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\u6807\u9898\u9875<\/h2>\n

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\u5f15\u8a00<\/h2>\n

\u7814\u7a76\u80cc\u666f\u548c\u91cd\u8981\u6027<\/p>\n

\u5de5\u4e1a\u80cc\u666f<\/p>\n

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\u68c0\u6d4b\u7684\u91cd\u8981\u6027<\/p>\n

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\u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/p>\n

\u4f20\u7edf\u7684\u94a2\u6750\u8868\u9762\u7f3a\u9677\u68c0\u6d4b\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4eba\u5de5\u89c6\u89c9\u68c0\u67e5\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u6548\u7387\u4f4e\uff0c\u800c\u4e14\u6613\u53d7\u64cd\u4f5c\u8005\u75b2\u52b3\u3001\u7ecf\u9a8c\u548c\u4e3b\u89c2\u5224\u65ad\u7684\u5f71\u54cd\uff0c\u5bfc\u81f4\u68c0\u6d4b\u7ed3\u679c\u4e0d\u7a33\u5b9a\u548c\u4e0d\u53ef\u9760\u3002\u968f\u7740\u751f\u4ea7\u901f\u5ea6\u7684\u63d0\u9ad8\uff0c\u5bf9\u4e8e\u9ad8\u901f\u751f\u4ea7\u7ebf\u4e0a\u7684\u5b9e\u65f6\u68c0\u6d4b\uff0c\u4eba\u5de5\u68c0\u6d4b\u66f4\u662f\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u5c3d\u7ba1\u5df2\u6709\u4e00\u4e9b\u81ea\u52a8\u5316\u68c0\u6d4b\u7cfb\u7edf\u88ab\u5f00\u53d1\u548c\u5e94\u7528\uff0c\u4f46\u8fd9\u4e9b\u7cfb\u7edf\u901a\u5e38\u57fa\u4e8e\u4f20\u7edf\u7684\u56fe\u50cf\u5904\u7406\u6280\u672f\uff0c\u5bf9\u4e8e\u590d\u6742\u6216\u5fae\u5c0f\u7684\u7f3a\u9677\u68c0\u6d4b\u6548\u679c\u6709\u9650\uff0c\u4e14\u5728\u4e0d\u540c\u73af\u5883\u548c\u6761\u4ef6\u4e0b\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\u4e0d\u8db3\u3002<\/p>\n

\u7814\u7a76\u7684\u5fc5\u8981\u6027<\/p>\n

\u57fa\u4e8e\u4e0a\u8ff0\u80cc\u666f\u548c\u73b0\u6709\u6280\u672f\u7684\u5c40\u9650\u6027\uff0c\u5f00\u53d1\u4e00\u79cd\u9ad8\u6548\u3001\u51c6\u786e\u3001\u7a33\u5b9a\u7684\u81ea\u52a8\u5316\u94a2\u6750\u8868\u9762\u7f3a\u9677\u68c0\u6d4b\u65b9\u6cd5\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u6df1\u5ea6\u5b66\u4e60\uff0c\u7279\u522b\u662f\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u5728\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u5df2\u7ecf\u663e\u793a\u51fa\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u3002YOLOv5\uff0c\u4f5c\u4e3a\u4e00\u79cd\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u4ee5\u5176\u5feb\u901f\u3001\u9ad8\u6548\u7684\u7279\u70b9\u5728\u5bf9\u8c61\u68c0\u6d4b\u9886\u57df\u5e7f\u53d7\u597d\u8bc4\u3002\u5c06YOLOv5\u5e94\u7528\u4e8e\u94a2\u6750\u8868\u9762\u7f3a\u9677\u68c0\u6d4b\uff0c\u6709\u671b\u5b9e\u73b0\u5feb\u901f\u3001\u51c6\u786e\u7684\u81ea\u52a8\u68c0\u6d4b\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u548c\u4ea7\u54c1\u8d28\u91cf\uff0c\u964d\u4f4e\u751f\u4ea7\u6210\u672c\uff0c\u589e\u5f3a\u5de5\u4e1a\u751f\u4ea7\u7684\u7ade\u4e89\u529b\u3002\u56e0\u6b64\uff0c\u672c\u7814\u7a76\u65e8\u5728\u63a2\u7d22\u57fa\u4e8eYOLOv5\u7684\u94a2\u6750\u8868\u9762\u7f3a\u9677\u81ea\u52a8\u68c0\u6d4b\u65b9\u6cd5\uff0c\u671f\u671b\u4e3a\u94a2\u6750\u5236\u9020\u4e1a\u63d0\u4f9b\u4e00\u79cd\u66f4\u4e3a\u5148\u8fdb\u3001\u53ef\u9760\u7684\u8d28\u91cf\u63a7\u5236\u624b\u6bb5\u3002<\/p>\n

