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0 \u6982\u8ff0<\/h1>\n\n\n\n

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\"\"<\/figure>\n<\/div>\n\n\n

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      \n
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        1\u89c6\u89c9\u80fd\u529b<\/h1>\n\n\n\n

        1.1 \u6570\u636e\u96c6\u7ba1\u7406\u529f\u80fd<\/h2>\n\n\n
        \n
        \"\"<\/figure>\n<\/div>\n\n\n

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        \n
        \"\"<\/figure>\n<\/div>\n\n\n

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        \n
        \"\"<\/figure>\n<\/div>\n\n\n

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        \"\"<\/figure>\n<\/div>\n\n\n

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        \n
        \"\"<\/figure>\n<\/div>\n\n\n

        \u6570\u636e\u96c6\u5212\u5206\u529f\u80fd\u662f\u6a21\u578b\u8bad\u7ec3\u524d\u7684\u91cd\u8981\u73af\u8282\uff0c\u5728\u6570\u636e\u96c6\u5212\u5206\u6807\u7b7e\u9875\u4e2d\uff0c\u7cfb\u7edf\u9996\u5148\u5c55\u793a\u4e86\u6570\u636e\u96c6\u7684\u6807\u6ce8\u7edf\u8ba1\u4fe1\u606f\uff0c\u5305\u62ec\u5df2\u6807\u6ce8\u56fe\u7247\u3001\u672a\u6807\u6ce8\u56fe\u7247\u548c\u56fe\u7247\u603b\u6570\uff0c\u5e76\u7528\u67f1\u72b6\u56fe\u76f4\u89c2\u5c55\u793a\u5404\u4e2a\u6807\u7b7e\u7684\u6807\u6ce8\u6b21\u6570\u5206\u5e03\uff0c\u5e2e\u52a9\u7528\u6237\u4e86\u89e3\u6570\u636e\u7684\u5e73\u8861\u60c5\u51b5\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u6ed1\u5757\u6216\u8f93\u5165\u6570\u5b57\u7075\u6d3b\u8bbe\u7f6e\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u5212\u5206\u6bd4\u4f8b\uff0c\u7cfb\u7edf\u4f1a\u5b9e\u65f6\u8ba1\u7b97\u5e76\u663e\u793a\u9884\u8ba1\u5212\u5206\u7ed3\u679c\uff0c\u8ba9\u7528\u6237\u5728\u6b63\u5f0f\u5212\u5206\u524d\u5c31\u80fd\u770b\u5230\u4e09\u4e2a\u5b50\u96c6\u7684\u56fe\u7247\u6570\u91cf\u3002\u6bd4\u4f8b\u8bbe\u7f6e\u5b8c\u6210\u540e\uff0c\u53ea\u9700\u70b9\u51fb\u81ea\u52a8\u5212\u5206\u6309\u94ae\uff0c\u7cfb\u7edf\u5c31\u4f1a\u542f\u52a8\u5212\u5206\u4efb\u52a1\uff0c\u6574\u4e2a\u8fc7\u7a0b\u5728\u540e\u53f0\u8fd0\u884c\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u72b6\u6001\u4fe1\u606f\u5b9e\u65f6\u4e86\u89e3\u4efb\u52a1\u8fdb\u5ea6\u3002\u6bcf\u4e2a\u6570\u636e\u96c6\u6700\u591a\u652f\u6301\u4fdd\u5b583\u4e2a\u4e0d\u540c\u7684\u5212\u5206\u7ed3\u679c\uff0c\u65b9\u4fbf\u7528\u6237\u5c1d\u8bd5\u4e0d\u540c\u7684\u5212\u5206\u65b9\u6848\uff0c\u5bf9\u4e8e\u6b63\u5728\u8fd0\u884c\u7684\u5212\u5206\u4efb\u52a1\u8fd8\u53ef\u4ee5\u968f\u65f6\u53d6\u6d88\uff0c\u5bf9\u4e8e\u5df2\u5b8c\u6210\u7684\u5212\u5206\u7ed3\u679c\u4e5f\u53ef\u4ee5\u5220\u9664\u3002\u6240\u6709\u5212\u5206\u7ed3\u679c\u90fd\u4f1a\u4ee5\u5217\u8868\u5f62\u5f0f\u5c55\u793a\uff0c\u5305\u62ec\u521b\u5efa\u65f6\u95f4\u3001\u5404\u5b50\u96c6\u7684\u6bd4\u4f8b\u548c\u5177\u4f53\u56fe\u7247\u6570\u91cf\u3001\u4efb\u52a1\u72b6\u6001\u7b49\u8be6\u7ec6\u4fe1\u606f\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u7ba1\u7406\u548c\u9009\u62e9\u5408\u9002\u7684\u5212\u5206\u7528\u4e8e\u540e\u7eed\u7684\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n\n\n

