{"id":32504,"date":"2025-08-29T17:35:07","date_gmt":"2025-08-29T09:35:07","guid":{"rendered":"http:\/\/192.168.10.115\/?p=32504"},"modified":"2025-08-29T17:35:07","modified_gmt":"2025-08-29T09:35:07","slug":"2025-08-29-%e5%91%8a%e5%88%ab%e9%ab%98%e8%80%97%e6%97%b6%ef%bc%81%e4%b8%8a%e4%ba%a4prune2drive%ef%bc%9a%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6vlm%e8%a3%81%e5%89%aa%e5%88%a9%e5%99%a8%ef%bc%8c%e5%8a%a0","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/08\/29\/32504\/","title":{"rendered":"2025-08-29 \u544a\u522b\u9ad8\u8017\u65f6\uff01\u4e0a\u4ea4Prune2Drive\uff1a\u81ea\u52a8\u9a7e\u9a76VLM\u88c1\u526a\u5229\u5668\uff0c\u52a0\u901f6\u500d\u6027\u80fd\u4fdd\u6301"},"content":{"rendered":"\n

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/mp.weixin.qq.com\/s\/q7FWqnyVdeB5kWBr6Pw1tw<\/a><\/p>\n\n\n\n

\u7814\u7a76\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/h2>\n\n\n\n

1.1 \u81ea\u52a8\u9a7e\u9a76\u4e2dVLMs\u7684\u4ef7\u503c\u4e0e\u74f6\u9888<\/strong><\/h3>\n\n\n\n
\"\"<\/figure>\n\n\n\n

1.2 \u73b0\u6709token\u4fee\u526a\u65b9\u6cd5\u7684\u5c40\u9650<\/strong><\/h3>\n\n\n\n

\u4e3a\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\uff0c\u89c6\u89c9token\u4fee\u526a\u662f\u4e3b\u6d41\u7b56\u7565\u4e4b\u4e00\uff08\u65e0\u9700\u91cd\u8bad\uff0c\u8f7b\u91cf\u9ad8\u6548\uff09\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u65e0\u6cd5\u9002\u914d\u81ea\u52a8\u9a7e\u9a76\u7684\u591a\u89c6\u56fe\u573a\u666f\uff1a<\/p>\n\n\n\n

    \n
  • \u5355\u56fe\u9002\u914d\u6027<\/strong>\uff1a\u4ec5\u9488\u5bf9\u5355\u5f20\u56fe\u50cf\u8bbe\u8ba1\uff0c\u5ffd\u7565\u591a\u89c6\u56fe\u573a\u666f\u4e0b\u7684\u7a7a\u95f4\u8bed\u4e49\u591a\u6837\u6027\u4e0e\u89c6\u56fe\u95f4\u5197\u4f59\uff1b<\/li>\n\n\n\n
  • \u6ce8\u610f\u529b\u4f9d\u8d56<\/strong>\uff1a\u591a\u4f9d\u8d56\u7279\u5b9a\u5c42\u7684\u6ce8\u610f\u529b\u6743\u91cd\u9009token\uff0c\u4e0eFlash Attention\u7b49\u9ad8\u6548\u6ce8\u610f\u529b\u5b9e\u73b0\u4e0d\u517c\u5bb9\uff0c\u4e14\u6613\u6f0f\u6389\u201c\u8bed\u4e49\u91cd\u8981\u4f46\u6ce8\u610f\u529b\u5f97\u5206\u4f4e\u201d\u7684token\uff1b<\/li>\n\n\n\n
  • \u89c6\u56fe\u5e73\u7b49\u5316<\/strong>\uff1a\u672a\u8003\u8651\u4e0d\u540c\u76f8\u673a\u89c6\u56fe\u5bf9\u9a7e\u9a76\u51b3\u7b56\u7684\u8d21\u732e\u5dee\u5f02\uff08\u5982\u524d\u89c6\u56fe\u542b\u66f4\u591a\u5173\u952e\u4fe1\u606f\uff0c\u540e\u89c6\u56fe\u5197\u4f59\u5ea6\u66f4\u9ad8\uff09\uff0c\u91c7\u7528\u5747\u5300\u4fee\u526a\u6216\u624b\u5de5\u8bbe\u5b9a\u6bd4\u4f8b\uff0c\u65e0\u6cd5\u5b9e\u73b0\u5168\u5c40\u6700\u4f18\u3002<\/li>\n<\/ul>\n\n\n\n