\u7406\u8bba\u57fa\u7840\u548c\u76f8\u5173\u5de5\u4f5c<\/h2>\n

\u94a2\u6750\u8868\u9762\u7f3a\u9677\u7684\u7c7b\u578b\u548c\u7279\u5f81<\/p>\n

YOLOv5\u6a21\u578b\u7684\u57fa\u672c\u539f\u7406<\/p>\n

\u76f8\u5173\u7814\u7a76\u7efc\u8ff0\uff08yolo\u7cfb\u5217\u8bba\u6587\uff09<\/p>\n

\u65b9\u6cd5\u8bba<\/h2>\n

\u6570\u636e\u51c6\u5907<\/p>\n

\u6570\u636e\u6765\u6e90\u548c\u91c7\u96c6\uff08\u81ea\u5236\u6570\u636e\u96c6\uff09<\/p>\n

\u51e0\u5f20\u539f\u59cb\u56fe\u7247\uff0c\u5bf9\u5176\u8fdb\u884c\u56fe\u50cf\u589e\u5f3a\uff0c\u81ea\u5df1\u5236\u4f5c\u6807\u7b7e\u3002<\/p>\n

\u6570\u636e\u9884\u5904\u7406<\/p>\n

    \n
  1. \u5bf9\u6bd4\u5ea6\u8c03\u6574<\/strong>\uff1a\u6539\u53d8\u56fe\u50cf\u7684\u5bf9\u6bd4\u5ea6\u4f7f\u56fe\u50cf\u7684\u7279\u5f81\u66f4\u52a0\u660e\u663e\u3002\u5e38\u7528\u65b9\u6cd5\u5305\u62ec\u76f4\u65b9\u56fe\u5747\u8861\u5316\u548c\u5bf9\u6bd4\u5ea6\u62c9\u4f38\u3002<\/li>\n
  2. \u4eae\u5ea6\u8c03\u6574<\/strong>\uff1a\u6539\u53d8\u56fe\u50cf\u7684\u6574\u4f53\u4eae\u5ea6\uff0c\u4f7f\u56fe\u50cf\u770b\u8d77\u6765\u66f4\u4eae\u6216\u66f4\u6697\u3002<\/li>\n
  3. \u9510\u5316\u548c\u8fb9\u7f18\u589e\u5f3a<\/strong>\uff1a\u63d0\u9ad8\u56fe\u50cf\u7684\u5c40\u90e8\u5bf9\u6bd4\u5ea6\uff0c\u4f7f\u8fb9\u7f18\u548c\u7ec6\u8282\u66f4\u6e05\u6670\u3002\u5e38\u7528\u7684\u65b9\u6cd5\u6709Unsharp Masking\uff08\u975e\u9510\u5316\u63a9\u819c\uff09\u548cLaplacian\u6ee4\u6ce2\u5668\u3002<\/li>\n
  4. \u53bb\u566a<\/strong>\uff1a\u51cf\u5c11\u56fe\u50cf\u4e2d\u7684\u566a\u58f0\uff0c\u63d0\u9ad8\u56fe\u50cf\u8d28\u91cf\u3002\u5e38\u89c1\u7684\u53bb\u566a\u6280\u672f\u6709\u4e2d\u503c\u6ee4\u6ce2\u3001\u9ad8\u65af\u6ee4\u6ce2\u548c\u53cc\u8fb9\u6ee4\u6ce2\u7b49\u3002<\/li>\n
  5. \u989c\u8272\u589e\u5f3a<\/strong>\uff1a\u6539\u5584\u6216\u4fee\u6539\u56fe\u50cf\u7684\u989c\u8272\u5e73\u8861\uff0c\u4f7f\u56fe\u50cf\u8272\u5f69\u66f4\u4e30\u5bcc\u6216\u66f4\u7b26\u5408\u7279\u5b9a\u8981\u6c42\u3002<\/li>\n
  6. \u76f4\u65b9\u56fe\u5747\u8861\u5316<\/strong>\uff1a\u901a\u8fc7\u8c03\u6574\u56fe\u50cf\u7684\u76f4\u65b9\u56fe\u6765\u6539\u5584\u56fe\u50cf\u7684\u6574\u4f53\u5bf9\u6bd4\u5ea6\u3002<\/li>\n
  7. \u4f3d\u9a6c\u6821\u6b63<\/strong>\uff1a\u901a\u8fc7\u8c03\u6574\u8f93\u5165\u56fe\u50cf\u7684\u4f3d\u9a6c\u503c\u6765\u975e\u7ebf\u6027\u5730\u6269\u5c55\u6216\u538b\u7f29\u56fe\u50cf\u7684\u7070\u5ea6\u7ea7\u3002<\/li>\n
  8. \u7a7a\u95f4\u6ee4\u6ce2\u5668<\/strong>\uff1a\u4f7f\u7528\u5404\u79cd\u7ebf\u6027\u548c\u975e\u7ebf\u6027\u6ee4\u6ce2\u5668\u6765\u5904\u7406\u56fe\u50cf\uff0c\u5982\u9ad8\u901a\u6ee4\u6ce2\u5668\u3001\u4f4e\u901a\u6ee4\u6ce2\u5668\u7b49\u3002<\/li>\n
  9. \u5c3a\u5ea6\u53d8\u6362<\/strong>\uff1a\u8c03\u6574\u56fe\u50cf\u7684\u5927\u5c0f\u548c\u6bd4\u4f8b\u3002<\/li>\n
  10. \u65cb\u8f6c\u548c\u7ffb\u8f6c<\/strong>\uff1a\u6839\u636e\u9700\u8981\u65cb\u8f6c\u6216\u7ffb\u8f6c\u56fe\u50cf\u3002<\/li>\n
  11. \u900f\u89c6\u548c\u51e0\u4f55\u53d8\u6362<\/strong>\uff1a\u8c03\u6574\u56fe\u50cf\u7684\u900f\u89c6\u4ee5\u9002\u5e94\u7279\u5b9a\u7684\u89c6\u89c9\u6548\u679c\u6216\u5e94\u7528\u9700\u6c42\u3002<\/li>\n<\/ol>\n

