{"id":3679,"date":"2025-07-17T16:07:40","date_gmt":"2025-07-17T08:07:40","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3679"},"modified":"2025-07-17T16:08:49","modified_gmt":"2025-07-17T08:08:49","slug":"202507-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%b0%8f%e7%9b%ae%e6%a0%87%e6%9e%97%e7%81%ab%e6%a3%80%e6%b5%8b%e5%ae%9e%e9%aa%8c%e8%ae%be","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202507-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%b0%8f%e7%9b%ae%e6%a0%87%e6%9e%97%e7%81%ab%e6%a3%80%e6%b5%8b%e5%ae%9e%e9%aa%8c%e8%ae%be\/","title":{"rendered":"202507 \u8bba\u6587\u7814\u8bfb–\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5c0f\u76ee\u6807\u6797\u706b\u68c0\u6d4b\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u5b9e\u73b0"},"content":{"rendered":"\n

\u4f5c\u8005\uff1a\u6797\u6d77\u5cf0\uff0c\u9a6c\u5b87\u6668\uff0c\u848b\u73b2\uff0c\u859b\u7426\u7433<\/p>\n\n\n\n

\u5355\u4f4d\uff1a1. \u5357\u4eac\u6797\u4e1a\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u6280\u672f\u5b66\u9662\uff0c\u6c5f\u82cf \u5357\u4eac 210037\uff1b2. \u5357\u4eac\u90ae\u7535\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u3001\u8f6f\u4ef6\u5b66\u9662\u3001\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\uff0c\u6c5f\u82cf \u5357\u4eac 210023<\/p>\n\n\n\n

\u6765\u6e90\uff1a\u5357\u4eac\u6797\u4e1a\u5927\u5b66\u5b66\u62a5(\u81ea\u7136\u79d1\u5b66\u7248)<\/p>\n\n\n\n

1.\u80cc\u666f<\/h2>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u5168\u7403\u68ee\u6797\u706b\u707e\u9891\u7e41\u53d1\u751f\u5bfc\u81f4\u5de8\u5927\u7684\u8d22\u4ea7\u635f\u5931\u548c\u4e25\u91cd\u7684\u5b89\u5168\u9690\u60a3\u3002\u82e5\u80fd\u8fc5\u901f\u51c6\u786e\u5730\u68c0\u6d4b\u5230\u706b\u6e90\u5e76\u91c7\u53d6\u6709\u6548\u63aa\u65bd\uff0c\u5219\u5c06\u663e\u8457\u964d\u4f4e\u706b\u707e\u9020\u6210\u7684\u635f\u5931\u3002\u76ee\u524d\u6797\u706b\u76ee\u6807\u68c0\u6d4b\u76f8\u5173\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u822a\u62cd\u4e0b\u591a\u5c3a\u5ea6\u6797\u706b\u76ee\u6807\u8fdb\u884c\u68c0\u6d4b\u4e0e\u5b9a\u4f4d\uff0c\u8003\u8651\u5230\u5c0f\u76ee\u6807\u6797\u706b\u9690\u853d\u4e14\u6613\u88ab\u6811\u6728\u906e\u6321\uff0c\u6781\u6613\u51fa\u73b0\u6f0f\u68c0\u60c5\u51b5\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u5728\u5c0f\u76ee\u6807\u6797\u706b\u68c0\u6d4b\u4efb\u52a1\u4e2d\u7684\u51c6\u786e\u6027\u901a\u5e38\u4e0d\u9ad8\u3002\u56e0\u6b64\uff0c\u8fd9\u7bc7\u8bba\u6587\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u53ca\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u5c0f\u76ee\u6807\u68ee\u6797\u706b\u707e\u68c0\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n

