{"id":4133,"date":"2025-10-15T22:28:55","date_gmt":"2025-10-15T14:28:55","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4133"},"modified":"2025-10-16T12:25:51","modified_gmt":"2025-10-16T04:25:51","slug":"202510-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-unified-io-2%ef%bc%9ascaling-autoregressive-multimodal-models-with-visionlanguageaudioand-action","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202510-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-unified-io-2%ef%bc%9ascaling-autoregressive-multimodal-models-with-visionlanguageaudioand-action\/","title":{"rendered":"202510 \u8bba\u6587\u7814\u8bfb-Unified-IO 2\uff1aScaling Autoregressive Multimodal Models with Vision,Language,Audio,and Action"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aJiasen Lu1* Christopher Clark 1* Sangho Lee1* Zichen Zhang1* Savya Khosla2 Ryan Marten2 Derek Hoiem2 Aniruddha Kembhavi<\/p>\n\n\n\n

\u65f6\u95f4\uff1a2024\u5e746\u6708<\/p>\n\n\n\n

\u6765\u6e90\uff1aCVPR 2024<\/p>\n\n\n\n

\u5355\u4f4d\uff1aAllen AI<\/a>, UIUC<\/a>, \u534e\u76db\u987f\u5927\u5b66<\/a><\/p>\n\n\n\n

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

1\u3001\u591a\u6a21\u6001\u667a\u80fd\u662f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u5173\u952e\u65b9\u5411
\u968f\u7740 AI \u5e94\u7528\u9010\u6e10\u4ece\u5355\u6a21\u6001\uff08\u5982\u56fe\u50cf\u8bc6\u522b\u6216\u6587\u672c\u751f\u6210\uff09\u6269\u5c55\u5230\u9700\u8981\u8de8\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u8bed\u97f3\u3001\u52a8\u4f5c\u7b49\u591a\u79cd\u6a21\u6001\u7684\u590d\u6742\u4efb\u52a1\uff0c\u6784\u5efa\u80fd\u591f\u7edf\u4e00\u611f\u77e5\u4e0e\u751f\u6210\u591a\u6a21\u6001\u4fe1\u606f\u7684\u6a21\u578b\u6210\u4e3a\u91cd\u8981\u7814\u7a76\u76ee\u6807\u3002<\/p>\n\n\n\n

2\u3001\u73b0\u6709\u65b9\u6cd5\u4ecd\u5b58\u5728\u6a21\u6001\u5272\u88c2\u4e0e\u4efb\u52a1\u4e13\u4e00\u7684\u95ee\u9898
\u4ee5\u5f80\u7684\u591a\u6a21\u6001\u6a21\u578b\u591a\u805a\u7126\u4e8e\u201c\u89c6\u89c9-\u8bed\u8a00\u201d\u7ed3\u5408\uff08\u5982\u56fe\u6587\u5339\u914d\u3001VQA\uff09\uff0c\u7f3a\u4e4f\u5bf9\u97f3\u9891\u548c\u52a8\u4f5c\u7b49\u6a21\u6001\u7684\u7edf\u4e00\u5904\u7406\uff1b\u540c\u65f6\uff0c\u5927\u591a\u6570\u6a21\u578b\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u5b9a\u5236\uff0c\u96be\u4ee5\u5728\u4e0d\u540c\u6a21\u6001\u4e0e\u4efb\u52a1\u4e4b\u95f4\u5171\u4eab\u77e5\u8bc6\u6216\u8fc1\u79fb\u80fd\u529b\u3002<\/p>\n\n\n\n

3\u3001\u7edf\u4e00\u5efa\u6a21\u9762\u4e34\u7ed3\u6784\u4e0e\u8bad\u7ec3\u96be\u9898
\u4e0d\u540c\u6a21\u6001\u7684\u6570\u636e\u5f62\u5f0f\u3001\u5c3a\u5ea6\u548c\u8bed\u4e49\u5dee\u5f02\u6781\u5927\uff0c\u76f4\u63a5\u6574\u5408\u4f1a\u5bfc\u81f4\u8868\u793a\u4e0d\u517c\u5bb9\u3001\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u548c\u8ba1\u7b97\u6210\u672c\u9ad8\u7b49\u95ee\u9898\uff0c\u8981\u5b9e\u73b0\u771f\u6b63\u7684\u7edf\u4e00\u6a21\u578b\uff0c\u9700\u8981\u5728\u8f93\u5165\u8f93\u51fa\u8868\u793a\u3001\u6a21\u578b\u7ed3\u6784\u3001\u4f18\u5316\u76ee\u6807\u4e0a\u8bbe\u8ba1\u901a\u7528\u673a\u5236\u3002<\/p>\n\n\n\n