        \n
        \"\"<\/figure>\n<\/div>\n\n\n

        1.2 Yolo \u6a21\u578b\u8bad\u7ec3<\/h2>\n\n\n\n

        AIMC LAB\u5e73\u53f0\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\uff0c\u4ece\u4efb\u52a1\u521b\u5efa\u3001\u8bad\u7ec3\u76d1\u63a7\u5230\u7ed3\u679c\u67e5\u770b\u7684\u4e00\u4f53\u5316\u4f53\u9a8c\u3002\u5728\u8bad\u7ec3\u4efb\u52a1\u5217\u8868\u9875\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u4e00\u76ee\u4e86\u7136\u5730\u770b\u5230\u6240\u6709\u8bad\u7ec3\u4efb\u52a1\u7684\u7edf\u8ba1\u4fe1\u606f\uff0c\u5305\u62ec\u603b\u4efb\u52a1\u6570\u3001\u5df2\u5b8c\u6210\u4efb\u52a1\u6570\u548c\u8fdb\u884c\u4e2d\u4efb\u52a1\u6570\uff0c\u901a\u8fc7\u72b6\u6001\u7b5b\u9009\u8fd8\u53ef\u4ee5\u5feb\u901f\u67e5\u770b\u5168\u90e8\u4efb\u52a1\u3001\u8fdb\u884c\u4e2d\u4efb\u52a1\u6216\u5df2\u5b8c\u6210\u4efb\u52a1\u3002\u6bcf\u4e2a\u8bad\u7ec3\u4efb\u52a1\u90fd\u4ee5\u5217\u8868\u5f62\u5f0f\u5c55\u793a\uff0c\u5305\u542b\u4efb\u52a1ID\u3001\u4efb\u52a1\u540d\u79f0\u3001\u4f7f\u7528\u7684\u57fa\u7ebf\u6a21\u578blogo\u3001\u72b6\u6001\u6807\u7b7e\u548c\u8fdb\u5ea6\u6761\uff0c\u72b6\u6001\u6807\u7b7e\u6e05\u6670\u5730\u6807\u6ce8\u4e86\u6392\u961f\u4e2d\u3001\u8fdb\u884c\u4e2d\u3001\u5df2\u5b8c\u6210\u3001\u5931\u8d25\u3001\u53d6\u6d88\u4e2d\u7b49\u4e0d\u540c\u72b6\u6001\uff0c\u8fdb\u5ea6\u6761\u5219\u76f4\u89c2\u5c55\u793a\u4e86\u5f53\u524d\u8bad\u7ec3\u7684\u5b8c\u6210\u5ea6\u3002\u5bf9\u4e8e\u6b63\u5728\u8fd0\u884c\u7684\u4efb\u52a1\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u53d6\u6d88\u8bad\u7ec3\uff1b\u5bf9\u4e8e\u5df2\u5b8c\u6210\u6216\u5931\u8d25\u7684\u4efb\u52a1\uff0c\u4e5f\u53ef\u4ee5\u5220\u9664\u6e05\u7406\uff0c\u6240\u6709\u4efb\u52a1\u72b6\u6001\u4f1a\u81ea\u52a8\u5b9a\u671f\u5237\u65b0\uff0c\u786e\u4fdd\u7528\u6237\u770b\u5230\u7684\u662f\u6700\u65b0\u4fe1\u606f\u3002<\/p>\n\n\n

        \n
        \"\"<\/figure>\n<\/div>\n\n\n

        \u521b\u5efa\u65b0\u8bad\u7ec3\u4efb\u52a1\u7684\u8fc7\u7a0b\u975e\u5e38\u7b80\u5355\uff0c\u7528\u6237\u53ea\u9700\u586b\u5199\u8bad\u7ec3\u540d\u79f0\u548c\u63cf\u8ff0\uff0c\u9009\u62e9\u51c6\u5907\u597d\u7684\u6570\u636e\u96c6\u548c\u5bf9\u5e94\u7684\u5212\u5206\u7ed3\u679c\uff0c\u7136\u540e\u6839\u636e\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u5e73\u53f0\u652f\u6301\u591a\u79cdYOLO\u7248\u672c\uff0c\u5305\u62ecYOLOv8\u7cfb\u5217\u7684n\u3001s\u3001m\u3001l\u3001x\u4ee5\u53ca\u6700\u65b0\u7684YOLO11\u7cfb\u5217\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5bf9\u7cbe\u5ea6\u548c\u901f\u5ea6\u7684\u4e0d\u540c\u8981\u6c42\u7075\u6d3b\u9009\u62e9\u3002\u63a5\u7740\u8bbe\u7f6e\u8bad\u7ec3\u8f6e\u6b21\u548c\u6279\u91cf\u5927\u5c0f\uff0c\u8bad\u7ec3\u8f6e\u6b21\u51b3\u5b9a\u4e86\u6a21\u578b\u5b66\u4e60\u7684\u8fed\u4ee3\u6b21\u6570\uff0c\u6279\u91cf\u5927\u5c0f\u5219\u5f71\u54cd\u8bad\u7ec3\u901f\u5ea6\u548c\u663e\u5b58\u5360\u7528\uff0c\u6240\u6709\u53c2\u6570\u8bbe\u7f6e\u5b8c\u6210\u540e\u5373\u53ef\u63d0\u4ea4\u4efb\u52a1\uff0c\u8bad\u7ec3\u4efb\u52a1\u4f1a\u81ea\u52a8\u8fdb\u5165\u961f\u5217\u5f00\u59cb\u8fd0\u884c\u3002<\/p>\n\n\n

