{"id":199556,"date":"2024-05-10T01:08:02","date_gmt":"2024-05-09T17:08:02","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/199556.html"},"modified":"2024-05-10T01:08:05","modified_gmt":"2024-05-09T17:08:05","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88%e8%a6%81%e7%94%a8%e9%9d%9e%e6%9e%81%e5%a4%a7%e5%80%bc%e6%8a%91%e5%88%b6%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/199556.html","title":{"rendered":"\u4e3a\u4ec0\u4e48\u8981\u7528\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5"},"content":{"rendered":"

\"\u4e3a\u4ec0\u4e48\u8981\u7528\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\"<\/p>\n

\u975e\u6781\u5927\u503c\u6291\u5236\uff08Non-Maximum Suppression\uff0cNMS\uff09\u7b97\u6cd5\u662f\u8ba1\u7b97\u673a\u89c6\u89c9<\/strong>\u9886\u57df\u4e2d\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u56fe\u50cf\u5904\u7406\u6280\u672f\uff0c\u4e3b\u8981\u7528\u4e8e\u76ee\u6807\u68c0\u6d4b\u8fc7\u7a0b\u4e2d\u7684\u8fb9\u754c\u6846\u7b5b\u9009\u5de5\u4f5c\u3002\u8be5\u7b97\u6cd5\u7684\u6838\u5fc3\u76ee\u7684\u662f\u901a\u8fc7\u6d88\u9664\u591a\u4f59\u7684\u8fb9\u754c\u6846\uff0c\u4ece\u800c\u4fdd\u7559\u6700\u4f73\u8fb9\u754c\u6846\uff0c\u4ee5\u8fbe\u5230\u51c6\u786e\u8bc6\u522b\u76ee\u6807\u7684\u6548\u679c\u3002\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u5ea6\u3001\u63d0\u9ad8\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6\u3001\u4f18\u5316\u68c0\u6d4b\u901f\u5ea6<\/strong>\u662f\u4f7f\u7528\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u7684\u4e3b\u8981\u7406\u7531\u3002\u5728\u4f17\u591a\u539f\u56e0\u4e2d\uff0c\u63d0\u9ad8\u76ee\u6807\u68c0\u6d4b\u7cbe\u5ea6<\/strong>\u662f\u5c24\u4e3a\u91cd\u8981\u7684\u4e00\u70b9\u3002<\/p>\n<\/p>\n

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\u4e00\u3001\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u7684\u539f\u7406<\/h2>\n<\/p>\n

\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u7684\u57fa\u672c\u601d\u60f3\u975e\u5e38\u76f4\u89c2\u3002\u9996\u5148\uff0c\u4f9d\u636e\u68c0\u6d4b\u6a21\u578b\u7684\u9884\u6d4b\u5f97\u5206\uff0c\u5bf9\u6240\u6709\u5019\u9009\u7684\u8fb9\u754c\u6846\u8fdb\u884c\u6392\u5e8f\u3002\u7136\u540e\uff0c\u9009\u53d6\u5f97\u5206\u6700\u9ad8\u7684\u8fb9\u754c\u6846\uff0c\u5c06\u5176\u4e0e\u5176\u4ed6\u8fb9\u754c\u6846\u8fdb\u884c\u91cd\u53e0\u5ea6\u6bd4\u5bf9\uff0c\u79fb\u9664\u90a3\u4e9b\u4e0e\u5176\u91cd\u53e0\u5ea6\uff08\u901a\u5e38\u7528IoU\uff0c\u4ea4\u5e76\u6bd4\uff09\u8d85\u8fc7\u7279\u5b9a\u9608\u503c\u7684\u8fb9\u754c\u6846\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u91cd\u590d\u8fdb\u884c\uff0c\u76f4\u81f3\u6240\u6709\u7684\u8fb9\u754c\u6846\u90fd\u7ecf\u8fc7\u5904\u7406\u3002\u901a\u8fc7\u8fd9\u6837\u7684\u5904\u7406\uff0c\u53ef\u4ee5\u5927\u5927\u51cf\u5c11\u91cd\u53e0\u548c\u5197\u4f59\u7684\u8fb9\u754c\u6846\uff0c\u53ea\u4fdd\u7559\u6700\u5177\u4ee3\u8868\u6027\u7684\u8fb9\u754c\u6846\u3002<\/p>\n<\/p>\n