4\u3001\u81ea\u56de\u5f52\u5efa\u6a21\u63d0\u4f9b\u4e86\u6f5c\u5728\u89e3\u51b3\u601d\u8def
\u8fd1\u671f\u81ea\u56de\u5f52 Transformer \u5728\u8bed\u8a00\u548c\u89c6\u89c9\u751f\u6210\u9886\u57df\u8868\u73b0\u51fa\u5f3a\u5927\u6cdb\u5316\u80fd\u529b\uff0c\u5176\u201c\u9010\u6b65\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u201d\u7684\u673a\u5236\u4e3a\u591a\u6a21\u6001\u7edf\u4e00\u5efa\u6a21\u63d0\u4f9b\u4e86\u81ea\u7136\u6846\u67b6\uff1a\u53ea\u8981\u5c06\u6240\u6709\u6a21\u6001\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684 token \u5e8f\u5217\uff0c\u5373\u53ef\u7528\u540c\u4e00\u6a21\u578b\u8fdb\u884c\u5b66\u4e60\u4e0e\u751f\u6210\u3002<\/p>\n\n\n\n

\u4e3b\u8981\u8d21\u732e<\/h2>\n\n\n\n

1\u3001\u63d0\u51fa\u7edf\u4e00\u7684\u591a\u6a21\u6001\u81ea\u56de\u5f52\u6846\u67b6
\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u80fd\u591f\u540c\u65f6\u5904\u7406\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u97f3\u9891\u548c\u52a8\u4f5c\u56db\u79cd\u6a21\u6001\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u4f7f\u4e0d\u540c\u6a21\u6001\u7684\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u5728\u540c\u4e00\u67b6\u6784\u5185\u5b8c\u6210\uff0c\u8be5\u6a21\u578b\u4ee5\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u201d\u7684\u7edf\u4e00\u8303\u5f0f\u5b9e\u73b0\u591a\u6a21\u6001\u8f93\u5165\u8f93\u51fa\u7684\u6574\u5408\u3002<\/p>\n\n\n\n

2\u3001\u6784\u5efa\u901a\u7528\u7684\u6a21\u6001\u7f16\u7801\u4e0e\u8868\u793a\u673a\u5236
\u8bba\u6587\u63d0\u51fa\u4e00\u79cd\u7edf\u4e00\u7684 token \u5316\u65b9\u6848\uff0c\u5c06\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u6587\u672c\u3001\u52a8\u4f5c\u7b49\u4e0d\u540c\u6a21\u6001\u6570\u636e\u8f6c\u6362\u4e3a\u517c\u5bb9\u7684 token \u5e8f\u5217\uff0c\u5e76\u901a\u8fc7\u6a21\u6001\u5d4c\u5165\uff08modality embeddings\uff09\u6807\u8bc6\u6a21\u6001\u5c5e\u6027\uff0c\u4ece\u800c\u5b9e\u73b0\u6a21\u6001\u95f4\u7684\u4fe1\u606f\u5bf9\u9f50\u4e0e\u5171\u4eab\u3002<\/p>\n\n\n\n