    \u5236\u4f5c\u6807\u7b7e<\/p>\n

    YOLOv5\u6a21\u578b\u4ecb\u7ecd<\/p>\n

    \u5b9e\u9a8c\u8bbe\u8ba1<\/p>\n

    \u635f\u5931\u51fd\u6570<\/p>\n

    \u8bad\u7ec3\u8fc7\u7a0b<\/p>\n

    \u53c2\u6570\u8bbe\u7f6e<\/p>\n

    \u6027\u80fd\u8bc4\u4f30\u6307\u6807<\/p>\n

    \u5b9e\u9a8c\u5b9e\u73b0\u548c\u7ed3\u679c<\/h2>\n

    \u7cfb\u7edf\u73af\u5883\u548c\u5b9e\u9a8c\u5de5\u5177<\/p>\n

    CPU: 11th Gen Intel(R) Core(TM) i7-11800H @ 2.30GHz<\/strong><\/p>\n

    GPU: NVIDIA GeForce RTX 3060 Laptop GPU<\/strong><\/p>\n

    Windows 11 23H\uff08copilot\uff092\u4e13\u4e1a\u7248<\/p>\n

    WLS2<\/p>\n

    VSCode\uff1a<\/p>\n

    VSCode\u7684\u5b9e\u73b0\u7ec6\u8282<\/p>\n

    WSL\u5b9e\u9a8c\u7ed3\u679c<\/p>\n

    \u7ed3\u8bba<\/h2>\n

    \u7814\u7a76\u7684\u4e3b\u8981\u53d1\u73b0<\/p>\n

      \n
    1. \u9ad8\u6548\u7684\u7f3a\u9677\u68c0\u6d4b<\/strong>\uff1a\u672c\u7814\u7a76\u6210\u529f\u5b9e\u73b0\u4e86\u57fa\u4e8eYOLOv5\u7684\u94a2\u6750\u8868\u9762\u7f3a\u9677\u68c0\u6d4b\u65b9\u6cd5\u3002\u7ecf\u8fc7\u6d4b\u8bd5\u548c\u9a8c\u8bc1\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u51c6\u786e\u5730\u8bc6\u522b\u548c\u5b9a\u4f4d\u591a\u79cd\u7c7b\u578b\u7684\u8868\u9762\u7f3a\u9677\uff0c\u5982\u88c2\u7eb9\u3001\u5212\u75d5\u548c\u9508\u8680\u7b49\u3002<\/li>\n
    2. \u6539\u8fdb\u7684\u68c0\u6d4b\u6027\u80fd<\/strong>\uff1a\u4e0e\u4f20\u7edf\u7684\u56fe\u50cf\u5904\u7406\u65b9\u6cd5\u548c\u4eba\u5de5\u68c0\u6d4b\u76f8\u6bd4\uff0cYOLOv5\u6a21\u578b\u5728\u68c0\u6d4b\u901f\u5ea6\u3001\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u65b9\u9762\u663e\u793a\u51fa\u663e\u8457\u7684\u4f18\u52bf\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u5728\u68c0\u6d4b\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387\u65b9\u9762\u5747\u8fbe\u5230\u4e86\u8f83\u9ad8\u6c34\u5e73\u3002<\/li>\n
    3. \u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027<\/strong>\uff1a\u8be5\u65b9\u6cd5\u5c55\u793a\u4e86\u5bf9\u4e0d\u540c\u7c7b\u578b\u548c\u7a0b\u5ea6\u7684\u8868\u9762\u7f3a\u9677\u7684\u826f\u597d\u8bc6\u522b\u80fd\u529b\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u4e0d\u540c\u751f\u4ea7\u73af\u5883\u548c\u6761\u4ef6\u4e0b\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\u3002<\/li>\n<\/ol>\n