\u5728\u539f\u7406\u7684\u5b9e\u73b0\u4e0a\uff0c\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u7684\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002\u9ad8\u6548\u7684NMS\u7b97\u6cd5\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u76ee\u6807\u68c0\u6d4b\u7684\u6574\u4f53\u5904\u7406\u65f6\u95f4\uff0c\u4fc3\u8fdb\u5b9e\u65f6\u68c0\u6d4b\u7cfb\u7edf\u7684\u53d1\u5c55\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u89c6\u9891\u6d41\u5904\u7406\u548c\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\uff0c\u7b97\u6cd5\u7684\u5904\u7406\u901f\u5ea6\u662f\u81f3\u5173\u91cd\u8981\u7684\u6027\u80fd\u6307\u6807\u4e4b\u4e00\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u5728\u76ee\u6807\u68c0\u6d4b\u4e2d\u7684\u5e94\u7528<\/h2>\n<\/p>\n

\u5728\u76ee\u6807\u68c0\u6d4b\u6280\u672f\u53d1\u5c55\u7684\u5386\u7a0b\u4e2d\uff0c\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u626e\u6f14\u7740\u4e0d\u53ef\u6216\u7f3a\u7684\u89d2\u8272\u3002\u4ece\u65e9\u671f\u7684R-CNN\u3001Fast R-CNN\u5230\u5982\u4eca\u7684Faster R-CNN\u3001YOLO\u3001SSD\u7b49\u5148\u8fdb\u7684\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\uff0cNMS\u90fd\u662f\u6574\u4f53\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u5173\u952e\u6b65\u9aa4\u3002\u5b83\u76f4\u63a5\u5f71\u54cd\u5230\u68c0\u6d4b\u7cfb\u7edf\u7684\u6027\u80fd\uff0c\u5305\u62ec\u68c0\u6d4b\u7cbe\u5ea6\u3001\u901f\u5ea6\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/p>\n

\u5728\u4f7f\u7528NMS\u7b97\u6cd5\u65f6\uff0cIoU\u9608\u503c\u7684\u9009\u62e9\u81f3\u5173\u91cd\u8981\u3002\u9608\u503c\u7684\u8bbe\u5b9a\u9700\u8981\u5728\u51cf\u5c11\u8bef\u68c0\u548c\u907f\u514d\u6f0f\u68c0\u4e4b\u95f4\u5bfb\u627e\u4e00\u4e2a\u5e73\u8861\u70b9\u3002\u4e00\u822c\u800c\u8a00\uff0c\u9608\u503c\u8bbe\u7f6e\u5f97\u8fc7\u9ad8\u53ef\u80fd\u4f1a\u5bfc\u81f4\u65e0\u6cd5\u6709\u6548\u53bb\u9664\u91cd\u53e0\u7684\u8fb9\u754c\u6846\uff0c\u4ece\u800c\u589e\u52a0\u8bef\u68c0\u7387\uff1b\u800c\u9608\u503c\u8bbe\u7f6e\u8fc7\u4f4e\u5219\u53ef\u80fd\u4f1a\u79fb\u9664\u6b63\u786e\u7684\u68c0\u6d4b\u6846\uff0c\u5bfc\u81f4\u6f0f\u68c0\u3002\u56e0\u6b64\uff0cIoU\u9608\u503c\u7684\u9009\u62e9\u5f80\u5f80\u9700\u8981\u6839\u636e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n<\/p>\n

\u4e09\u3001\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u7684\u4f18\u5316\u4e0e\u53d1\u5c55<\/h2>\n<\/p>\n