3\u3001\u6539\u8fdb\u67b6\u6784\u4ee5\u589e\u5f3a\u8bad\u7ec3\u7a33\u5b9a\u6027\u548c\u6a21\u6001\u5e73\u8861
\u4e3a\u89e3\u51b3\u591a\u6a21\u6001\u6df7\u5408\u8bad\u7ec3\u4e2d\u5e38\u89c1\u7684\u68af\u5ea6\u51b2\u7a81\u4e0e\u6a21\u6001\u504f\u7f6e\u95ee\u9898\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u65b0\u7684\u7f51\u7edc\u7ed3\u6784\u4e0e\u4f18\u5316\u7b56\u7565\uff0c\u5305\u62ec\u6a21\u6001\u7279\u5b9a\u7684\u524d\u540e\u5904\u7406\u6a21\u5757\u3001\u4efb\u52a1\u5e73\u8861\u8bad\u7ec3\u8c03\u5ea6\u673a\u5236\uff0c\u4ee5\u53ca\u57fa\u4e8e\u591a\u6a21\u6001\u53bb\u566a\u76ee\u6807\u7684\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u8fc7\u7a0b<\/h2>\n\n\n\n

\u6838\u5fc3\u76ee\u6807\uff1a<\/strong><\/p>\n\n\n\n

1\u3001\u901a\u7528\u6027\uff1a\u9a8c\u8bc1\u6a21\u578b\u662f\u5426\u80fd\u540c\u65f6\u5904\u7406\u591a\u79cd\u6a21\u6001\u4efb\u52a1\uff1b<\/p>\n\n\n\n

2\u3001\u6709\u6548\u6027\uff1a\u68c0\u9a8c\u81ea\u56de\u5f52\u7edf\u4e00\u6846\u67b6\u7684\u6027\u80fd\u662f\u5426\u80fd\u4e0e\u4e13\u95e8\u5355\u6a21\u6001\u6a21\u578b\u7ade\u4e89\uff1b<\/p>\n\n\n\n

3\u3001\u53ef\u6269\u5c55\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\uff1a\u5206\u6790\u4e0d\u540c\u67b6\u6784\u4e0e\u8bad\u7ec3\u7b56\u7565\u5bf9\u6a21\u578b\u7a33\u5b9a\u6027\u4e0e\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u6570\u636e\u4e0e\u89c4\u6a21\uff1a<\/strong><\/p>\n\n\n\n

\u4f5c\u8005\u6574\u5408\u4e86\u6765\u81ea 120 \u4f59\u4e2a\u516c\u5f00\u6570\u636e\u96c6 \u7684\u591a\u6a21\u6001\u6570\u636e\uff0c\u8986\u76d6\u4ece\u56fe\u50cf\u2013\u6587\u672c\u5230\u97f3\u9891\u2013\u52a8\u4f5c\u7684\u591a\u4efb\u52a1\u573a\u666f<\/p>\n\n\n\n

\u4e3a\u4e86\u5b9e\u73b0\u591a\u6a21\u6001\u7edf\u4e00\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u673a\u5236\uff1a\u7edf\u4e00token \u5316\uff08Unified Tokenization\uff09\u3002\u6240\u6709\u6a21\u6001\u6570\u636e\u5747\u88ab\u6620\u5c04\u5230\u7edf\u4e00\u7684\u79bb\u6563 token \u7a7a\u95f4\uff1a\u56fe\u50cf\u88ab\u5206\u5272\u4e3a\u56fa\u5b9a\u5927\u5c0f\u7684patch\uff0c\u518d\u7f16\u7801\u4e3a\u79bb\u6563token\uff1b\u97f3\u9891\u901a\u8fc7\u65f6\u9891\u53d8\u6362\u751f\u6210\u58f0\u8c31token\uff1b\u52a8\u4f5c\u88ab\u91cf\u5316\u4e3a\u8fde\u7eed\u63a7\u5236\u53c2\u6570\u7684\u79bb\u6563\u8868\u793a\uff1b\u6587\u672c\u4fdd\u6301\u539f\u59cb\u7684\u8bcd\u6216\u5b50\u8bcdtoken\u5f62\u5f0f\u3002\u6240\u6709\u8fd9\u4e9b token \u90fd\u52a0\u4e0a\u6a21\u6001\u6807\u7b7e\uff0c\u6bd4\u5982 [V]\u00a0\u8868\u793a\u89c6\u89c9\u3001[A]\u00a0\u8868\u793a\u97f3\u9891\u3002<\/p>\n\n\n\n

