{"id":23026,"date":"2024-11-12T11:53:39","date_gmt":"2024-11-12T03:53:39","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23026"},"modified":"2024-11-12T11:53:39","modified_gmt":"2024-11-12T03:53:39","slug":"%e5%8d%b3%e6%8f%92%e5%8d%b3%e7%94%a8chattracker%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%87%8d%e5%a1%91%e7%9b%ae%e6%a0%87%e8%b7%9f%e8%b8%aa","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/11\/12\/23026\/","title":{"rendered":"\u5373\u63d2\u5373\u7528ChatTracker\uff1a\u591a\u6a21\u6001\u5927\u6a21\u578b\u91cd\u5851\u76ee\u6807\u8ddf\u8e2a"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u53cd\u5c04\u7684\u63d0\u793a\u4f18\u5316\uff08RPO\uff09\u6a21\u5757\uff0c\u901a\u8fc7\u8ddf\u8e2a\u53cd\u9988\u8fed\u4ee3\u5730\u6539\u8fdb\u76ee\u6807\u7684\u6a21\u7cca\u548c\u4e0d\u51c6\u786e\u7684\u8bed\u8a00\u63cf\u8ff0\u3002<\/div>\n
\n
\n

\u5199\u5728\u524d\u9762 & \u7b14\u8005\u7684\u4e2a\u4eba\u7406\u89e3<\/h2>\n

\u89c6\u89c9\u5bf9\u8c61\u8ddf\u8e2a\u65e8\u5728\u57fa\u4e8e\u521d\u59cb\u8fb9\u754c\u6846\u5728\u89c6\u9891\u5e8f\u5217\u4e2d\u5b9a\u4f4d\u76ee\u6807\u5bf9\u8c61\u3002\u6700\u8fd1\uff0c\u89c6\u89c9\u8bed\u8a00\uff08VL\uff09\u8ddf\u8e2a\u5668\u5df2\u7ecf\u63d0\u51fa\u5229\u7528\u989d\u5916\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6765\u589e\u5f3a\u5404\u79cd\u5e94\u7528\u4e2d\u7684\u901a\u7528\u6027\u3002\u7136\u800c\uff0cVL\u8ddf\u8e2a\u5668\u5728\u8ddf\u8e2a\u6027\u80fd\u65b9\u9762\u4ecd\u7136\u4e0d\u5982\u6700\u5148\u8fdb\u7684\u89c6\u89c9\u8ddf\u8e2a\u5668\uff08SoTA\uff09\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u8fd9\u79cd\u52a3\u52bf\u4e3b\u8981\u662f\u7531\u4e8e\u4ed6\u4eec\u4e25\u91cd\u4f9d\u8d56\u624b\u52a8\u6587\u672c\u6ce8\u91ca\uff0c\u5176\u4e2d\u5305\u62ec\u9891\u7e41\u63d0\u4f9b\u6a21\u7cca\u7684\u8bed\u8a00\u63cf\u8ff0\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86ChatTracker\uff0c\u5229\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u4e2d\u4e30\u5bcc\u7684\u4e16\u754c\u77e5\u8bc6\u6765\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8bed\u8a00\u63cf\u8ff0\u5e76\u63d0\u9ad8\u8ddf\u8e2a\u6027\u80fd\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u57fa\u4e8e\u53cd\u5c04\u7684\u63d0\u793a\u4f18\u5316\u6a21\u5757\uff0c\u901a\u8fc7\u8ddf\u8e2a\u53cd\u9988\u8fed\u4ee3\u5730\u6539\u8fdb\u76ee\u6807\u7684\u6a21\u7cca\u548c\u4e0d\u51c6\u786e\u7684\u63cf\u8ff0\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5229\u7528MLLM\u4ea7\u751f\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684VL\u8ddf\u8e2a\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u96c6\u6210\u4e3a\u5373\u63d2\u5373\u7528\u6a21\u5757\uff0c\u4ee5\u63d0\u9ad8VL\u548c\u89c6\u89c9\u8ddf\u8e2a\u5668\u7684\u6027\u80fd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u63d0\u51fa\u7684ChatTracker\u5b9e\u73b0\u4e86\u4e0e\u73b0\u6709\u65b9\u6cd5\u76f8\u5f53\u7684\u6027\u80fd\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u603b\u7ed3\u6765\u8bf4\uff0c\u672c\u6587\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n