\u968f\u7740\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55\uff0c\u5bf9\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u7684\u6548\u7387\u548c\u6027\u80fd\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\u3002\u4f20\u7edf\u7684NMS\u7b97\u6cd5\u867d\u7136\u6709\u6548\uff0c\u4f46\u5728\u5904\u7406\u5927\u91cf\u8fb9\u754c\u6846\u65f6\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u4ecd\u7136\u8f83\u9ad8\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u591a\u79cd\u6539\u8fdb\u548c\u4f18\u5316\u7b97\u6cd5\uff0c\u6bd4\u5982Soft-NMS\u3001Learning NMS\u7b49\uff0c\u65e8\u5728\u63d0\u9ad8\u7b97\u6cd5\u7684\u6027\u80fd\u548c\u9002\u5e94\u6027\u3002<\/p>\n<\/p>\n

Soft-NMS\u662f\u4e00\u79cd\u5178\u578b\u7684\u6539\u8fdb\u7b97\u6cd5\uff0c\u5b83\u5728\u4f20\u7edfNMS\u7684\u57fa\u7840\u4e0a\uff0c\u5f15\u5165\u4e86\u66f4\u4e3a\u7075\u6d3b\u7684\u8fb9\u754c\u6846\u8870\u51cf\u673a\u5236\u3002\u4e0e\u4f20\u7edfNMS\u76f4\u63a5\u79fb\u9664\u5f97\u5206\u4f4e\u7684\u91cd\u53e0\u8fb9\u754c\u6846\u4e0d\u540c\uff0cSoft-NMS\u4f1a\u6839\u636e\u91cd\u53e0\u5ea6\u52a8\u6001\u8c03\u6574\u8fb9\u754c\u6846\u7684\u5f97\u5206\uff0c\u8fd9\u4f7f\u5f97\u7b97\u6cd5\u5728\u4fdd\u6301\u9ad8\u68c0\u6d4b\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u66f4\u52a0\u9c81\u68d2\u3002Learning NMS\u5219\u5c1d\u8bd5\u901a\u8fc7\u5b66\u4e60\u7684\u65b9\u5f0f\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u6700\u4f18\u7684\u8fb9\u754c\u6846\u5904\u7406\u7b56\u7565\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u7b97\u6cd5\u7684\u667a\u80fd\u5316\u548c\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<\/p>\n

\u56db\u3001\u7ed3\u8bba<\/h2>\n<\/p>\n

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\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n

\u4ec0\u4e48\u662f\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u4ee5\u53ca\u5b83\u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n

\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u662f\u4e00\u79cd\u5e38\u7528\u7684\u56fe\u50cf\u5904\u7406\u7b97\u6cd5\uff0c\u4e3b\u8981\u7528\u4e8e\u68c0\u6d4b\u56fe\u50cf\u4e2d\u7684\u8fb9\u7f18\u3002\u5b83\u7684\u4f5c\u7528\u662f\u5728\u68c0\u6d4b\u5230\u7684\u8fb9\u7f18\u4e2d\u53bb\u9664\u91cd\u590d\u7684\u8fb9\u7f18\uff0c\u53ea\u4fdd\u7559\u5177\u6709\u6700\u5927\u68af\u5ea6\u503c\u7684\u8fb9\u7f18\u3002\u8fd9\u6837\u53ef\u4ee5\u6709\u6548\u5730\u51cf\u5c11\u8bef\u68c0\u7387\uff0c\u63d0\u9ad8\u8fb9\u7f18\u68c0\u6d4b\u7684\u7cbe\u5ea6\u3002<\/p>\n

\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u5bf9\u56fe\u50cf\u8fb9\u7f18\u68c0\u6d4b\u6709\u54ea\u4e9b\u4f18\u52bf\uff1f<\/strong><\/p>\n

\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u5728\u56fe\u50cf\u8fb9\u7f18\u68c0\u6d4b\u4e2d\u5177\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n