    \u6838\u5fc3\u65b9\u6cd5\uff1aPrune2Drive\u6846\u67b6<\/strong><\/p>\n\n\n\n

    Prune2Drive\u662f\u9996\u4e2a\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u591a\u89c6\u56feVLMs\u7684\u5373\u63d2\u5373\u7528\u89c6\u89c9token\u4fee\u526a\u6846\u67b6\uff0c\u901a\u8fc7\u4e24\u5927\u521b\u65b0\u5e73\u8861\u201c\u8ba1\u7b97\u6548\u7387\u201d\u4e0e\u201c\u573a\u666f\u611f\u77e5\u5b8c\u6574\u6027\u201d\uff0c\u6574\u4f53\u67b6\u6784\u5982figure 3\u6240\u793a\u3002<\/p>\n\n\n\n

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

    2.1 \u591a\u6837\u6027\u611f\u77e5token\u9009\u62e9\uff1aT-FPS\u673a\u5236<\/strong><\/p>\n\n\n\n

    \u53d7\u70b9\u4e91\u5904\u7406\u4e2d\u201c\u6700\u8fdc\u70b9\u91c7\u6837\uff08FPS\uff09\u201d\u542f\u53d1\uff0cPrune2Drive\u63d0\u51faToken-wise Farthest Point Sampling\uff08T-FPS\uff09<\/strong>\uff0c\u6838\u5fc3\u76ee\u6807\u662f\u201c\u6700\u5927\u5316\u591a\u89c6\u56fetoken\u7684\u8bed\u4e49\u4e0e\u7a7a\u95f4\u8986\u76d6\u5ea6\u201d\uff0c\u800c\u975e\u4ec5\u4f9d\u8d56\u5355\u4e2atoken\u7684\u663e\u8457\u6027\u3002<\/p>\n\n\n\n

    2.1.1 \u8bbe\u8ba1\u903b\u8f91<\/strong><\/p>\n\n\n\n

    \u4f20\u7edfFPS\u901a\u8fc7\u6b27\u6c0f\u8ddd\u79bb\u9009\u201c\u6700\u8fdc\u70b9\u201d\u4ee5\u4fdd\u7559\u51e0\u4f55\u591a\u6837\u6027\uff0cT-FPS\u5219\u9002\u914dtoken\u5d4c\u5165\u7a7a\u95f4\u7279\u6027\uff1a<\/p>\n\n\n\n

      \n
    • \u8ddd\u79bb\u5ea6\u91cf<\/strong>\uff1a\u91c7\u7528\u4f59\u5f26\u8ddd\u79bb<\/strong>\uff08\u800c\u975e\u6b27\u6c0f\u8ddd\u79bb\uff09\u8861\u91cftoken\u95f4\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u907f\u514d\u56e0\u5d4c\u5165\u7a7a\u95f4\u5c3a\u5ea6\u5dee\u5f02\u5bfc\u81f4\u7684\u8bef\u9009\uff1b<\/li>\n\n\n\n
    • \u6838\u5fc3\u539f\u5219<\/strong>\uff1a\u6bcf\u6b21\u65b0\u589etoken\u65f6\uff0c\u9009\u62e9\u201c\u4e0e\u5df2\u9009token\u96c6\u5408\u8bed\u4e49\u8ddd\u79bb\u6700\u5927\u201d\u7684token\uff0c\u786e\u4fdd\u4fdd\u7559\u201c\u975e\u5197\u4f59\u4e14\u8bed\u4e49\u4e30\u5bcc\u201d\u7684\u4fe1\u606f\uff0c\u5373\u4f7f\u8fd9\u7c7btoken\u7684\u6ce8\u610f\u529b\u5f97\u5206\u8f83\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n

      2.1.2 \u6267\u884c\u6b65\u9aa4\uff08\u5bf9\u5e94Algorithm 1\uff09<\/strong><\/p>\n\n\n\n

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

      2.2 \u89c6\u56fe\u81ea\u9002\u5e94\u4fee\u526a\u6bd4\u4f8b\u4f18\u5316<\/strong><\/p>\n\n\n\n