\u6240\u6709\u8f93\u5165\u4e0e\u8f93\u51fa\u90fd\u4ee5\u540c\u4e00\u5e8f\u5217\u683c\u5f0f\u8868\u793a\uff0c\u6a21\u578b\u968f\u540e\u4ee5\u7edf\u4e00\u7684\u81ea\u56de\u5f52\u65b9\u5f0f\u9884\u6d4b\u201c\u4e0b\u4e00\u4e2a token\u201d\uff0cTransformer \u6a21\u578b\u53ef\u4ee5\u5728\u540c\u4e00\u67b6\u6784\u4e0b\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u591a\u79cd\u6a21\u6001\u5185\u5bb9\u3002<\/p>\n\n\n\n

\u6a21\u578b\u67b6\u6784\uff1a<\/strong><\/p>\n\n\n\n

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

1\u3001\u4e3b\u5e72\u7ed3\u6784<\/p>\n\n\n\n

\u6a21\u578b\u91c7\u7528 Encoder\u2013Decoder Transformer \u67b6\u6784<\/p>\n\n\n\n

Encoder\u5bf9\u8f93\u5165 token \u5e8f\u5217\u8fdb\u884c\u591a\u5c42\u81ea\u6ce8\u610f\u529b\u5efa\u6a21\uff0c\u63d0\u53d6\u6a21\u6001\u95f4\u8054\u5408\u8868\u793a\uff1b<\/p>\n\n\n\n

Decoder\u5728\u81ea\u56de\u5f52\u673a\u5236\u4e0b\u9010\u6b65\u751f\u6210\u8f93\u51fa token\uff0c\u53ef\u5bf9\u5e94\u6587\u5b57\u3001\u56fe\u50cf\u5757\u3001\u8bed\u97f3\u7247\u6bb5\u6216\u52a8\u4f5c\u6307\u4ee4\u3002<\/p>\n\n\n\n

2\u3001\u878d\u5408\u65b9\u5f0f\uff1aCross-Attention<\/p>\n\n\n\n

Encoder\u4e0eDecoder\u4e4b\u95f4\u901a\u8fc7Cross-Attention\u6a21\u5757\u5b9e\u73b0\u6a21\u6001\u4ea4\u4e92\uff1a<\/p>\n\n\n\n

\u6587\u672ctoken\u53ef\u5173\u6ce8\u56fe\u50cftoken\uff0c\u4ece\u800c\u5b8c\u6210\u89c6\u89c9\u95ee\u7b54\u7b49\u4efb\u52a1\uff1b\u56fe\u50cftoken\u53ef\u54cd\u5e94\u8bed\u8a00 token\uff0c\u5b9e\u73b0\u6587\u672c\u5230\u56fe\u50cf\u7684\u751f\u6210\uff1b\u8bed\u97f3\u4e0e\u52a8\u4f5ctoken\u53ef\u53c2\u4e0e\u76f8\u4e92\u6761\u4ef6\u5efa\u6a21\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u76ee\u6807\u4e0e\u4f18\u5316\u7b56\u7565<\/strong><\/p>\n\n\n\n

1\u3001Mixture-of-Denoisers Objective<\/p>\n\n\n\n

\u8bad\u7ec3\u91c7\u7528\u591a\u6a21\u6001\u53bb\u566a\u76ee\u6807\u51fd\u6570<\/strong>\uff1a\u6a21\u578b\u5728\u8f93\u5165\u5e8f\u5217\u4e2d\u968f\u673a\u5c4f\u853d\u90e8\u5206 token\uff08\u53ef\u6765\u81ea\u4efb\u610f\u6a21\u6001\uff09\uff0c\u8981\u6c42\u6a21\u578b\u5728\u751f\u6210\u9636\u6bb5\u91cd\u6784\u88ab\u63a9\u76d6\u90e8\u5206\uff0c\u8fd9\u79cd\u7b56\u7565\u4f7f\u6a21\u578b\u80fd\u591f\u540c\u65f6\u5b66\u4e60\u7406\u89e3\uff08\u8bc6\u522b\u88ab\u906e\u853d\u5185\u5bb9\uff09\u4e0e\u751f\u6210\uff08\u91cd\u5efa\u8f93\u51fa\uff09\u7684\u53cc\u91cd\u80fd\u529b\u3002<\/p>\n\n\n\n