2.\u4e3b\u8981\u8d21\u732e<\/h2>\n\n\n\n
    \n
  1. \u9488\u5bf9\u65e9\u671f\u68ee\u6797\u706b\u707e\u4e2d\u706b\u6e90\u9762\u79ef\u5c0f\u3001\u6613\u88ab\u906e\u6321\u3001\u68c0\u6d4b\u96be\u5ea6\u5927\u7684\u95ee\u9898\uff0c\u8bbe\u8ba1\u4e86 SFIRE-DetNet \u6a21\u578b\u3002<\/li>\n\n\n\n
  2. \u501f\u52a9 GhostNet \u7684 Ghost \u6a21\u5757\u8bbe\u8ba1\u4e86 Ghost_C3 \u4e3b\u5e72\u7f51\u7edc\u3002\u5728\u4fdd\u8bc1\u68c0\u6d4b\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u6a21\u578b\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u5f00\u9500\uff0c\u9002\u7528\u4e8e\u8d44\u6e90\u53d7\u9650\u7684\u65e0\u4eba\u673a\u7b49\u573a\u666f\u3002<\/li>\n\n\n\n
  3. \u5728\u7279\u5f81\u878d\u5408\u9636\u6bb5\u52a0\u5165 GAM \u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236\uff0c\u901a\u8fc7\u901a\u9053\u548c\u7a7a\u95f4\u6ce8\u610f\u529b\u589e\u5f3a\u706b\u70b9\u7279\u5f81\u8868\u8fbe\uff0c\u63d0\u5347\u4e86\u5c0f\u76ee\u6807\u706b\u6e90\u7684\u53ef\u8fa8\u8bc6\u5ea6\u3002<\/li>\n\n\n\n
  4. \u4f20\u7edf YOLO \u68c0\u6d4b\u5c42\u5728\u5c0f\u76ee\u6807\u8bc6\u522b\u4e0a\u6548\u679c\u6709\u9650\uff0c\u672c\u6587\u65b0\u589e\u4e86\u4e00\u5c42\u5206\u8fa8\u7387\u4e3a 160\u00d7160 \u7684\u68c0\u6d4b\u5c42\uff0c\u4e13\u95e8\u7528\u4e8e\u68c0\u6d4b\u5c0f\u5c3a\u5bf8\u706b\u6e90\u3002<\/li>\n<\/ol>\n\n\n\n

    3.\u65b9\u6cd5<\/h2>\n\n\n\n

    \u5bf9\u4e8e\u5c0f\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\uff0c\u5c0f\u76ee\u6807\u5206\u8fa8\u7387\u4f4e\u4e14\u5c3a\u5bf8\u5c0f\uff0c\u56e0\u6b64\u4e3b\u5e72\u7f51\u7edc\u9700\u8981\u6709\u6548\u5730\u6355\u83b7\u5e76\u4fdd\u7559\u7ec6\u5fae\u7684\u7279\u5f81\u4fe1\u606f\uff0c\u4ee5\u4fbf\u540e\u7eed\u7684\u68c0\u6d4b\u7b97\u6cd5\u80fd\u591f\u51c6\u786e\u5730\u8bc6\u522b\u548c\u5b9a\u4f4d\u5c0f\u76ee\u6807\u3002<\/p>\n\n\n\n

    \u8f7b\u91cf\u7ea7\u4e3b\u5e72\u7f51\u7edc<\/strong><\/p>\n\n\n\n

    GhostNet\u662f\u8f7b\u91cf\u7ea7\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u5176\u91c7\u7528 Ghost Module \u8fd9\u4e00\u6a21\u5757\uff0c\u901a\u8fc7\u5f15\u5165 Ghost \u5377\u79ef\u6838\u6765\u51cf\u5c11\u6a21\u578b\u7684\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\uff0c\u4f7f\u7f51\u7edc\u7684\u6a21\u578b\u5c3a\u5bf8\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u964d\u4f4e\u3002\u8bba\u6587\u4e2d\u7684\u6a21\u578b\u4e3b\u5e72\u7f51\u7edc Ghost_C3 \u501f\u9274\u4e86 YOLOv5 \u4e2d\u62e5\u6709\u4e09\u5c42\u5377\u79ef\u5c42\u7684 CSP \u6a21\u5757\u8bbe\u8ba1\u601d\u60f3\uff0c\u5c06\u4e3b\u5e72\u7f51\u7edc\u4e2d\u7684\u5377\u79ef\u6a21\u5757\u66ff\u6362\u6210 Ghost \u5377\u79ef\u6a21\u5757\uff0c\u5e76\u751fGhostConv \u3001C3Ghost \u53caGhostBottleneck \u6a21\u5757\u3002\u5728\u7ef4\u6301\u5c0f\u76ee\u6807\u6797\u706b\u68c0\u6d4b\u7cbe\u5ea6\u4e0d\u53d8\u7684\u60c5\u51b5\u4e0b\uff0c\u8be5\u8bbe\u8ba1\u5927\u5e45\u51cf\u5c11\u4e86\u6a21\u578b\u8bad\u7ec3\u53c2\u6570\u91cf\u3002<\/p>\n\n\n\n

