{"id":36223,"date":"2025-01-07T22:00:16","date_gmt":"2025-01-07T14:00:16","guid":{"rendered":"https:\/\/17aitech.com\/?p=36223"},"modified":"2025-01-07T22:00:16","modified_gmt":"2025-01-07T14:00:16","slug":"%e7%aa%81%e7%a0%b4%e8%a7%86%e9%a2%91%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%93%b6%e9%a2%88%ef%bc%81%e3%80%8c%e5%90%88%e6%88%90%e6%95%b0%e6%8d%ae%e3%80%8d%e7%ab%8b%e5%a4%a7%e5%8a%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36223","title":{"rendered":"\u7a81\u7834\u89c6\u9891\u591a\u6a21\u6001\u5927\u6a21\u578b\u74f6\u9888\uff01\u300c\u5408\u6210\u6570\u636e\u300d\u7acb\u5927\u529f\uff0c\u9879\u76ee\u5df2\u5f00\u6e90"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-21-3\" target=\"_blank\">\u7a81\u7834\u89c6\u9891\u591a\u6a21\u6001\u5927\u6a21\u578b\u74f6\u9888\uff01\u300c\u5408\u6210\u6570\u636e\u300d\u7acb\u5927\u529f\uff0c\u9879\u76ee\u5df2\u5f00\u6e90<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-57dba3965b6bc26a46db1d57be54d389.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-57dba3965b6bc26a46db1d57be54d389.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea<mark data-type=\"institutions\" data-id=\"7092494f-e4a9-4175-8efe-b5ddb66a9878\">\u5b57\u8282\u8df3\u52a8<\/mark>\uff0c\u5357\u6d0b\u7406\u5de5\u5927\u5b66 S-Lab \u548c\u5317\u4eac\u90ae\u7535\u5927\u5b66\u3002\u5176\u4e2d\u7b2c\u4e00\u4f5c\u8005\u4e3a\u5357\u6d0b\u7406\u5de5\u5927\u5b66 S-Lab \u7684\u535a\u58eb\u751f Yuanhan Zhang (https:\/\/zhangyuanhan-ai.github.io\/)\uff0c\u4e3b\u8981\u7814\u7a76\u9886\u57df\u4e3a\u5c06\u57fa\u7840\u6a21\u578b\u9002\u914d\u4e8e\u5f00\u653e\u4e16\u754c\u3002\u672c\u6587\u7684\u6307\u5bfc\u8001\u5e08\u4e3a Ziwei Liu \u6559\u6388 ((https:\/\/liuziwei7.github.io\/) \u548c Chunyuan Li \u535a\u58eb (https:\/\/chunyuan.li\/), \u5176\u4e2d Chunyuan Li \u9886\u5bfc\u4e86\u8fd9\u4e2a\u9879\u76ee\u3002\u672c\u6587\u5176\u4ed6\u4f5c\u8005\u5305\u62ec\u5317\u4eac\u90ae\u7535\u5927\u5b66 Jinming Wu\uff0c\u5357\u6d0b\u7406\u5de5\u5927\u5b66 S-Lab \u7684\u535a\u58eb\u751f Bo Li, <mark data-type=\"institutions\" data-id=\"7092494f-e4a9-4175-8efe-b5ddb66a9878\">\u5b57\u8282\u8df3\u52a8<\/mark>\u7814\u7a76\u5458 Wei Li, Zejun Ma.<\/strong><\/p>\n<p>\u89c6\u9891\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMMs\uff09\u7684\u53d1\u5c55\u53d7\u9650\u4e8e\u4ece\u7f51\u7edc\u83b7\u53d6\u5927\u91cf\u9ad8\u8d28\u91cf\u89c6\u9891\u6570\u636e\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u66ff\u4ee3\u65b9\u6cd5\uff0c\u521b\u5efa\u4e00\u4e2a\u4e13\u4e3a\u89c6\u9891\u6307\u4ee4\u8ddf\u968f\u4efb\u52a1\u8bbe\u8ba1\u7684\u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e\u96c6\uff0c\u540d\u4e3a