2\u3001\u7a33\u5b9a\u6027\u4e0e\u6a21\u6001\u5e73\u8861\u673a\u5236<\/p>\n\n\n\n

\u7531\u4e8e\u591a\u6a21\u6001\u6570\u636e\u5206\u5e03\u5dee\u5f02\u663e\u8457\uff0c\u4f5c\u8005\u5f15\u5165\u4ee5\u4e0b\u673a\u5236\u4ee5\u4fdd\u6301\u8bad\u7ec3\u7a33\u5b9a\u6027\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u591a\u6a21\u6001\u5e76\u884c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u80fd\u591f\u7a33\u5b9a\u6536\u655b\uff0c\u800c\u4e0d\u4f1a\u51fa\u73b0\u6a21\u6001\u4e3b\u5bfc\u6216\u6027\u80fd\u584c\u9677\u73b0\u8c61\uff1a\u52a8\u6001\u8c03\u6574\u5404\u6a21\u6001\u5728\u8bad\u7ec3 batch \u4e2d\u7684\u6bd4\u4f8b\uff1b\u4fdd\u7559\u6a21\u6001\u7279\u5b9a\u524d\u540e\u5904\u7406\u5c42\uff0c\u5728\u7edf\u4e00\u6846\u67b6\u4e2d\u4fdd\u7559\u8f7b\u91cf\u7684\u6a21\u6001\u9002\u914d\u5668\uff1b\u8fdb\u884c\u68af\u5ea6\u88c1\u526a\u4e0e\u6b63\u5219\u5316\uff0c\u9632\u6b62\u68af\u5ea6\u7206\u70b8\uff1b\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8bcd\u5f15\u5bfc\u4efb\u52a1\u7c7b\u578b\uff0c\u589e\u5f3a\u6a21\u578b\u7684\u4efb\u52a1\u53ef\u8bc6\u522b\u6027\u3002<\/p>\n\n\n\n

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

zero-shot\uff08\u96f6\u6837\u672c\uff09\u4efb\u52a1 \u4e0b\u7684\u8de8\u6a21\u6001\u63a8\u7406\u80fd\u529b<\/strong><\/p>\n\n\n\n

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

\u6d89\u53ca\u4efb\u52a1\uff1a<\/p>\n\n\n\n

    \n
  • HellaSwag\uff1a\u5e38\u8bc6\u6027\u53e5\u5b50\u8865\u5168<\/li>\n\n\n\n
  • TIFA\uff1a\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210<\/li>\n\n\n\n
  • SEED-Bench\uff1a\u7a7a\u95f4\u4e0e\u65f6\u95f4\u7406\u89e3<\/li>\n\n\n\n
  • AudioCaps\uff1a\u6587\u672c\u5230\u97f3\u9891\u751f\u6210<\/li>\n<\/ul>\n\n\n\n

    Unified-IO 2 \u5728\u4e0d\u7ecf\u4efb\u52a1\u7279\u5b9a\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\uff0c\u5177\u5907\u8f83\u5f3a\u7684\u8de8\u6a21\u6001\u6cdb\u5316\u80fd\u529b<\/p>\n\n\n\n

    GRIT Benchmark \u7efc\u5408\u8bc4\u6d4b<\/strong><\/p>\n\n\n\n

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

    \u8bc4\u4f30\u4e86\u4ece\u56fe\u50cf\u7406\u89e3\u5230\u8bed\u8a00\u751f\u6210\u3001\u77e5\u8bc6\u63a8\u7406\u7b49\u4efb\u52a1\u7684\u7edf\u4e00\u6027\u80fd\uff0c\u4e0e\u591a\u4efb\u52a1\u57fa\u7ebf GPV-2 \u76f8\u6bd4\uff0cUIO-2-XXL \u7684\u6574\u4f53\u6027\u80fd\uff08All=66.9\uff09\u663e\u8457\u9886\u5148\uff0c\u9a8c\u8bc1\u4e86\u7edf\u4e00\u5efa\u6a21\u7684\u9ad8\u6548\u6027\u4e0e\u4efb\u52a1\u8fc1\u79fb\u6027\u3002<\/p>\n\n\n\n