      \u5bf9\u5de5\u4e1a\u5e94\u7528\u7684\u610f\u4e49<\/p>\n

        \n
      1. \u63d0\u9ad8\u751f\u4ea7\u6548\u7387<\/strong>\uff1a\u81ea\u52a8\u5316\u7684\u7f3a\u9677\u68c0\u6d4b\u51cf\u5c11\u4e86\u4eba\u5de5\u68c0\u67e5\u7684\u9700\u6c42\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u751f\u4ea7\u7ebf\u7684\u68c0\u6d4b\u6548\u7387\u548c\u6d41\u7a0b\u901f\u5ea6\u3002<\/li>\n
      2. \u63d0\u5347\u4ea7\u54c1\u8d28\u91cf<\/strong>\uff1a\u51c6\u786e\u7684\u7f3a\u9677\u8bc6\u522b\u4fdd\u8bc1\u4e86\u66f4\u9ad8\u6c34\u5e73\u7684\u8d28\u91cf\u63a7\u5236\uff0c\u51cf\u5c11\u4e86\u7f3a\u9677\u4ea7\u54c1\u6d41\u5165\u5e02\u573a\u7684\u98ce\u9669\uff0c\u63d0\u9ad8\u4e86\u6700\u7ec8\u4ea7\u54c1\u7684\u53ef\u9760\u6027\u548c\u6d88\u8d39\u8005\u7684\u6ee1\u610f\u5ea6\u3002<\/li>\n
      3. \u964d\u4f4e\u6210\u672c<\/strong>\uff1a\u901a\u8fc7\u51cf\u5c11\u56e0\u7f3a\u9677\u5bfc\u81f4\u7684\u6750\u6599\u6d6a\u8d39\u548c\u8fd4\u5de5\uff0c\u8be5\u65b9\u6cd5\u6709\u52a9\u4e8e\u964d\u4f4e\u751f\u4ea7\u6210\u672c\u3002<\/li>\n
      4. \u6280\u672f\u521b\u65b0<\/strong>\uff1a\u5f15\u5165\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e3a\u4f20\u7edf\u7684\u5de5\u4e1a\u751f\u4ea7\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u89e3\u51b3\u65b9\u6848\uff0c\u4fc3\u8fdb\u4e86\u5de5\u4e1a\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u7684\u53d1\u5c55\u3002<\/li>\n<\/ol>\n

        \u672a\u6765\u7814\u7a76\u5c55\u671b<\/p>\n

          \n
        1. \u6a21\u578b\u4f18\u5316<\/strong>\uff1a\u8fdb\u4e00\u6b65\u7814\u7a76\u548c\u4f18\u5316YOLOv5\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u5728\u6781\u7aef\u6761\u4ef6\u4e0b\uff08\u5982\u4e0d\u540c\u5149\u7167\u3001\u590d\u6742\u80cc\u666f\u7b49\uff09\u7684\u68c0\u6d4b\u51c6\u786e\u6027\u3002<\/li>\n
        2. \u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f<\/strong>\uff1a\u63a2\u7d22\u5c06\u8be5\u65b9\u6cd5\u5e94\u7528\u4e8e\u5176\u4ed6\u7c7b\u578b\u6750\u6599\u6216\u4ea7\u54c1\u7684\u8868\u9762\u7f3a\u9677\u68c0\u6d4b\uff0c\u5982\u5851\u6599\u3001\u7eba\u7ec7\u54c1\u7b49\u3002<\/li>\n
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          \u53c2\u8003\u6587\u732e<\/h2>\n

          \u5f15\u7528\u7684\u76f8\u5173\u6587\u732e\u548c\u7814\u7a76<\/p>\n

            \n
          • Model Compression Methods for YOLOv5: A Review\n
              \n
            • You Only Look Once: Unified, Real-Time Object Detection<\/li>\n
            • TPH-YOLOv5: Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-captured Scenarios<\/li>\n
            • Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks<\/li>\n
            • Fast R-CNN<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

              \u9644\u4ef6<\/h2>\n
                \n
              • \u5b8c\u6574\u7684VSCode\u4e2dyolov5-master\u4ee3\u7801\uff083.2G\uff09<\/li>\n<\/ul>\n

                \u7ed3\u679c<\/p>\n

                \n

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