    \n
  1. \u6211\u4eec\u63d0\u51fa\u4e86ChatTracker\uff0c\u8fd9\u662f\u4e00\u79cd\u5229\u7528MLLM\u8fdb\u884c\u89c6\u89c9\u5bf9\u8c61\u8ddf\u8e2a\u7684\u65b0\u6846\u67b6\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c\u8fd9\u662f\u5c06MLLM\u7eb3\u5165\u8ddf\u8e2a\u6846\u67b6\u7684\u7b2c\u4e00\u9879\u5de5\u4f5c\u3002\u5b83\u4e3a\u73b0\u6709\u7684\u89c6\u89c9\u548cVL\u8ddf\u8e2a\u5668\u63d0\u4f9b\u4e86\u5373\u63d2\u5373\u7528\u7684\u6a21\u5757\u589e\u5f3a\u529f\u80fd\uff0c\u8ba1\u7b97\u5f00\u9500\u6709\u9650\u3002<\/li>\n
  2. \u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u57fa\u4e8e\u53cd\u5c04\u7684\u63d0\u793a\u4f18\u5316\uff08RPO\uff09\u6a21\u5757\uff0c\u4ee5\u7f29\u5c0fVL\u8ddf\u8e2a\u5668\u548cMLLM\u4e4b\u95f4\u7684\u77e5\u8bc6\u5dee\u8ddd\u3002\u901a\u8fc7\u53cd\u601d\u8ddf\u8e2a\u53cd\u9988\uff0cRPO\u6a21\u5757\u53ef\u4ee5\u8fed\u4ee3\u4f18\u5316MLLM\u7684\u63d0\u793a\uff0c\u6700\u7ec8\u4e3a\u8ddf\u8e2a\u76ee\u6807\u751f\u6210\u51c6\u786e\u548c\u76f8\u5173\u7684\u63cf\u8ff0\u3002\u4e0e\u6570\u636e\u96c6\u4e2d\u7684\u4eba\u5de5\u6807\u6ce8\u6587\u672c\u76f8\u6bd4\uff0c\u8fd9\u4e9b\u63cf\u8ff0\u5728\u8ddf\u8e2a\u6027\u80fd\u548c\u56fe\u50cf\u6587\u672c\u5bf9\u9f50\u65b9\u9762\u90fd\u66f4\u4f18\u8d8a\u3002<\/li>\n
  3. \u6211\u4eec\u63d0\u51fa\u7684ChatTracker\u5728\u591a\u4e2a\u8ddf\u8e2a\u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86SoTA\u6027\u80fd\u3002\u6211\u4eec\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\uff0c\u5305\u62ec\u6d88\u878d\u7814\u7a76\uff0c\u4ee5\u8bc1\u660e\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u53ca\u5176\u5404\u4e2a\u6a21\u5757\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ol>\n