LLaVA-Video-178K\u3002<\/p>\n<p>\u8be5\u6570\u636e\u96c6\u5305\u542b\u8be6\u7ec6\u7684\u89c6\u9891\u7684\u63cf\u8ff0\u3001\u5f00\u653e\u5f0f\u95ee\u7b54\uff08QA\uff09\u3001\u548c\u591a\u9879\u9009\u62e9\u9898\u3002\u901a\u8fc7\u5728\u8be5\u6570\u636e\u96c6\u548c\u73b0\u6709\u7684\u89c6\u89c9\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u6211\u4eec\u63a8\u51fa\u4e86\u65b0\u7684\u89c6\u9891 LMM\u2014\u2014LLaVA-Video\u3002\u5b9e\u9a8c\u8868\u660e\uff0cLLaVA-Video \u5728\u591a\u4e2a\u89c6\u9891<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5c55\u793a\u4e86\u8be5\u6570\u636e\u96c6\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d92f7258afae82bd2780d676c5b33acd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d92f7258afae82bd2780d676c5b33acd.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aVIDEO INSTRUCTION TUNING WITH SYNTHETIC DATA<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.02713<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/llava-vl.github.io\/blog\/2024-09-30-llava-video\/<\/section>\n<\/li>\n<\/ul>\n<p>\u5148\u6765\u770b\u4e00\u7ec4\u4ea4\u4e92\u6027\u6f14\u793a\uff0c\u4e86\u89e3 LLaVA-Video 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href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650939676&amp;idx=3&amp;sn=b46f7433c2ab7976a4fbea3fcf20745a&amp;chksm=84e7e562b3906c74a3ac7337f9ef2c109bc95673095312f05e3b243db484a36bec808e952f90&amp;token=1464929056&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a2a62cfe3fc2d697bb739ea3e53a798b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a2a62cfe3fc2d697bb739ea3e53a798b.png\"><\/a><\/a><\/p>\n<p><strong>\u89c6\u9891\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u5408\u6210<\/strong><\/p>\n<p>\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u96c6\u5bf9\u4e8e\u5f00\u53d1\u6709\u6548\u7684\u89c6\u9891<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u81f3\u5173\u91cd\u8981\u3002\u6211\u4eec\u786e\u5b9a\u4e86\u6784\u5efa\u6b64\u7c7b\u6570\u636e\u96c6\u7684\u5173\u952e\u56e0\u7d20\uff1a\u786e\u4fdd\u89c6\u9891\u5185\u5bb9\u548c\u8bed\u8a00\u6ce8\u91ca\u7684\u4e30\u5bcc\u6027\u548c\u591a\u6837\u6027\u3002\u6211\u4eec\u5bf9\u73b0\u6709\u7684\u89c6\u9891<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u8fdb\u884c\u4e86\u5168\u9762\u8c03\u67e5\uff0c\u6db5\u76d6\u4e86\u5404\u79cd\u516c\u5171\u89c6\u9891\u63cf\u8ff0\u548c\u95ee\u7b54\u6570\u636e\u96c6\uff0c\u7136\u540e\u786e\u5b9a\u4e86\u5341\u4e2a\u72ec\u7279\u7684\u89c6\u9891\u6765\u6e90\uff0c\u8fd9\u4e9b\u6765\u6e90\u4e3a\u8d85\u8fc7 