        \n
        \"\"<\/figure>\n<\/div>\n\n\n

        \u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u70b9\u51fb\u5df2\u5b8c\u6210\u7684\u4efb\u52a1\u540d\u79f0\u5373\u53ef\u8fdb\u5165\u8bad\u7ec3\u7ed3\u679c\u8be6\u60c5\u9875\u9762\uff0c\u8fd9\u91cc\u5c55\u793a\u4e86\u4efb\u52a1\u7684\u5b8c\u6574\u4fe1\u606f\u3002\u9996\u5148\u662f\u4efb\u52a1\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u4efb\u52a1ID\u3001\u540d\u79f0\u3001\u72b6\u6001\u3001\u8bad\u7ec3\u8f6e\u6b21\u3001\u57fa\u7840\u6a21\u578b\u548c\u6279\u6b21\u5927\u5c0f\u7b49\u3002\u63a5\u4e0b\u6765\u662f\u6838\u5fc3\u7684\u8bad\u7ec3\u6307\u6807\u5c55\u793a\uff0c\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u3001mAP50\u3001mAP50-95\u7b49\u5173\u952e\u6307\u6807\u90fd\u4ee5\u767e\u5206\u6bd4\u5f62\u5f0f\u6e05\u6670\u5448\u73b0\uff0c\u8ba9\u7528\u6237\u5feb\u901f\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u9875\u9762\u8fd8\u5c55\u793a\u4e86\u4e30\u5bcc\u7684\u8bad\u7ec3\u7ed3\u679c\u56fe\u7247\uff0c\u5305\u62ec\u6df7\u6dc6\u77e9\u9635\u3001\u8bad\u7ec3\u7ed3\u679c\u66f2\u7ebf\u3001PR\u66f2\u7ebf\u3001\u7cbe\u786e\u7387\u66f2\u7ebf\u3001\u53ec\u56de\u7387\u66f2\u7ebf\u3001F1\u5206\u6570\u66f2\u7ebf\u3001\u6807\u7b7e\u5206\u5e03\u56fe\uff0c\u4ee5\u53ca\u8bad\u7ec3\u6279\u6b21\u548c\u9a8c\u8bc1\u6279\u6b21\u7684\u6837\u672c\u56fe\u7247\uff0c\u6bcf\u5f20\u56fe\u7247\u90fd\u914d\u6709\u8be6\u7ec6\u7684\u6807\u9898\u548c\u63cf\u8ff0\uff0c\u7528\u6237\u53ef\u4ee5\u70b9\u51fb\u67e5\u770b\u5927\u56fe\u3002\u6240\u6709\u7ed3\u679c\u56fe\u7247\u4f1a\u4f9d\u6b21\u52a0\u8f7d\uff0c\u5e76\u663e\u793a\u52a0\u8f7d\u8fdb\u5ea6\uff0c\u786e\u4fdd\u7528\u6237\u4f53\u9a8c\u6d41\u7545\u3002<\/p>\n\n\n