    \n
  1. \n

    \u63d0\u9ad8\u8fb9\u7f18\u68c0\u6d4b\u7684\u51c6\u786e\u6027\uff1a\u975e\u6781\u5927\u503c\u6291\u5236\u80fd\u591f\u53bb\u9664\u91cd\u590d\u7684\u8fb9\u7f18\uff0c\u53ea\u4fdd\u7559\u5177\u6709\u6700\u5927\u68af\u5ea6\u503c\u7684\u8fb9\u7f18\u7ebf\u6761\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u4e86\u8bef\u68c0\u7387\uff0c\u63d0\u9ad8\u4e86\u8fb9\u7f18\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/li>\n

  2. \n

    \u4fdd\u7559\u4e86\u8fb9\u7f18\u7684\u8fde\u7eed\u6027\uff1a\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u80fd\u591f\u4fdd\u7559\u8fb9\u7f18\u7684\u8fde\u7eed\u6027\uff0c\u4f7f\u5f97\u8fb9\u7f18\u7ebf\u6761\u66f4\u52a0\u5e73\u6ed1\uff0c\u51cf\u5c11\u4e86\u8fb9\u7f18\u4e2d\u7684\u95f4\u65ad\u70b9\u548c\u6bdb\u523a\uff0c\u63d0\u9ad8\u4e86\u89c6\u89c9\u6548\u679c\u3002<\/p>\n<\/li>\n

  3. \n

    \u589e\u52a0\u4e86\u8fb9\u7f18\u7684\u7ec6\u8282\uff1a\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u53bb\u9664\u4e86\u975e\u6700\u5927\u503c\u7684\u8fb9\u7f18\uff0c\u4ece\u800c\u589e\u52a0\u4e86\u8fb9\u7f18\u7684\u7ec6\u8282\u4fe1\u606f\uff0c\u4f7f\u5f97\u8fb9\u7f18\u7ebf\u6761\u66f4\u52a0\u9510\u5229\uff0c\u66f4\u80fd\u7a81\u51fa\u56fe\u50cf\u7684\u4e3b\u4f53\u7ed3\u6784\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u5728\u54ea\u4e9b\u9886\u57df\u6709\u5e94\u7528\uff1f<\/strong><\/p>\n

    \u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u56fe\u50cf\u5904\u7406\u548c\u6a21\u5f0f\u8bc6\u522b\u7b49\u9886\u57df\uff0c\u4f8b\u5982\uff1a<\/p>\n

      \n
    1. \n

      \u8fb9\u7f18\u68c0\u6d4b\uff1a\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u53ef\u4ee5\u7528\u4e8e\u68c0\u6d4b\u56fe\u50cf\u4e2d\u7684\u8fb9\u7f18\uff0c\u5305\u62ec\u8fb9\u7f18\u68c0\u6d4b\u7b97\u6cd5\u4e2d\u7684Canny\u8fb9\u7f18\u68c0\u6d4b\u7b97\u6cd5\u3001Sobel\u7b97\u6cd5\u3001Prewitt\u7b97\u6cd5\u7b49\u3002<\/p>\n<\/li>\n

    2. \n

      \u89d2\u70b9\u68c0\u6d4b\uff1a\u975e\u6781\u5927\u503c\u6291\u5236\u7b97\u6cd5\u53ef\u4ee5\u7528\u4e8e\u68c0\u6d4b\u56fe\u50cf\u4e2d\u7684\u89d2\u70b9\uff0c\u901a\u8fc7\u8ba1\u7b97\u89d2\u70b9\u7684\u54cd\u5e94\u503c\u5e76\u8fdb\u884c\u975e\u6781\u5927\u503c\u6291\u5236\u5904\u7406\uff0c\u53ef\u4ee5\u63d0\u53d6\u51fa\u56fe\u50cf\u4e2d\u7684\u5173\u952e\u6027\u70b9\u3002<\/p>\n<\/li>\n

    3. \n

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