    \u76f8\u5173\u5de5\u4f5c\u56de\u987e<\/h2>\n

    Vision-Language Trackers<\/h3>\n

    \u89c6\u89c9\u8bed\u8a00\u8ddf\u8e2a\u65b9\u6cd5Zhou\u7b49\u4eba\u3001Ma\u548cWu\u7b49\u4eba\u63a2\u7d22\u4e86\u4f7f\u7528\u8bed\u8a00\u7ebf\u7d22\u6765\u589e\u5f3a\u89c6\u89c9\u5bf9\u8c61\u8ddf\u8e2a\u3002\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u6839\u636e\u5176\u6587\u672c\u6765\u6e90\u8fdb\u884c\u5206\u7c7b\uff1a\u4f7f\u7528\u624b\u52a8\u6ce8\u91ca\u6587\u672c\u7684\u65b9\u6cd5\u548c\u4ece\u9884\u5b9a\u4e49\u8bcd\u5178\u751f\u6210\u63cf\u8ff0\u7684\u65b9\u6cd5\u3002\u5728\u7b2c\u4e00\u7c7b\u4e2d\uff0c\u624b\u52a8\u6ce8\u91ca\u6587\u672c\u5df2\u88ab\u5e7f\u6cdb\u7528\u4e8e\u76ee\u6807\u8ddf\u8e2a\u4efb\u52a1\u3002LaSoT\u3001TNL2K\u548cMGIT\u7b49\u6570\u636e\u96c6\u4e3a\u6bcf\u4e2a\u5e8f\u5217\u63d0\u4f9b\u4e86\u624b\u52a8\u6ce8\u91ca\u7684\u8bed\u8a00\u63cf\u8ff0\u3002SNLT\u8ddf\u8e2a\u5668\u5229\u7528\u89c6\u89c9\u548c\u8bed\u8a00\u63cf\u8ff0\u6765\u9884\u6d4b\u76ee\u6807\u72b6\u6001\uff0c\u7136\u540e\u52a8\u6001\u7ec4\u5408\u8fd9\u4e9b\u9884\u6d4b\u4ee5\u4ea7\u751f\u6700\u7ec8\u7ed3\u679c\u3002JointNLT\u5c06\u89c6\u89c9\u57fa\u7840\u548c\u81ea\u7136\u8bed\u8a00\u5f15\u5bfc\u7684\u8ddf\u8e2a\u76f8\u7ed3\u5408\uff0c\u6709\u6548\u5730\u6ee1\u8db3\u4e86\u8fd9\u4e24\u4e2a\u8fc7\u7a0b\u7684\u4e0d\u540c\u8981\u6c42\u3002\u7b2c\u4e8c\u7c7b\u5229\u7528\u9884\u5b9a\u4e49\u7684\u8bcd\u5178\u751f\u6210\u8bed\u8a00\u63cf\u8ff0\u3002CiteTracker\u7cbe\u5fc3\u5f00\u53d1\u4e86\u4e00\u4e2a\u7c7b\u522b\u8bcd\u6c47\u8868\uff0c\u5176\u4e2d\u5305\u62ec\u76ee\u6807\u7684\u989c\u8272\u3001\u7eb9\u7406\u548c\u6750\u6599\u7b49\u5c5e\u6027\u3002\u5728\u8ddf\u8e2a\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u4f7f\u7528CLIP\u6765\u6bd4\u8f83\u56fe\u50cf\u548c\u6587\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\uff0c\u9009\u62e9\u4e0e\u56fe\u50cf\u975e\u5e38\u5339\u914d\u7684\u6587\u672c\u4f5c\u4e3a\u76ee\u6807\u7684\u63cf\u8ff0\u3002\u4e0e\u8fd9\u4e9b\u65b9\u6cd5\u76f8\u53cd\uff0c\u6211\u4eec\u7684\u5de5\u4f5c\u4e13\u95e8\u91c7\u7528MLLM\u6765\u83b7\u53d6\u76ee\u6807\u7684\u7cbe\u786e\u6587\u672c\u63cf\u8ff0\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u5730\u6d88\u9664\u4e86\u5bf9\u624b\u52a8\u6587\u672c\u6ce8\u91ca\u6216\u9884\u5b9a\u4e49\u8bcd\u5178\u7684\u4f9d\u8d56\u3002<\/p>\n

    Large Language Model in Vision Tasks<\/h3>\n

    \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5982ChatGPT\u548cLlama\u662f\u5728\u5e7f\u6cdb\u7684\u4e92\u8054\u7f51\u89c4\u6a21\u6587\u672c\u4e0a\u8bad\u7ec3\u7684\u81ea\u56de\u5f52\u6a21\u578b\u3002\u5b83\u4eec\u5728\u6743\u91cd\u4e2d\u5305\u542b\u4e86\u5e7f\u6cdb\u7684\u4e16\u754c\u77e5\u8bc6\u3002\u6700\u8fd1\uff0cGPT-4V\u53d1\u5e03\uff0c\u56e0\u5176\u51fa\u8272\u7684\u591a\u6a21\u6001\u611f\u77e5\u548c\u63a8\u7406\u80fd\u529b\u800c\u7acb\u5373\u5f15\u8d77\u4e86\u793e\u533a\u7684\u5173\u6ce8\u3002\u5728\u6b64\u4e4b\u540e\uff0c\u4f7f\u7528CLIP\u6a21\u578b\u5bf9\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\uff0c\u63d0\u9ad8\u4e86\u5206\u7c7b\u4efb\u52a1\u7684\u7cbe\u5ea6\u3002\u8fd9\u4e9b\u8fdb\u6b65\u4e3b\u8981\u9488\u5bf9\u57fa\u672c\u7684\u89c6\u89c9\u8bc6\u522b\uff0c\u5982\u5206\u7c7b\u548c\u68c0\u6d4b\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u81f4\u529b\u4e8e\u5c06LLM\u4e2d\u5305\u542b\u7684\u4e30\u5bcc\u4e16\u754c\u77e5\u8bc6\u6574\u5408\u5230\u89c6\u89c9\u5bf9\u8c61\u8ddf\u8e2a\u9886\u57df\u3002<\/p>\n

    ChatTracker\u65b9\u6cd5\u8be6\u89e3<\/h2>\n

    \"\u56fe\u7247\"<\/p>\n

    \u6240\u63d0\u51fa\u7684ChatTracker\u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u57fa\u4e8e\u53cd\u5c04\u7684\u63d0\u793a\u4f18\u5316\uff08RPO\uff09\u6a21\u5757\u3001\u8bed\u4e49\u8ddf\u8e2a\u6a21\u5757\u548c\u524d\u666f\u9a8c\u8bc1\u6a21\u5757\u3002<\/p>\n