        \n
        \"\"<\/figure>\n<\/div>\n\n\n

        \u5bf9\u4e8e\u6ee1\u610f\u7684\u8bad\u7ec3\u7ed3\u679c\uff0c\u5e73\u53f0\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u4e0b\u8f7d\u529f\u80fd\u3002\u7528\u6237\u53ef\u4ee5\u4e00\u952e\u4e0b\u8f7d\u6240\u6709\u8bad\u7ec3\u7ed3\u679c\u7684ZIP\u538b\u7f29\u5305\uff0c\u4e5f\u53ef\u4ee5\u5355\u72ec\u4e0b\u8f7d\u9700\u8981\u7684\u6587\u4ef6\uff0c\u5305\u62ec\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u3001\u6700\u540e\u6a21\u578b\u6587\u4ef6\u3001\u8bad\u7ec3\u6307\u6807CSV\u3001\u8bad\u7ec3\u914d\u7f6eYAML\u3001\u5404\u79cd\u66f2\u7ebf\u56fe\u3001\u6807\u7b7e\u5206\u5e03\u56fe\u7b49\u3002\u8fd9\u4e9b\u6587\u4ef6\u53ef\u4ee5\u7528\u4e8e\u540e\u7eed\u7684\u6a21\u578b\u90e8\u7f72\u3001\u8fdb\u4e00\u6b65\u7684\u8bad\u7ec3\u4f18\u5316\uff0c\u6216\u8005\u4e0e\u56e2\u961f\u5206\u4eab\u3002\u6574\u4e2a\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u8bbe\u8ba1\u5f97\u65e2\u4e13\u4e1a\u53c8\u6613\u7528\uff0c\u5373\u4f7f\u6ca1\u6709\u6df1\u539a\u7684\u6df1\u5ea6\u5b66\u4e60\u80cc\u666f\uff0c\u7528\u6237\u4e5f\u80fd\u987a\u5229\u5b8c\u6210\u4ece\u6570\u636e\u5230\u6a21\u578b\u7684\u5b8c\u6574\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5feb\u901f\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n

        \n
        \"\"<\/figure>\n<\/div>\n\n\n

        1.3 \u6a21\u578b\u5bfc\u51fa\u90e8\u7f72<\/h2>\n\n\n\n

        AIMC LAB\u5e73\u53f0\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6a21\u578b\u8f6c\u6362\u548c\u90e8\u7f72\u6d41\u7a0b\uff0c\u5e2e\u52a9\u7528\u6237\u5c06\u8bad\u7ec3\u597d\u7684YOLO\u6a21\u578b\u8f7b\u677e\u90e8\u7f72\u5230\u5404\u79cd\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u4e0a\u3002\u5728\u90e8\u7f72\u4efb\u52a1\u5217\u8868\u9875\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u6240\u6709\u6a21\u578b\u8f6c\u6362\u4efb\u52a1\u7684\u72b6\u6001\uff0c\u9875\u9762\u9876\u90e8\u63d0\u4f9b\u4e86\u72b6\u6001\u7b5b\u9009\u548c\u5173\u952e\u8bcd\u641c\u7d22\u529f\u80fd\uff0c\u65b9\u4fbf\u5feb\u901f\u627e\u5230\u9700\u8981\u7684\u4efb\u52a1\u3002\u6bcf\u4e2a\u90e8\u7f72\u4efb\u52a1\u90fd\u5c55\u793a\u4e86\u4efb\u52a1\u540d\u79f0\u3001\u72b6\u6001\u6807\u7b7e\u3001YOLO\u7248\u672c\u3001\u5bf9\u5e94\u7684\u8bad\u7ec3\u4efb\u52a1\u540d\u79f0\u3001\u76ee\u6807\u5e73\u53f0\u3001\u5f00\u59cb\u65f6\u95f4\u548c\u8f6c\u6362\u8fdb\u5ea6\uff0c\u72b6\u6001\u6807\u7b7e\u6e05\u6670\u5730\u6807\u6ce8\u4e86\u6392\u961f\u4e2d\u3001\u8fdb\u884c\u4e2d\u3001\u5df2\u5b8c\u6210\u3001\u5931\u8d25\u3001\u53d6\u6d88\u4e2d\u7b49\u4e0d\u540c\u72b6\u6001\uff0c\u8fdb\u5ea6\u6761\u5219\u76f4\u89c2\u5c55\u793a\u4e86\u5f53\u524d\u8f6c\u6362\u7684\u5b8c\u6210\u5ea6\u3002\u5bf9\u4e8e\u6b63\u5728\u8fd0\u884c\u7684\u4efb\u52a1\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u53d6\u6d88\uff1b\u5bf9\u4e8e\u5df2\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u4e0b\u8f7d\u8f6c\u6362\u597d\u7684\u6a21\u578b\u6216\u5220\u9664\u4efb\u52a1\uff1b\u5bf9\u4e8e\u5931\u8d25\u7684\u4efb\u52a1\uff0c\u4e5f\u53ef\u4ee5\u5220\u9664\u6e05\u7406\uff0c\u6240\u6709\u8fdb\u884c\u4e2d\u7684\u4efb\u52a1\u72b6\u6001\u4f1a\u81ea\u52a8\u5b9a\u671f\u5237\u65b0\uff0c\u786e\u4fdd\u7528\u6237\u770b\u5230\u7684\u662f\u6700\u65b0\u8fdb\u5ea6\u3002<\/p>\n\n\n

        \n
        \"\"<\/figure>\n<\/div>\n\n\n

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        \n
        \"\"<\/figure>\n<\/div>\n\n\n

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