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

    \u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/p>\n\n\n\n

    \u8be5\u6a21\u5757\u901a\u8fc7\u91c7\u7528 3D \u6392\u5217\u548c\u591a\u5c42\u7684\u611f\u77e5\u673a\u6765\u5b9e\u73b0\u901a\u9053\u6ce8\u610f\u529b\uff0c\u5e76\u5f15\u5165\u4e86\u4e13\u95e8\u7528\u4e8e\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236\u7684\u5377\u79ef\u5b50\u6a21\u5757\uff0c\u4ee5\u589e\u5f3a\u5168\u5c40\u8303\u56f4\u5185\u4e0d\u540c\u7ef4\u5ea6\u95f4\u7684\u4ea4\u4e92\u4f5c\u7528\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5728\u4e09\u4e2a\u7ef4\u5ea6\u4e0a\u6709\u6548\u63d0\u53d6\u5173\u952e\u7279\u5f81\uff0c\u5e76\u901a\u8fc7\u5229\u7528\u6bcf\u5bf9\u4e09\u7ef4\u901a\u9053\u3001\u7a7a\u95f4\u5bbd\u5ea6\u4ee5\u53ca\u7a7a\u95f4\u9ad8\u5ea6\u95f4\u7684\u6ce8\u610f\u529b\u6743\u91cd\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u5904\u7406\u6548\u80fd\u3002<\/p>\n\n\n\n

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

    \u5c0f\u76ee\u6807\u68c0\u6d4b\u5c42<\/strong><\/p>\n\n\n\n

    \u5bf9\u4e8e\u76ee\u6807\u50cf\u7d20\u8f83\u5c0f\u3001\u5206\u8fa8\u7387\u8f83\u4f4e\u4e14\u73af\u5883\u590d\u6742\u7684\u65e9\u671f\u68ee\u6797\u706b\u707e\u56fe\u50cf\uff0c\u73b0\u6709\u7684 3 \u4e2a\u7279\u5f81\u5c3a\u5bf8\u5e76\u672a\u53d6\u5f97\u7406\u60f3\u7684\u68c0\u6d4b\u6548\u679c\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u5bf9\u5c0f\u5c3a\u5bf8\u706b\u7130\u76ee\u6807\u7684\u68c0\u6d4b\u80fd\u529b\uff0c\u5728\u539f\u59cb\u9884\u6d4b\u5c42\u7684\u57fa\u7840\u4e0a\uff0c\u589e\u52a0\u4e86\u8f93\u51fa\u5c3a\u5bf8\u4e3a 160\u00d7160 \u7684\u68c0\u6d4b\u5c42\uff0c\u7528\u4e8e\u8bc6\u522b\u5927\u4e8e 4\u00d74 \u5c3a\u5bf8\u7684\u5c0f\u76ee\u6807\u706b\u7130\u3002<\/p>\n\n\n\n

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

    4.\u5b9e\u9a8c<\/h2>\n\n\n\n

    4.1 \u5b9e\u9a8c\u8bbe\u7f6e<\/h4>\n\n\n\n

    \u6570\u636e\u96c6\u51c6\u5907<\/h5>\n\n\n\n
      \n
    • \u4f7f\u7528\u516c\u5f00 FLAME \u6570\u636e\u96c6\uff08\u65e0\u4eba\u673a\u548c\u536b\u661f\u56fe\u50cf\uff0c\u8986\u76d6\u591a\u79cd\u6797\u706b\u7c7b\u578b\uff09\u3002<\/li>\n\n\n\n
    • \u81ea\u5efa\u6570\u636e\u96c6\uff1a\u901a\u8fc7\u7f51\u7edc\u722c\u866b\u91c7\u96c6\u591a\u79cd\u5730\u5f62\u3001\u5149\u7167\u4e0b\u7684\u5c0f\u76ee\u6807\u706b\u7130\u56fe\u50cf\uff0c\u6ee1\u8db3 COCO \u5b9a\u4e49\u4e0b\u201c\u5c0f\u76ee\u6807\u201d\uff08<32\u00d732 \u50cf\u7d20\uff09\u6807\u51c6\u3002<\/li>\n<\/ul>\n\n\n\n