    \u8de8\u6a21\u6001\u751f\u6210\u4efb\u52a1<\/strong><\/p>\n\n\n\n

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

    FID \u964d\u4f4e\uff08\u56fe\u50cf\u751f\u6210\u66f4\u903c\u771f\uff09\uff0cTIFA \u63d0\u5347\uff08\u6587\u672c\u2013\u56fe\u50cf\u4e00\u81f4\u6027\u66f4\u9ad8\uff09\uff0cFAD \u4e0e KL \u51cf\u5c0f\uff08\u97f3\u9891\u751f\u6210\u66f4\u81ea\u7136\uff09\uff0c\u52a8\u4f5c\u751f\u6210\u6210\u529f\u7387\uff08Succ\uff09\u7531 49.0 \u63d0\u5347\u81f3 56.3\uff0c\u8bf4\u660e\u7edf\u4e00\u6846\u67b6\u5bf9\u590d\u6742\u65f6\u5e8f\u63a7\u5236\u4efb\u52a1\u4e5f\u6709\u826f\u597d\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n

    \u89c6\u89c9\u2013\u8bed\u8a00\u4efb\u52a1\u8868\u73b0<\/strong><\/p>\n\n\n\n

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

    \u5c55\u793a\u4e86\u6a21\u578b\u5728\u4e5d\u4e2a\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n

      \n
    • \u56fe\u50cf\u95ee\u7b54\uff08VQA\u3001OKVQA\u3001SQA \u7b49\uff09<\/li>\n\n\n\n
    • \u6307\u4ee3\u6d88\u89e3\uff08RefCOCO \u7cfb\u5217\uff09<\/li>\n\n\n\n
    • \u56fe\u50cf\u63cf\u8ff0\uff08COCO-Cap\uff09<\/li>\n\n\n\n
    • \u89c6\u89c9\u63a8\u7406\uff08POPE\u3001SEED\u3001MMB\uff09<\/li>\n<\/ul>\n\n\n\n

      \u5728\u6240\u6709\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e2d\uff0cUIO-2-XXL\u5747\u63a5\u8fd1\u6216\u8d85\u8fc7\u5355\u4efb\u52a1SOTA\u6a21\u578b\uff1b\u5728\u6307\u4ee3\u6d88\u89e3\u4efb\u52a1\u4e2d\uff0c\u8fbe\u5230 90.7%\uff0c\u4f18\u4e8e\u591a\u6570\u5f00\u6e90\u6a21\u578b\uff1b\u5728\u590d\u6742\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u8868\u73b0\u5c24\u5176\u7a81\u51fa\uff0c\u8bf4\u660e\u6a21\u578b\u5177\u5907\u8de8\u6a21\u6001\u903b\u8f91\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n

      \u89c6\u9891\u4e0e\u97f3\u9891\u7406\u89e3\u4efb\u52a1<\/strong><\/p>\n\n\n\n

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

      \u9a8c\u8bc1\u4e86\u6a21\u578b\u5728 \u65f6\u5e8f\u6a21\u6001\uff08\u89c6\u9891\u3001\u97f3\u9891\uff09\u4e0b\u7684\u80fd\u529b<\/p>\n\n\n\n

        \n
      • \u5728\u89c6\u9891\u4efb\u52a1\uff08MSVD-QA\u3001STAR\uff09\u4e0a\uff0cUIO-2-XXL \u63a5\u8fd1\u4e13\u95e8\u7684\u89c6\u9891\u8bed\u8a00\u6a21\u578b\uff1b<\/li>\n\n\n\n
      • \u5728\u97f3\u9891\u4efb\u52a1\uff08AudioCaps\u3001VGG-Sound\uff09\u4e0a\u8868\u73b0\u7a33\u5b9a\uff1b<\/li>\n\n\n\n
      • \u8bf4\u660e\u7edf\u4e00\u5efa\u6a21\u5728\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6a21\u6001\u4e0a\u540c\u6837\u5177\u6709\u5f3a\u6cdb\u5316\u6027\uff1b<\/li>\n<\/ul>\n\n\n\n

