f7f\u7528\u624b\u673a<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234342-6987ce2eedac2.png\" width=\"1452\" \/><\/p>\n<p>\u56fe11 \u5355\u5f20\u68c0\u6d4b&#xff1a;\u4f7f\u7528\u624b\u673a<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234343-6987ce2fb34e5.png\" width=\"1452\" \/><\/p>\n<p>\u56fe12 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u8bfe\u5802\u79e9\u5e8f\u6b63\u5e38<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234344-6987ce30529bf.png\" width=\"1452\" \/><\/p>\n<p>\u56fe13 \u89c6\u9891\u68c0\u6d4b&#xff1a;\u4f7f\u7528\u624b<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234344-6987ce30df4c9.png\" width=\"1452\" \/><\/p>\n<p>\u56fe14 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u8bfe\u5802\u79e9\u5e8f\u6b63<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234345-6987ce3181bdc.png\" width=\"1452\" \/><\/p>\n<p>\u56fe15 \u5b9e\u65f6\u68c0\u6d4b&#xff1a;\u4f7f\u7528\u624b\u673a<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1077\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234346-6987ce3225ebe.png\" width=\"1452\" \/><\/p>\n<p>\u56fe16 \u9000\u51fa\u7cfb\u7edf<\/p>\n<p>\u6570\u636e\u5206\u6790\u6a21\u5757&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"832\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260207234346-6987ce32b4046.png\" width=\"1202\" \/><\/p>\n<p>\u56fe17 \u6570\u636e\u5206\u6790\u6982\u89c8<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"832\" src=\"2026-02-08wt3v32fmgko.png\" width=\"1202\" \/><\/p>\n<p>\u56fe18 \u5f02\u5e38\u884c\u4e3a\u5206\u6790<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"832\" src=\"2026-02-08hzsi5z04cmq.png\" width=\"1202\" \/><\/p>\n<p>\u56fe19 \u6e05\u7a7a\u8bb0\u5f55<\/p>\n<p>\u7b97\u6cd5\u5bf9\u6bd4&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"982\" src=\"2026-02-08v3myspyeu4o.png\" width=\"1502\" \/><\/p>\n<p>\u56fe20 \u53c2\u6570\u636e\u6982\u89c8<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"982\" src=\"2026-02-08zdkzqewqban.png\" width=\"1502\" \/><\/p>\n<p>\u56fe21 \u6027\u80fd\u5bf9\u6bd4<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"982\" src=\"2026-02-08ymcddii5pfp.png\" width=\"1502\" \/><\/p>\n<p>\u56fe22 \u8bad\u7ec3\u66f2\u7ebf<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"982\" src=\"2026-02-08j44rp2izqum.png\" width=\"1502\" \/><\/p>\n<p>\u56fe23 \u7efc\u5408\u80fd\u529b\u96f7\u8fbe\u56fe<\/p>\n<h3>\u6570\u636e\u96c6\u4e0e\u8bad\u7ec3<\/h3>\n<p>\u672c\u7ae0\u4ecb\u7ecd\u4e86\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u6570\u636e\u96c6\u7684\u6784\u5efa\u8fc7\u7a0b\u3001\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u4e0e\u53c2\u6570\u914d\u7f6e&#xff0c;\u5e76\u5bf9 YOLOv5n \u57fa\u7ebf\u6a21\u578b\u7684\u6027\u80fd\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u6570\u636e\u96c6\u5171\u5305\u542b 8,027 \u5f20\u9ad8\u8d28\u91cf\u6807\u6ce8\u56fe\u50cf&#xff08;\u8bad\u7ec3\u96c6 6,243 \u5f20&#xff0c;\u9a8c\u8bc1\u96c6 