40 \u4e2a\u89c6\u9891\u8bed\u8a00<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u63d0\u4f9b\u4e86\u6570\u636e\u3002\u4ece\u6bcf\u4e2a\u6765\u6e90\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u5177\u6709\u663e\u8457\u65f6\u95f4\u52a8\u6001\u7684\u89c6\u9891\u3002\u4e3a\u4e86\u4fdd\u6301\u6ce8\u91ca\u7684\u591a\u6837\u6027\uff0c\u6211\u4eec\u5efa\u7acb\u4e86\u4e00\u6761\u80fd\u591f\u751f\u6210\u4efb\u4f55\u957f\u5ea6\u89c6\u9891\u7684\u8be6\u7ec6\u63cf\u8ff0\u7684\u6d41\u6c34\u7ebf\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86 16 \u79cd\u95ee\u9898\u7c7b\u578b\uff0c\u6307\u5bfc GPT-4o \u751f\u6210\u95ee\u7b54\u5bf9\uff0c\u4ee5\u8bad\u7ec3\u89c6\u9891<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u548c\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p><strong>\u89c6\u9891\u6765\u6e90<\/strong><\/p>\n<p>\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u5c3d\u7ba1\u4e0d\u540c\u7684\u89c6\u9891\u8bed\u8a00\u6570\u636e\u96c6\u4fa7\u91cd\u4e8e\u5404\u79cd\u89c6\u9891\u7406\u89e3\u4efb\u52a1\uff0c\u4f46\u5927\u591a\u6570\u90fd\u6765\u6e90\u4e8e\u5341\u4e2a\u4e3b\u8981\u89c6\u9891\u6765\u6e90\uff0c\u8fd9\u4e9b\u6765\u6e90\u63d0\u4f9b\u4e86\u5e7f\u6cdb\u7684\u6765\u81ea\u4e0d\u540c\u7f51\u7ad9\u3001\u62cd\u6444\u89c6\u89d2\u548c\u9898\u6750\u7684\u89c6\u9891\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u8fd9\u5341\u4e2a\u6211\u4eec\u9009\u62e9\u7684\u89c6\u9891\u6570\u636e\u96c6\u4e0e\u5176\u4ed6\u73b0\u6709\u89c6\u9891\u8bed\u8a00\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fdb\u4e00\u6b65\uff0c\u6211\u4eec\u4ece\u8fd9\u4e9b\u6765\u6e90\u4e2d\u9009\u62e9\u4e86\u52a8\u6001\u89c6\u9891\uff0c\u8be6\u7ec6\u7684\u9009\u62e9<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u5728\u8bba\u6587\u4e2d\u63cf\u8ff0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cfabc153d3af9ca9853622aec3acb160.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cfabc153d3af9ca9853622aec3acb160.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6211\u4eec\u4f7f\u7528\u7684 10 \u4e2a\u89c6\u9891\u6765\u6e90\u4e0e\u5176\u4ed6\u73b0\u6709\u89c6\u9891\u8bed\u8a00\u6570\u636e\u96c6\u7684\u5173\u7cfb\u3002<\/sup><\/em><\/p>\n<p><strong>\u81ea\u52a8\u751f\u6210\u89c6\u9891\u8be6\u7ec6\u63cf\u8ff0<\/strong><\/p>\n<p>\u5bf9\u4e8e\u9009\u5b9a\u7684\u89c6\u9891\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4o \u7cfb\u7edf\u5730\u63cf\u8ff0\u5176\u5185\u5bb9\u3002\u6211\u4eec\u4ece\u6bcf\u79d2\u4e00\u5e27\u7684\u9891\u7387\u5f00\u59cb\u91c7\u6837\u89c6\u9891\u3002\u7136\u800c\uff0c\u7531\u4e8e GPT-4o \u7684\u8f93\u5165\u5927\u5c0f\u9650\u5236\uff0c\u6211\u4eec\u65e0\u6cd5\u4e00\u6b21\u6027\u4f7f\u7528\u89c6\u9891\u4e2d\u6240\u6709\u91c7\u6837\u7684\u5e27\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u6309\u987a\u5e8f\u63cf\u8ff0\u89c6\u9891\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002\u6211\u4eec\u5728\u4e09\u4e2a\u4e0d\u540c\u7ea7\u522b\u4e0a\u521b\u5efa\u63cf\u8ff0\uff0c\u8be6\u7ec6\u5982\u4e0b\uff0c\u7b80\u5355\u6765\u8bf4\uff0c\u7b2c\u4e00\u4e2a\u5c42\u7ea7\uff08leve-1\uff09\u6307\u7684\u662f\u9488\u5bf9 10s \u533a\u95f4\u7684\u89c6\u9891\u63cf\u8ff0\uff0c\u7b2c\u4e8c\u4e2a\u5c42\u7ea7\uff08level-2\uff09\u6307\u7684\u662f\u9488\u5bf9 30s \u533a\u95f4\u7684\u89c6\u9891\u63cf\u8ff0\uff0c\u7b2c\u4e09\u4e2a\u5c42\u7ea7\uff08level-3\uff09\u6307\u7684\u662f\u9488\u5bf9\u6574\u4e2a\u89c6\u9891\u7684\u63cf\u8ff0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-93f6bc88a5203316cfd4d52bc2f77476.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-93f6bc88a5203316cfd4d52bc2f77476.png\"><\/a><\/p>\n<p><em><sup>\u89c6\u9891\u63cf\u8ff0\u7684\u751f\u6210\u6d41\u7a0b\uff1a\u901a\u8fc7\u9012\u5f52\u65b9\u6cd5\u5bf9\u4e09\u4e2a\u4e0d\u540c\u7684\u89c6\u9891\u63cf\u8ff0\u5c42\u7ea7\uff08leve-1,level-2,level-3\uff09\u8fdb\u884c\u63cf\u8ff0\u3002`t` \u662f\u65f6\u95f4\u533a\u95f4\u5728\u5176\u81ea\u8eab\u5c42\u7ea7\u7684\u7d22\u5f15\uff0c`T` \u662f\u6700\u540e\u4e00\u4e2a\u65f6\u95f4\u533a\u95f4\u7684\u7d22\u5f15\u3002(a) \u6211\u4eec\u6839\u636e level-1 \u7684 `t` \u5185\u6536\u96c6\u7684\u5e27\u3001level-1 \u7684 `t-1` \u7684\u63cf\u8ff0\uff0c\u4ee5\u53ca\u6700\u8fd1\u7684\u4e00\u6b21 level-2 \u63cf\u8ff0\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\uff0c\u6765\u751f\u6210 level-1 \u65f6\u95f4\u533a\u95f4 `t` \u7684\u89c6\u9891\u63cf\u8ff0\u3002(b) \u6211\u4eec\u4f7f\u7528 level-2 \u7684 `t-1` \u7684\u63cf\u8ff0\uff0c\u4ee5\u53ca\u6700\u8fd1\u7684\u4e09\u4e2a level-1 \u63cf\u8ff0\uff0c\u751f\u6210 level-2 \u7684\u65f6\u95f4\u533a\u95f4 `t` \u7684\u63cf\u8ff0\uff0c (c) \u6211\u4eec\u57fa\u4e8e\u6700\u8fd1\u4e00\u6b21 level-2 \u7684\u63cf\u8ff0\u548c\u6700\u8fd1\u7684\u4e00\u6b21 level-1 \u7684\u63cf\u8ff0\uff0c\u751f\u6210 level-3 \u7684 `T` \u7684\u63cf\u8ff0\u3002<\/sup><\/em><\/p>\n<p><strong>\u81ea\u52a8\u751f\u6210\u89c6\u9891\u95ee\u7b54<\/strong><\/p>\n<p>\u9664\u4e86\u8be6\u7ec6\u7684\u89c6\u9891\u63cf\u8ff0\uff0c\u6211\u4eec\u7684\u6570\u636e\u96c6\u4e2d\u8fd8\u5305\u542b\u8bbe\u8ba1\u7528\u4e8e\u590d\u6742\u4ea4\u4e92\u7684\u5404\u79cd\u95ee\u7b54\u5bf9\u3002\u8fd9\u79cd\u8bbe\u7f6e\u63d0\u9ad8\u4e86\u89c6\u9891\u7406\u89e3\u6a21\u578b\u5904\u7406\u73b0\u5b9e\u95ee\u9898\u7684\u80fd\u529b\u3002\u6211\u4eec\u53c2\u8003\u516c\u5171\u89c6\u9891\u95ee\u7b54<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u5c06\u8fd9\u4e9b\u95ee\u9898\u7ec4\u7ec7\u4e3a 