        \u542f\u53d1\u4e0e\u5c40\u9650<\/h2>\n\n\n\n

        1\u3001\u4e3b\u8981\u7ed3\u8bba<\/p>\n\n\n\n

          \n
        • \u7edf\u4e00\u81ea\u56de\u5f52\u591a\u6a21\u6001\u67b6\u6784\u5728\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u9a8c\u8bc1\u4e86\u591a\u6a21\u6001\u7edf\u4e00\u5efa\u6a21\u7684\u53ef\u884c\u6027\uff1b<\/li>\n\n\n\n
        • \u6a21\u578b\u6027\u80fd\u968f\u89c4\u6a21\u6269\u5927\u663e\u8457\u63d0\u5347\uff0c\u5448\u73b0\u6e05\u6670\u7684 scaling law\uff1b<\/li>\n\n\n\n
        • \u5728\u96f6\u6837\u672c\u548c\u8de8\u6a21\u6001\u8fc1\u79fb\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u5f3a\u6cdb\u5316\u80fd\u529b\uff1b<\/li>\n\n\n\n
        • \u5728\u56fe\u50cf\u3001\u97f3\u9891\u3001\u52a8\u4f5c\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u8fbe\u5230\u6216\u63a5\u8fd1\u4e13\u7528\u6a21\u578b\u6c34\u5e73\uff0c\u517c\u987e\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n

          2\u3001\u5c40\u9650\u6027<\/p>\n\n\n\n

            \n
          • \u6a21\u6001\u95f4\u6570\u636e\u5206\u5e03\u4e0d\u5e73\u8861\uff0c\u97f3\u9891\u4e0e\u52a8\u4f5c\u4efb\u52a1\u8868\u73b0\u4ecd\u843d\u540e\uff1b<\/li>\n\n\n\n
          • \u5411\u91cf\u91cf\u5316\u867d\u7edf\u4e00\u8868\u793a\uff0c\u4f46\u9020\u6210\u90e8\u5206\u9ad8\u4fdd\u771f\u4fe1\u606f\u635f\u5931\uff1b<\/li>\n\n\n\n
          • \u6a21\u578b\u8bad\u7ec3\u8d44\u6e90\u6d88\u8017\u5de8\u5927\uff0c\u96be\u4ee5\u5e7f\u6cdb\u590d\u73b0\uff1b<\/li>\n\n\n\n
          • \u6a21\u6001\u4ea4\u4e92\u8fc7\u7a0b\u53ef\u89e3\u91ca\u6027\u4e0d\u8db3\uff0c\u751f\u6210\u63a7\u5236\u80fd\u529b\u6709\u9650\u3002<\/li>\n<\/ul>\n\n\n\n

            3\u3001\u672a\u6765\u65b9\u5411<\/p>\n\n\n\n

              \n
            • \u63d0\u5347\u6a21\u6001\u5e73\u8861\u4e0e\u65f6\u5e8f\u5efa\u6a21\u80fd\u529b\uff0c\u589e\u5f3a\u590d\u6742\u573a\u666f\u7406\u89e3\uff1b<\/li>\n\n\n\n
            • \u4f18\u5316\u91cf\u5316\u4e0e\u7edf\u4e00\u8868\u793a\u673a\u5236\uff0c\u51cf\u5c11\u4fe1\u606f\u635f\u5931\uff1b<\/li>\n\n\n\n
            • \u63a2\u7d22\u8f7b\u91cf\u5316\u4e0e\u9ad8\u6548\u8bad\u7ec3\u7b56\u7565\uff0c\u964d\u4f4e\u8d44\u6e90\u6210\u672c\uff1b<\/li>\n\n\n\n
            • \u589e\u5f3a\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e0e\u751f\u6210\u53ef\u63a7\u6027\uff0c\u63a8\u52a8\u901a\u7528\u591a\u6a21\u6001\u667a\u80fd\u4f53\u53d1\u5c55\u3002<\/li>\n<\/ul>\n\n\n\n

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

              \u4f5c\u8005\uff1aJiasen Lu1* Christopher Clark 1* Sangho Lee1* Zichen […]<\/p>\n","protected":false},"author":70,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4133","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/70"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4133"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4133\/revisions"}],"predecessor-version":[{"id":4264,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4133\/revisions\/4264"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4133"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4133"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}