      \u4e3a\u89e3\u51b3\u201c\u4e0d\u540c\u89c6\u56fe\u8d21\u732e\u5dee\u5f02\u201d\u95ee\u9898\uff0cPrune2Drive\u8bbe\u8ba1\u89c6\u56fe\u81ea\u9002\u5e94\u4fee\u526a\u63a7\u5236\u5668<\/strong>\uff0c\u5c06\u201c\u89c6\u56fe\u4e13\u5c5e\u4fee\u526a\u6bd4\u4f8b\u201d\u8f6c\u5316\u4e3a\u4f18\u5316\u95ee\u9898\uff0c\u5b9e\u73b0\u201c\u6309\u9700\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\u201d\u3002<\/p>\n\n\n\n

      2.2.1 \u4f18\u5316\u76ee\u6807\u5efa\u6a21<\/strong><\/p>\n\n\n\n

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

      2.2.2 \u7efc\u5408\u8bc4\u4ef7\u6307\u6807<\/strong><\/p>\n\n\n\n

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

      2.2.3 \u4f18\u5316\u6548\u7387<\/strong><\/p>\n\n\n\n

        \n
      • \u6570\u636e\u96c6\uff1a\u4ece\u5168\u8bad\u7ec3\u96c6\u4e2d\u968f\u673a\u9009500\u4e2a\u6837\u672c\u4f5c\u4e3a\u4f18\u5316\u5b50\u96c6\uff0c\u517c\u987e\u591a\u6837\u6027\u4e0e\u907f\u514d\u6570\u636e\u6cc4\u9732\uff1b<\/li>\n\n\n\n
      • \u4f18\u5316\u5668\uff1a\u91c7\u7528Tree-structured Parzen\uff08TPE\uff09\u7b97\u6cd5\uff08\u57fa\u4e8e\u8d1d\u53f6\u65af\u63a8\u7406\u7684\u9ad8\u6548\u641c\u7d22\uff09\uff0c\u4ec5\u970010\u4e2aH100 GPU\u5c0f\u65f6\u5373\u53ef\u6536\u655b\uff1b<\/li>\n\n\n\n
      • \u9c81\u68d2\u6027\uff1a\u5373\u4f7f\u6539\u7528GridSearch\u6216Evolutionary\u4f18\u5316\uff0c\u6027\u80fd\u4ec5\u8f7b\u5fae\u4e0b\u964d\uff08table 4\u3001table 5\uff09\uff0c\u8bc1\u660e\u6846\u67b6\u5bf9\u4f18\u5316\u5668\u4e0d\u654f\u611f\u3002<\/li>\n<\/ul>\n\n\n\n
        \"\"<\/figure>\n\n\n\n
        \"\"<\/figure>\n\n\n\n

        \u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u7ed3\u679c<\/strong><\/h2>\n\n\n\n

        \u5b9e\u9a8c\u9488\u5bf9\u4e24\u5927\u81ea\u52a8\u9a7e\u9a76\u591a\u89c6\u56feVLM\u57fa\u51c6\u6570\u636e\u96c6\uff08DriveLM\u3001DriveLMM-o1\uff09\uff0c\u9a8c\u8bc1Prune2Drive\u7684\u201c\u6027\u80fd\u4fdd\u7559\u201d\u4e0e\u201c\u6548\u7387\u63d0\u5347\u201d\u80fd\u529b\uff0c\u5bf9\u6bd4\u57fa\u7ebf\u5305\u62ecFastV\u3001SparseVLM\u3001DART\u3001PACT\u7b49\u4e3b\u6d41\u65e0\u91cd\u8badtoken\u4fee\u526a\u65b9\u6cd5\u3002<\/p>\n\n\n\n