1,784 \u5f20&#xff09;&#xff0c;\u8986\u76d6\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u7c7b\u522b\u3002\u6a21\u578b\u7ecf\u8fc7 150 \u8f6e\u8bad\u7ec3\u540e\u5728\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97 mAP&#064;0.5 \u4e3a 98.46%\u3001mAP&#064;0.5:0.95 \u4e3a 89.04% \u7684\u68c0\u6d4b\u6027\u80fd&#xff0c;\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u5206\u522b\u8fbe\u5230 96.27% \u548c 95.46%&#xff0c;\u8bad\u7ec3\u8fc7\u7a0b\u7a33\u5b9a\u6536\u655b&#xff0c;\u8868\u660e\u8be5\u6a21\u578b\u5177\u6709\u826f\u597d\u7684\u8bc6\u522b\u80fd\u529b\u548c\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n<h4>\u6570\u636e\u96c6\u6784\u5efa<\/h4>\n<p>\u672c\u7814\u7a76\u91c7\u7528\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u68c0\u6d4b\u6570\u636e\u96c6&#xff0c;\u8be5\u6570\u636e\u96c6\u9488\u5bf9\u8bfe\u5802\u73af\u5883\u4e2d\u5b66\u751f\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u8fdb\u884c\u4e13\u95e8\u6807\u6ce8&#xff0c;\u6db5\u76d6\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u3001\u62cd\u6444\u89d2\u5ea6\u548c\u62cd\u6444\u8ddd\u79bb\u7b49\u591a\u79cd\u8bfe\u5802\u573a\u666f&#xff0c;\u5177\u6709\u8f83\u5f3a\u7684\u573a\u666f\u591a\u6837\u6027\u548c\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002\u6570\u636e\u96c6\u5171\u5305\u542b 8,919 \u5f20\u9ad8\u8d28\u91cf\u6807\u6ce8\u56fe\u50cf&#xff0c;\u6309\u7ea6 7\u22362\u22361 \u7684\u6bd4\u4f8b\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6&#xff08;6,243 \u5f20&#xff09;\u3001\u9a8c\u8bc1\u96c6&#xff08;1,784 \u5f20&#xff09;\u548c\u6d4b\u8bd5\u96c6&#xff08;892 \u5f20&#xff09;&#xff0c;\u4e3a\u6a21\u578b\u8bad\u7ec3\u4e0e\u6027\u80fd\u8bc4\u4f30\u63d0\u4f9b\u4e86\u5145\u8db3\u7684\u6570\u636e\u652f\u6491\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"256\" src=\"2026-02-081mnldgo04ty.jpg\" width=\"760\" \/><\/p>\n<p>\u56fe35 \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>\u8be5\u6570\u636e\u96c6\u9762\u5411\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a&#xff0c;\u8986\u76d6\u591a\u79cd\u5149\u7167\u4e0e\u62cd\u6444\u6761\u4ef6&#xff0c;\u6807\u6ce8\u89c4\u8303\u3001\u573a\u666f\u591a\u6837&#xff0c;\u6570\u636e\u5212\u5206\u5408\u7406&#xff0c;\u53ef\u6ee1\u8db3\u6a21\u578b\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u9700\u6c42\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 class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"309\" src=\"2026-02-08pwewl5nuae3.png\" width=\"1047\" \/><\/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 class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"458\" src=\"2026-02-08lc2tfskw5ia.png\" width=\"1046\" \/><\/p>\n<p>\u56fe36 \u6570\u636e\u96c6\u5728\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u96c6\u4e0a\u7684\u5206\u5e03<\/p>\n<p>\u6570\u636e\u9884\u5904\u7406&#xff1a;<\/p>\n<p>\u6240\u6709\u8f93\u5165\u56fe\u50cf\u7edf\u4e00\u8c03\u6574\u4e3a 640\u00d7640 \u5206\u8fa8\u7387&#xff0c;\u91c7\u7528letterbox\u586b\u5145\u65b9\u5f0f\u4fdd\u6301\u539f\u59cb\u957f\u5bbd\u6bd4&#xff0c;\u907f\u514d\u56fe\u50cf\u62c9\u4f38\u53d8\u5f62\u5bfc\u81f4\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u7279\u5f81 \u5931\u771f&#xff0c;\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u8bfe\u5802\u624b\u673a\u4f7f\u7528\u884c\u4e3a\u3002<\/p>\n<p>\u6570\u636e\u589e\u5f3a\u7b56\u7565&#xff1a;<\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u91c7\u7528\u591a\u79cd\u6570\u636e\u589e\u5f3a\u65b9\u6cd5\u63d0\u5347\u6a21\u578b\u9c81\u68d2\u6027<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1280\" src=\"2026-02-08clfvgtpdrun.jpg\" width=\"1430\" \/><\/p>\n<p>\u56fe37 \u6570\u636e\u96c6\u56fe\u50cf\u589e\u5f3a\u65b9\u6cd5<\/p>\n<p>Mosaic\u5173\u95ed\u7b56\u7565&#xff1a;diyizh\u5728\u8bad\u7ec3\u7684\u6700\u540e 10 \u4e2a epoch \u5173\u95ed Mosaic \u589e\u5f3a&#xff08;close_mosaic&#061;10&#xff09;&#xff0c;\u4f7f\u6a21\u578b\u5728\u539f\u59cb\u56fe\u50cf\u5206\u5e03\u4e0a\u7cbe\u4fee\u68c0\u6d4b\u6846&#xff0c;\u63d0\u5347\u8fb9\u754c\u5b9a\u4f4d\u7cbe\u5ea6\u3002\u8fd9\u610f\u5473\u7740\u5728\u7b2c1-140\u8f6e\u4f7f\u7528Mosaic\u6570\u636e\u589e\u5f3a&#xff0c;\u5728\u7b2c141-150\u8f6e\u4f7f\u7528\u539f\u59cb\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3\u3002<\/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\u8f7dYOLOv5n\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 class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1217\" src=\"2026-02-0840t4eoyslmh.jpg\" width=\"812\" \/><\/p>\n<p>\u56fe38 \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\u8f7dYOLOv5n\u9884\u8bad\u7ec3\u6743\u91cd&#xff08;yolov5n.pt&#xff09;&#xff0c;\u4f7f\u7528\u6807\u51c6YOLOv5\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:<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"432\" src=\"2026-02-08sluusc02mkp.jpg\" width=\"2139\" \/><\/p>\n<p> \u8f6f\u4ef6\u73af\u5883<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"431\" src=\"2026-02-08f0e3xhdygdn.jpg\" width=\"2139\" \/><\/p>\n<p> \u8bad\u7ec3\u8d85\u53c2\u6570<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"715\" src=\"2026-02-08e5ggqb44myu.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>\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;YOLOv5n \u57fa\u7ebf\u6a21\u578b\u5728\u8bfe\u5802\u624b\u673a\u5f02\u5e38\u884c\u4e3a\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"608\" src=\"2026-02-08aypdd10ksy1.png\" width=\"1054\" \/><\/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 class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1200\" src=\"2026-02-08pi51bxmr2sj.png\" width=\"2400\" \/><\/p>\n<p>\u56fe39 \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>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5404\u9879\u635f\u5931\u51fd\u6570\u5448\u73b0\u7a33\u5b9a\u4e0b\u964d\u8d8b\u52bf\u3002\u8bad\u7ec3\u96c6\u8fb9\u754c\u6846\u635f\u5931&#xff08;train\/box_loss&#xff09;\u4ece\u521d\u59cb\u503c\u5feb\u901f\u4e0b\u964d&#xff0c;\u7ecf\u8fc7\u524d3\u8f6e\u5b66\u4e60\u7387\u9884\u70ed\u540e\u52a0\u901f\u6536\u655b&#xff0c;\u5728\u7b2c50\u8f6e\u540e\u8d8b\u4e8e\u7a33\u5b9a&#xff0c;\u6700\u7ec8\u6536\u655b\u81f3\u8f83\u4f4e\u6c34\u5e73&#xff1b;\u8bad\u7ec3\u96c6\u5206\u7c7b\u635f\u5931&#xff08;train\/cls_loss&#xff09;\u5feb\u901f\u4e0b\u964d&#xff0c;\u5728\u7b2c30\u8f6e\u540e\u57fa\u672c\u7a33\u5b9a&#xff0c;\u660e\u6a21\u578b\u5206\u7c7b\u80fd\u529b\u6301\u7eed\u63d0\u5347&#xff1b;\u8bad\u7ec3\u96c6DFL\u635f\u5931&#xff08;train\/dfl_loss&#xff09;\u7a33\u6b65\u4e0b\u964d&#xff0c;\u5206\u5e03\u7126\u70b9\u635f\u5931\u7684\u964d\u4f4e\u53cd\u6620\u4e86\u8fb9\u754c\u6846\u9884\u6d4b\u7cbe\u5ea6\u7684\u63d0\u9ad8\u3002\u9a8c\u8bc1\u96c6\u635f\u5931\u65b9\u9762&#xff0c;\u9a8c\u8bc1\u96c6\u7684box_loss\u3001cls_loss\u3001dfl_loss\u5747\u5448\u73b0\u4e0e\u8bad\u7ec3\u96c6\u76f8\u4f3c\u7684\u4e0b\u964d\u8d8b\u52bf&#xff0c;\u4e14\u66f2\u7ebf\u5e73\u6ed1\u65e0\u660e\u663e\u6ce2\u52a8&#xff0c;\u8868\u660e\u6a21\u578b\u5177\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b&#xff0c;\u672a\u51fa\u73b0\u8fc7\u62df\u5408\u73b0\u8c61\u3002<\/p>\n<p>&#xff08;2&#xff09;\u7cbe\u5ea6\u6307\u6807\u66f2\u7ebf<\/p>\n<p>\u6a21\u578b\u6027\u80fd\u6307\u6807\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6301\u7eed\u63d0\u5347\u3002Precision&#xff08;\u7cbe\u786e\u7387&#xff09;\u66f2\u7ebf\u4ece\u521d\u59cb\u503c\u5feb\u901f\u4e0a\u5347&#xff0c;\u6700\u7ec8\u7a33\u5b9a\u572896.27%\u7684\u4f18\u79c0\u6c34\u5e73&#xff1b;Recall&#xff08;\u53ec\u56de\u7387&#xff09;\u66f2\u7ebf\u7a33\u6b65\u63d0\u5347&#xff0c;\u6700\u7ec8\u8fbe\u523095.46%&#xff0c;\u8868\u660e\u6a21\u578b\u5bf9\u76ee\u6807\u7684\u68c0\u6d4b\u80fd\u529b\u826f\u597d&#xff1b;mAP&#064;50\u6307\u6807\u4ece\u521d\u59cb\u768443.35%\u5feb\u901f\u4e0a\u5347&#xff0c;\u5728\u7b2c30\u8f6e\u8fbe\u523081.64%&#xff0c;\u6700\u7ec8\u7a33\u5b9a\u572898.46%&#xff0c;\u663e\u793a\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u5177\u6709\u4f18\u79c0\u7684\u68c0\u6d4b\u7cbe\u5ea6&#xff1b;mAP&#064;50-95\u6307\u6807\u4ece\u521d\u59cb\u768443.35%\u6301\u7eed\u4e0a\u5347&#xff0c;\u7ecf\u5386\u5feb\u901f\u4e0a\u5347\u9636\u6bb5&#xff08;1-30\u8f6e&#xff0c;\u63d0\u5347\u81f381.64%&#xff09;\u3001\u7a33\u5b9a\u63d0\u5347\u9636\u6bb5&#xff08;30-100\u8f6e&#xff0c;\u63d0\u5347\u81f387.73%&#xff09;\u548c\u6536\u655b\u7a33\u5b9a\u9636\u6bb5&#xff08;100-150\u8f6e&#xff09;&#xff0c;\u6700\u7ec8\u8fbe\u523089.04%&#xff0c;\u8868\u660e\u6a21\u578b\u5728\u4e25\u683c\u7684IoU\u9608\u503c\u8303\u56f4&#xff08;0.5\u81f30.95&#xff09;\u4e0b\u4ecd\u80fd\u4fdd\u6301\u826f\u597d\u7684\u68c0\u6d4b\u6027\u80fd&#xff0c;\u8bc1\u660e\u4e86\u6a21\u578b\u5b9a\u4f4d\u7cbe\u5ea6\u7684\u51c6\u786e\u6027\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=\"2026-02-08da4fwmoicqc.png\" width=\"2250\" \/><\/p>\n<p>\u56fe40 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=\"2026-02-08ldf1vlqli5c.png\" width=\"2560\" \/><\/p>\n<p>\u56fe41 \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<p>\u6700\u4f73\u6a21\u578b\u9009\u62e9&#xff1a;<\/p>\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\u7b2c150\u8f6e&#xff0c;\u4fdd\u5b58\u8def\u5f84\u4e3aruns\/train\/yolov5\/weights\/best.pt&#xff0c;\u9009\u62e9\u6807\u51c6\u4e3a\u9a8c\u8bc1\u96c6mAP&#064;50-95\u6307\u6807\u6700\u9ad8\u3002<\/p>\n<p>\u8bad\u7ec3\u7a33\u5b9a\u6027\u5206\u6790&#xff1a;<\/p>\n<ul>\n<li>\u6536\u655b\u901f\u5ea6&#xff1a;\u524d30\u8f6e\u5feb\u901f\u6536\u655b&#xff0c;30-100\u8f6e\u7a33\u5b9a\u63d0\u5347&#xff0c;100-150\u8f6e\u7cbe\u7ec6\u8c03\u4f18<\/li>\n<li>\u8fc7\u62df\u5408\u63a7\u5236&#xff1a;\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u635f\u5931\u66f2\u7ebf\u8d70\u52bf\u4e00\u81f4&#xff0c;\u65e0\u660e\u663e\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\u8fc7\u7a0b\u7a33<\/li>\n<li>\u6700\u7ec8\u72b6\u6001&#xff1a;\u7b2c150\u8f6e\u8fbe\u5230\u6700\u4f73\u6027\u80fd&#xff0c;mAP&#064;50-95\u4e3a89.04%<\/li>\n<\/ul>\n<h3>\u77e5\u8bc6\u84b8\u998f\u4f18\u5316&#xff08;\u5b8c\u5168\u771f\u5b9e\u6570\u636e&#xff09;<\/h3>\n<p>\u4e3a\u8fdb\u4e00\u6b65\u63d0\u5347YOLOv5n\u5b66\u751f\u6a21\u578b\u7684\u68c0\u6d4b\u6027\u80fd&#xff0c;\u672c\u7814\u7a76\u91c7\u7528\u77e5\u8bc6\u84b8\u998f\u6280\u672f&#xff0c;\u901a\u8fc7\u5c06\u6559\u5e08\u6a21\u578b\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u8f7b\u91cf\u7ea7\u5b66\u751f\u6a21\u578b&#xff0c;\u5728\u4fdd\u6301\u6a21\u578b\u8f7b\u91cf\u5316&#xff08;1.9M\u53c2\u6570&#xff09;\u7684\u540c\u65f6\u63d0\u5347\u68c0\u6d4b\u7cbe\u5ea6\u3002\u7814\u7a76\u76ee\u6807\u5305\u62ec&#xff1a;\u63a2\u7d22\u4e0d\u540c\u84b8\u998f\u7b56\u7565\u5bf9YOLOv5n\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd&#xff0c;\u627e\u5230\u6700\u4f18\u7684\u77e5\u8bc6\u84b8\u998f\u65b9\u6848&#xff0c;\u8fdb\u4e00\u6b65\u964d\u4f4e\u6f0f\u68c0\u7387\u3002<\/p>\n<h4>\u84b8\u998f\u7b56\u7565\u8bbe\u8ba1<\/h4>\n<p>\u672c\u7814\u7a76\u8bbe\u8ba1\u4e86\u4e94\u79cd\u77e5\u8bc6\u84b8\u998f\u7b56\u7565&#xff0c;\u7cfb\u7edf\u63a2\u7d22\u4e0d\u540c\u84b8\u998f\u65b9\u5f0f\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"360\" src=\"2026-02-08x10fmwe0cbn.jpg\" width=\"804\" \/><\/p>\n<h4>\u5b9e\u9a8c\u914d\u7f6e<\/h4>\n<p>1.\u6a21\u578b\u914d\u7f6e<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"153\" src=\"2026-02-08pcsjrmusgse.jpg\" width=\"1057\" \/><\/p>\n<p> 2.\u8bad\u7ec3\u914d\u7f6e<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"306\" src=\"2026-02-08z5miie2uk4n.jpg\" width=\"1057\" \/><\/p>\n<p> 3.\u6570\u636e\u96c6\u914d\u7f6e<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"158\" src=\"2026-02-08qq1sxu0lulu.jpg\" width=\"1057\" \/><\/p>\n<h4>\u5b9e\u9a8c\u7ed3\u679c\u5bf9\u6bd4<\/h4>\n<p>\u4e94\u79cd\u77e5\u8bc6\u84b8\u998f\u7b56\u7565\u7684\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u8868\u6240\u793a&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"428\" src=\"2026-02-08y5b0rrnaspd.png\" width=\"1051\" 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