    Reflection-based Prompt Optimization Module<\/h3>\n

    \u521d\u59cb\u5316\u3002\u6211\u4eec\u5728\u7b2c\u4e00\u5e27I1\u4e2d\u7684\u8ddf\u8e2a\u76ee\u6807\u4e0a\u7ed8\u5236\u4e00\u4e2a\u7eff\u8272\u8fb9\u754c\u6846\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u56fe\u50cf\u8f93\u5165Im\u3002\u9884\u5b9a\u4e49\u7684\u4eba\u5de5\u63d0\u4f9b\u7684\u63d0\u793a\u6a21\u677fTinit\u548cIm\u88ab\u8f93\u5165\u5230MLLM\u4e2d\uff0c\u4ece\u800c\u5bf9\u524d\u666f\u548c\u80cc\u666f\u8fdb\u884c\u521d\u59cb\u63cf\u8ff0\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    <\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u8bed\u4e49\u8ddf\u8e2a\u6a21\u5757\u8fd8\u5305\u62ec\u4e00\u4e2a\u73b0\u6210\u7684\u5355\u5bf9\u8c61\u89c6\u89c9\u8ddf\u8e2a\u5668\u3002\u6700\u540e\uff0c\u524d\u666f\u9a8c\u8bc1\u6a21\u5757\u901a\u8fc7\u8003\u8651\u524d\u666f\u5efa\u8bae\u3001\u80cc\u666f\u5efa\u8bae\u548c\u6a21\u677f\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u9009\u62e9\u7f6e\u4fe1\u5ea6\u6700\u9ad8\u7684\u524d\u666f\u5efa\u8bae\u4f5c\u4e3a\u8ddf\u8e2a\u7ed3\u679c\u3002<\/p>\n

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

    \"\u56fe\u7247\"\"\u56fe\u7247\"\"\u56fe\u7247\"\"\u56fe\u7247\"<\/p>\n

    \u7ed3\u8bba<\/h2>\n

    \u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86ChatTracker\uff0c\u8fd9\u662f\u7b2c\u4e00\u79cd\u5229\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u6765\u63d0\u9ad8\u89c6\u89c9\u8ddf\u8e2a\u6027\u80fd\u7684\u65b9\u6cd5\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u53cd\u5c04\u7684\u63d0\u793a\u4f18\u5316\uff08RPO\uff09\u6a21\u5757\uff0c\u901a\u8fc7\u8ddf\u8e2a\u53cd\u9988\u8fed\u4ee3\u5730\u6539\u8fdb\u76ee\u6807\u7684\u6a21\u7cca\u548c\u4e0d\u51c6\u786e\u7684\u8bed\u8a00\u63cf\u8ff0\u3002\u6b64\u5916\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u89c6\u89c9\u8bed\u8a00\u8ddf\u8e2a\u6846\u67b6\uff0c\u4f5c\u4e3a\u5373\u63d2\u5373\u7528\u7684\u65b9\u6cd5\u6765\u63d0\u9ad8\u73b0\u6709\u8ddf\u8e2a\u5668\u7684\u6027\u80fd\u3002\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u4f18\u4e8e\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u3002\u8fd9\u8868\u660e\uff0c\u5c06MLLM\u7eb3\u5165\u89c6\u89c9\u8ddf\u8e2a\u5bf9\u63d0\u9ad8\u8ddf\u8e2a\u6027\u80fd\u6709\u663e\u8457\u6548\u679c\u3002<\/p>\n<\/div>\n

    \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n

    <\/div>\n

    <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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

    \u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u53cd\u5c04\u7684\u63d0\u793a\u4f18\u5316\uff08RPO\uff09\u6a21\u5757\uff0c\u901a\u8fc7\u8ddf\u8e2a\u53cd\u9988\u8fed\u4ee3\u5730\u6539\u8fdb\u76ee\u6807\u7684\u6a21\u7cca\u548c\u4e0d\u51c6\u786e\u7684\u8bed\u8a00\u63cf\u8ff0\u3002 \u5199\u5728\u524d\u9762 […]<\/p>\n

    <\/div>\n

    <\/g><\/svg><\/i> \"Loading\"<\/p>\n

    <\/div>\n","protected":false},"author":56,"featured_media":23028,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,17,20,80],"tags":[887,820],"class_list":["post-23026","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-17","category-20","category-80","tag-887","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23026","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23026"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23026\/revisions"}],"predecessor-version":[{"id":23030,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23026\/revisions\/23030"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23028"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}