        3.1 \u5b9e\u9a8c\u8bbe\u7f6e\u6838\u5fc3\u4fe1\u606f<\/strong><\/h3>\n\n\n\n
          \n
        • \u6a21\u578b<\/strong>\uff1a\n
            \n
          • DriveMM\uff1a\u57fa\u4e8eLLaVA-OneVision-7B\uff0c\u5728DriveLM\u7b49\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u4e3aSigLIP\uff08384\u00d7384\u5206\u8fa8\u7387\uff09\uff1b<\/li>\n\n\n\n
          • DriveLMM-o1\uff1a\u57fa\u4e8eInternVL2.5-8B\uff0c\u5728DriveLMM-o1\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\uff0c\u652f\u6301\u52a8\u6001\u56fe\u50cf\u5206\u5757\u4ee5\u6355\u6349\u7ec6\u8282\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
          • \u8bc4\u4ef7\u6307\u6807<\/strong>\uff1a\n
              \n
            • DriveLM\uff1a\u51c6\u786e\u7387\u3001GPT\u8bc4\u5206\u3001\u8bed\u8a00\u6307\u6807\uff08BLEU-4\u3001Rouge\u3001CIDEr\uff09\u3001Match\u8bc4\u5206\uff08\u68c0\u6d4b\u6846IoU\uff09\u3001\u5e73\u5747\u5f97\u5206\uff08\u52a0\u6743\u6c42\u548c\uff09\uff1b<\/li>\n\n\n\n
            • DriveLMM-o1\uff1a\u98ce\u9669\u8bc4\u4f30\u51c6\u786e\u7387\u3001\u4ea4\u901a\u89c4\u5219\u9075\u5faa\u5ea6\u3001\u573a\u666f\u611f\u77e5\u4e0e\u76ee\u6807\u7406\u89e3\u3001\u76f8\u5173\u6027\u3001\u7f3a\u5931\u7ec6\u8282\uff0c\u6574\u4f53\u63a8\u7406\u5f97\u5206\uff08\u5e73\u5747\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
            • \u4fee\u526a\u6bd4\u4f8b<\/strong>\uff1a\u91cd\u70b9\u6d4b\u8bd5\u201c\u4fee\u526a75%\u201d\uff08\u4fdd\u755925%token\uff09\u4e0e\u201c\u4fee\u526a90%\u201d\uff08\u4fdd\u755910%token\uff09\u4e24\u79cd\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n

              3.2 \u6838\u5fc3\u7ed3\u679c\uff1a\u6027\u80fd\u4e0e\u6548\u7387\u7684\u5e73\u8861<\/strong><\/h3>\n\n\n\n

              3.2.1 \u6027\u80fd\u4fdd\u7559\uff1a\u63a5\u8fd1\u539f\u6a21\u578b\uff0c\u90e8\u5206\u6307\u6807\u66f4\u4f18<\/strong><\/h4>\n\n\n\n
                \n
              • DriveLM\uff08table 1\uff09<\/strong>\uff1a<\/li>\n<\/ul>\n\n\n\n
                \"\"<\/figure>\n\n\n\n
                  \n
                • \u4fee\u526a75%\uff08\u4fdd\u7559180 token\/\u56fe\uff09\uff1a\u51c6\u786e\u73870.80\uff08\u539f\u6a21\u578b0.81\uff09\uff0cBLEU-4 0.60\uff08\u9ad8\u4e8e\u6240\u6709\u57fa\u7ebf\uff09\uff0cMatch\u8bc4\u520634.0\uff08\u751a\u81f3\u8d85\u8fc7\u539f\u6a21\u578b33.9\uff09\uff0c\u5e73\u5747\u5f97\u520658.3\uff08\u4ec5\u6bd4\u539f\u6a21\u578b\u4f4e0.8\uff09\uff1b<\/li>\n\n\n\n
                • \u4fee\u526a90%\uff08\u4fdd\u755972 token\/\u56fe\uff09\uff1a\u5e73\u5747\u5f97\u520657.4\uff0c\u6bd4FastV\uff0854.1\uff09\u9ad83.3\uff0c\u6bd4PACT\uff0856.8\uff09\u9ad80.6\uff0c\u8bc1\u660e\u6781\u7aef\u4fee\u526a\u4e0b\u4ecd\u80fd\u4fdd\u7559\u5173\u952e\u8bed\u4e49\u3002<\/li>\n<\/ul>\n\n\n\n