      4.2 \u5b9e\u9a8c\u7ed3\u679c<\/h4>\n\n\n\n
      \"\"<\/figure>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      SFIRE-DetNet \u6a21\u578b\u80fd\u591f\u51c6\u786e\u5730\u68c0\u6d4b\u51fa\u56fe\u50cf\u4e2d\u7684\u6240\u6709\u706b\u70b9\uff0c\u5e76\u4e14\u80fd\u591f\u6709\u6548\u5730\u533a\u5206\u5e72\u6270\u76ee\u6807\u3002\u7136\u800c\uff0c\u5176\u4ed6\u6a21\u578b\u5728\u68c0\u6d4b\u8fc7\u7a0b\u4e2d\u5747\u51fa\u73b0\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6f0f\u68c0\u73b0\u8c61\uff0c\u56fe\u4e2d\u84dd\u9ec4\u5706\u5708\u6807\u6ce8\u4e3a\u6f0f\u68c0\u6797\u706b\u76ee\u6807\u3002<\/p>\n\n\n\n

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

      \u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cSFIRE-DetNet \u5728 FPS \u65b9\u9762\u4ec5\u6b21\u4e8e SSD \u548c\u90e8\u5206 YOLO \u6a21\u578b\uff0c\u4f46 SFIRE-DetNet\u6a21\u578b mAP \u6307\u6807\u8f83 SSD \u548c YOLO \u6a21\u578b\u5206\u522b\u9ad8\u51fa 19.87%\u548c 4.45%\u3002<\/p>\n\n\n\n

      4.3 \u6d88\u878d\u5b9e\u9a8c<\/h4>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      \u5728\u5c0f\u76ee\u6807\u6797\u706b\u68c0\u6d4b\u4efb\u52a1\u4e2d\uff0cGAM \u6ce8\u610f\u529b\u673a\u5236\u81f3\u5173\u91cd\u8981\uff0c\u867d\u7136\u5176\u5f15\u5165\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5bfc\u81f4\u4e86\u6a21\u578b\u68c0\u6d4b\u901f\u5ea6\u7684\u5fae\u5e45\u4e0b\u964d\uff0c\u4f46\u663e\u8457\u5730\u63d0\u5347\u4e86\u6a21\u578b\u7684\u68c0\u6d4b\u7cbe\u5ea6\uff0cmAP50 \u63d0\u9ad8\u4e86 3.56%\u3002\u5f15\u5165\u5c0f\u76ee\u6807\u68c0\u6d4b\u5c42\u5bfc\u81f4\u4e86\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u7684\u7a0d\u6709\u4e0b\u964d\u3002\u4f46\u8fd9\u4e00\u6539\u52a8\u663e\u8457\u63d0\u9ad8\u4e86\u5c0f\u76ee\u6807\u68c0\u6d4b\u7684\u6027\u80fd\uff0c\u4f7f\u5f97 mAP50 \u63d0\u5347\u4e86 2.2%\u3002<\/p>\n\n\n\n

      5.\u603b\u7ed3<\/h2>\n\n\n\n

      \u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5c0f\u76ee\u6807\u68ee\u6797\u706b\u707e\u68c0\u6d4b\u6a21\u578b SFIRE-DetNet\u3002\u91c7\u7528\u8f7b\u91cf\u7ea7\u4e3b\u5e72\u7f51\u7edc\uff0c\u5f15\u5165 Ghost \u5377\u79ef\u6838\u6765\u51cf\u5c11\u6a21\u578b\u7684\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u3002\u5f15\u5165\u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236\u548c\u5c0f\u76ee\u6807\u68c0\u6d4b\u5c42\uff0c\u63d0\u9ad8\u6a21\u578b\u5bf9\u5c0f\u76ee\u6807\u6797\u706b\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\uff0c\u63d0\u5347\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd\u3002\u901a\u8fc7\u5927\u91cf\u5bf9\u6bd4\u5b9e\u9a8c\u548c\u6d88\u878d\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86 SFIRE-DetNet \u6a21\u578b\u5728\u5c0f\u76ee\u6807\u6797\u706b\u68c0\u6d4b\u7cbe\u5ea6\u548c\u901f\u5ea6\u65b9\u9762\u5177\u6709\u4f18\u5f02\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

      <\/p>\n","protected":false},"excerpt":{"rendered":"

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