                  DriveLMM-o1\uff08table 2\uff09<\/strong>\uff1a<\/p>\n\n\n\n

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

                  \u4fee\u526a90%\uff08\u4fdd\u755925 token\/\u56fe\uff09\uff1a\u98ce\u9669\u8bc4\u4f30\u51c6\u786e\u738768.34\uff08\u6bd4PACT\u9ad81.33\uff09\uff0c\u573a\u666f\u611f\u77e5\u4e0e\u76ee\u6807\u7406\u89e369.86\uff08\u6bd4FastV\u9ad83.43\uff09\uff0c\u6574\u4f53\u63a8\u7406\u5f97\u520668.3\uff08\u6bd4\u6240\u6709\u57fa\u7ebf\u9ad81-3\u5206\uff09\uff0c\u8bf4\u660e\u5728\u5371\u9669\u573a\u666f\u4e2d\u80fd\u66f4\u51c6\u786e\u8bc6\u522b\u9ad8\u98ce\u9669\u76ee\u6807\u3002<\/p>\n\n\n\n

                  3.2.2 \u6548\u7387\u63d0\u5347\uff1a\u663e\u8457\u52a0\u901f\u4e0e\u964d\u8017<\/strong><\/p>\n\n\n\n

                  table 3\u663e\u793a\uff0c\u5728\u201c\u4fdd\u755910%token\u201d\u573a\u666f\u4e0b\uff1a<\/p>\n\n\n\n

                  \"\"<\/figure>\n\n\n\n
                    \n
                  • \u901f\u5ea6<\/strong>\uff1aDriveMM\u4e0a\u9884\u586b\u5145\u9636\u6bb5\u52a0\u901f6.40\u00d7\uff0c\u89e3\u7801\u9636\u6bb5\u52a0\u901f1.09\u00d7\uff1bDriveLMM-o1\u4e0a\u9884\u586b\u5145\u9636\u6bb5\u52a0\u901f2.64\u00d7\uff0c\u89e3\u7801\u9636\u6bb5\u52a0\u901f1.04\u00d7\uff1b<\/li>\n\n\n\n
                  • \u8ba1\u7b97\u5f00\u9500<\/strong>\uff1aDriveMM\u7684FLOPs\u4ec5\u4e3a\u539f\u6a21\u578b\u768413.4%\uff0cDriveLMM-o1\u4e3a20.3%\uff1bKV\u7f13\u5b58\u4e0e\u5176\u4ed6\u57fa\u7ebf\u76f8\u5f53\uff08230MB\/78MB\uff09\uff0c\u4f46\u6027\u80fd\u66f4\u4f18\uff1b<\/li>\n\n\n\n
                  • \u6838\u5fc3\u4f18\u52bf\uff1a\u5728\u76f8\u540ctoken\u4fdd\u7559\u7387\u4e0b\uff0cPrune2Drive\u7684\u52a0\u901f\u6bd4\u4e0eFLOPs\u964d\u4f4e\u5e45\u5ea6\u5747\u4f18\u4e8eFastV\u3001SparseVLM\uff0c\u5b9e\u73b0\u201c\u6548\u7387\u66f4\u9ad8\u4e14\u6027\u80fd\u66f4\u597d\u201d\u3002<\/li>\n<\/ul>\n\n\n\n

                    3.3 \u6d88\u878d\u5b9e\u9a8c\uff1a\u5173\u952e\u7ec4\u4ef6\u7684\u5fc5\u8981\u6027<\/strong><\/h3>\n\n\n\n
                    \"\"<\/figure>\n\n\n\n

                    \u5173\u952e\u53d1\u73b0\u4e0e\u5b9a\u6027\u5206\u6790<\/strong><\/p>\n\n\n\n

                    4.1 \u5b9a\u6027\u5bf9\u6bd4\uff1a\u6355\u6349\u5173\u952e\u4fe1\u606f\u7684\u80fd\u529b<\/strong><\/p>\n\n\n\n

                    figure 1<\/strong>\uff1a\u5bf9\u6bd4FastV\u4e0ePrune2Drive\u7684\u573a\u666f\u63cf\u8ff0\u2014\u2014FastV\u9519\u8bef\u8bc6\u522b\u201c\u524d\u89c6\u56fe\u767d\u8272\u76f4\u7bad\u5934\u201d\u201c\u540e\u89c6\u56fe\u9ed1\u8272\u4ea4\u901a\u6807\u5fd7\u201d\uff08\u7ea2\u8272\u6587\u672c\uff09\uff0c\u800cPrune2Drive\u6b63\u786e\u8bc6\u522b\u201c\u524d\u89c6\u56fe\u767d\u8272\u8d27\u8f66\u3001\u6469\u6258\u8f66\u201d\u201c\u540e\u89c6\u56fe\u9ed1\u8272\u8f7f\u8f66\u201d\uff08\u7eff\u8272\u6587\u672c\uff09\uff0c\u8bf4\u660eT-FPS\u9009\u7684token\u66f4\u80fd\u53cd\u6620\u771f\u5b9e\u573a\u666f\u3002<\/p>\n\n\n\n

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

                    figure 4\u3001figure 5<\/strong>\uff1a<\/p>\n\n\n\n

                    \"\"<\/figure>\n\n\n\n
                    \"\"<\/figure>\n\n\n\n
                      \n
                    • FastV\u5b58\u5728\u201c\u4f4d\u7f6e\u504f\u5dee\u201d\uff08\u7ea2\u8272\u6846\uff09\uff0c\u56e0\u4f9d\u8d56\u6ce8\u610f\u529b\u6743\u91cd\u800c\u8fc7\u591a\u4fdd\u7559\u540e\u89c6\u56fetoken\uff0c\u6f0f\u6389\u524d\u89c6\u56fe\u5173\u952e\u8f66\u8f86\uff1b<\/li>\n\n\n\n
                    • DART\u5747\u5300\u4fee\u526a\u5404\u89c6\u56fe\uff0c\u672a\u8003\u8651\u89c6\u56fe\u91cd\u8981\u6027\uff0c\u5bfc\u81f4\u540e\u53f3\u89c6\u56fe\u5173\u952e\u969c\u788d\u7269\u4e22\u5931\uff1b<\/li>\n\n\n\n
                    • Prune2Drive\uff08\u7eff\u8272\u6846\uff09\u901a\u8fc7\u201c\u89c6\u56fe\u81ea\u9002\u5e94\u6bd4\u4f8b+T-FPS\u201d\uff0c\u7cbe\u51c6\u4fdd\u7559\u524d\u89c6\u56fe\u7684\u767d\u8272\u8f66\u3001\u9ed1\u8272\u8f66\uff0c\u4ee5\u53ca\u540e\u53f3\u89c6\u56fe\u7684\u9ed1\u8272\u8f66\uff0c\u5173\u952e\u8bed\u4e49\u65e0\u7f3a\u5931\u3002<\/li>\n<\/ul>\n\n\n\n

                      4.2 \u6838\u5fc3\u4f18\u52bf\u603b\u7ed3<\/strong><\/h3>\n\n\n\n
                        \n
                      1. \u5373\u63d2\u5373\u7528<\/strong>\uff1a\u65e0\u9700\u91cd\u8badVLM\uff0c\u4e0d\u4f9d\u8d56\u6ce8\u610f\u529b\u56fe\uff0c\u517c\u5bb9Flash Attention\u7b49\u9ad8\u6548\u5b9e\u73b0\uff1b<\/li>\n\n\n\n
                      2. \u591a\u89c6\u56fe\u9002\u914d<\/strong>\uff1a\u9996\u6b21\u8003\u8651\u81ea\u52a8\u9a7e\u9a76\u591a\u89c6\u56fe\u7684\u7a7a\u95f4\u8bed\u4e49\u591a\u6837\u6027\u4e0e\u89c6\u56fe\u8d21\u732e\u5dee\u5f02\uff1b<\/li>\n\n\n\n
                      3. \u6027\u80fd-\u6548\u7387\u5e73\u8861<\/strong>\uff1a\u6781\u7aef\u4fee\u526a\uff08\u4fdd\u755910%token\uff09\u4e0b\u4ecd\u4ec5\u964d3-6%\u6027\u80fd\uff0c\u540c\u65f6\u5b9e\u73b06.4\u00d7\u52a0\u901f\u4e0e86%+FLOPs\u964d\u4f4e\u3002<\/li>\n<\/ol>\n\n\n\n

                        \u53c2\u8003<\/strong><\/h2>\n\n\n\n

                        [1]Prune2Drive: A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous Driving<\/p>\n","protected":false},"excerpt":{"rendered":"

                        \u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/mp.weixin. […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-32504","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/32504"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=32504"}],"version-history":[{"count":2,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/32504\/revisions"}],"predecessor-version":[{"id":32521,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/32504\/revisions\/32521"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=32504"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=32504"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=32504"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}