16 \u79cd\u7279\u5b9a\u7c7b\u522b\uff0c\u5982\u56fe 3 \u6240\u793a\u3002\u7ed9\u5b9a\u8be6\u7ec6\u7684\u89c6\u9891\u63cf\u8ff0\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4o \u4e3a\u6bcf\u79cd\u95ee\u9898\u7c7b\u578b\u6700\u591a\u751f\u6210\u4e00\u4e2a\u95ee\u7b54\u5bf9\u3002\u6709\u5173\u95ee\u9898\u7c7b\u578b\u548c\u751f\u6210\u8fc7\u7a0b\u7684\u66f4\u591a\u7ec6\u8282\uff0c\u8bf7\u53c2\u9605\u8bba\u6587\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-940affced057a8e08cd26ddcfad3cb22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-940affced057a8e08cd26ddcfad3cb22.png\"><\/a><\/p>\n<p>\u6570\u636e\u521b\u5efa\u4e2d\u7528\u4e8e\u751f\u6210\u89c6\u9891\u95ee\u7b54\u5bf9\u7684\u95ee\u9898\u7c7b\u578b\u3002\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b\uff0c\u6211\u4eec\u63d0\u4f9b\u5176\u540d\u79f0\u548c\u793a\u4f8b\u95ee\u9898\u3002<\/p>\n<p><strong>\u6570\u636e\u96c6\u7edf\u8ba1<\/strong><\/p>\n<p>\u6211\u4eec\u4ece\u6536\u96c6\u5230\u7684\u6570\u636e\u6e90\u4e2d\u7cbe\u5fc3\u6311\u9009\uff0c\u4ee5\u5f62\u6210\u4e00\u4e2a\u5e73\u8861\u4e14\u5168\u9762\u7684\u96c6\u5408\uff0c\u6700\u7ec8\u5f97\u5230\u603b\u5171 178K \u4e2a\u89c6\u9891\u548c 1.3M \u4e2a\u6307\u4ee4\u8ddf\u968f\u6837\u672c\u3002\u8fd9\u5305\u62ec 178K \u4e2a\u89c6\u9891\u63cf\u8ff0\u3001960K \u4e2a\u5f00\u653e\u5f0f\u95ee\u7b54\u548c 196K \u4e2a\u591a\u9879\u9009\u62e9\u95ee\u7b54\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a89869bbeee66dd2ab2c30cebfbfb79.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a89869bbeee66dd2ab2c30cebfbfb79.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0d\u540c\u6570\u636e\u96c6\u548c\u95ee\u9898\u7c7b\u578b\uff08\u63cf\u8ff0\u3001\u5f00\u653e\u5f0f Q&amp;A\u3001\u591a\u9879\u9009\u62e9 Q&amp;A\uff09\u4e2d\u7684\u6570\u636e\u5206\u5e03\u3002<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f448514c80bb14cbd085fef7548d4657.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f448514c80bb14cbd085fef7548d4657.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e00\u4e2a\u7528\u4e8e\u8bf4\u660e LLaVA-Video-178K \u4e2d\u89c6\u9891\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u7684\u793a\u4f8b\u3002<\/sup><\/em><\/p>\n<p><strong>\u6570\u636e\u96c6\u6bd4\u8f83<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5c380262be04269dbd703eb7d0fe57e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5c380262be04269dbd703eb7d0fe57e4.png\"><\/a><\/p>\n<p><em><sup>LLaVA-Video-178K \u548c\u5176\u4ed6\u89c6\u9891\u8bed\u8a00\u6570\u636e\u96c6\u7684\u6bd4\u8f83\u3002\u5e73\u5747 FPS \u4ee3\u8868\u7528\u4e8e\u63d0\u793a GPT-4o\/GPT-4V \u8fdb\u884c\u6ce8\u91ca\u7684\u6bcf\u79d2\u5e27\u6570\u3002\u2605\uff1aVIDAL, WebVid, ActivityNet\u3002\u25fc\uff1aPanda-70M, Pexels, Pixabay, Mixkit, BDD100K, Ego4d\u3002\u2738\uff1aHD-VILA-100M, Kinetics-700M, Ego4D, VidOR, InternVid, YouCook2, ActivityNet, Sth-sthv2, VIDAL, Charades\u3002<\/sup><\/em><\/p>\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u548c\u5176\u4ed6\u9ad8\u8d28\u91cf\u6307\u4ee4\u8ddf\u968f\u89c6\u9891\u8bed\u8a00\u6570\u636e\u96c6\u7684\u6bd4\u8f83\uff0cLLaVA-Video-178K \u5c55\u73b0\u4e86\u5982\u4e0b\u4f18\u52bf<\/p>\n<p><strong>1. \u5e7f\u6cdb\u7684\u52a8\u6001\u89c6\u9891\u96c6\u5408\uff1a<\/strong>\u5728\u89c6\u9891\u6765\u6e90\u65b9\u9762\uff0c\u867d\u7136 LLaVA-Hound \u5305\u542b\u6700\u591a\u7684\u89c6\u9891\uff0c\u4f46\u5176 44% \u7684\u89c6\u9891\u6570\u636e\u6765\u81ea [WebVid](https:\/\/ak.picdn.net\/shutterstock\/videos\/21179416\/preview\/stock-footage-aerial-shot-winter-forest.mp4)\uff0c\u5176\u4e2d\u5927\u591a\u6570\u89c6\u9891\u662f\u9759\u6001\u7684\u3002ShareGPT4Video \u7684 30% \u89c6\u9891\u6765\u81ea [Pexels](https:\/\/www.pexels.com\/video\/a-bird-is-standing-on-the-beach-27916646\/)\u3001[Pixabay](https:\/\/pixabay.com\/videos\/plane-modelling-miniature-lockheed-134519\/) \u548c [Mixkit](https:\/\/mixkit.co\/free-stock-video\/a-young-woman-clad-in-snugly-black-sportswear-doing-lunges-52112\/)\u3002\u8fd9\u4e9b\u89c6\u9891\u7f8e\u5b66\u6548\u679c\u5f88\u597d\uff0c\u4f46\u662f\u540c\u65f6\u5b58\u5728\u89c6\u9891\u672c\u8eab\u8f83\u4e3a\u9759\u6001\u7684\u5f0a\u75c5\u3002\u6b64\u5916\uff0c\u5176\u5927\u90e8\u5206\u89c6\u9891\u6765\u81ea Panda-70M\uff0c\u8fd9\u4e9b\u662f\u4ece\u8f83\u957f\u89c6\u9891\u4e2d\u526a\u8f91\u7684\u77ed\u7247\uff0c\u5176\u60c5\u8282\u8f83\u4e3a\u7b80\u5355\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6211\u4eec\u7cbe\u5fc3\u9009\u62e9\u4e86\u52a8\u6001\uff0c\u60c5\u8282\u590d\u6742\u7684\u89c6\u9891\uff0c\u8fd9\u5bf9\u4e8e\u5f00\u53d1\u5f3a\u5927\u7684\u89c6\u9891\u7406\u89e3\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><strong>2. \u9ad8\u5e27\u7387\uff1a<\/strong>\u5173\u4e8e\u91c7\u6837\u7684\u5e27\u7684\u9891\u7387\uff0cLLaVA-Video-178K \u8003\u8651\u4e86 1 FPS\uff0c\u800c\u5176\u4ed6\u6570\u636e\u96c6\u8003\u8651\u7684 FPS \u8f83\u4f4e\u3002LLaVA-Hound \u4ece\u4efb\u610f\u957f\u5ea6\u7684\u89c6\u9891\u4e2d\u5747\u5300\u91c7\u6837 10 \u5e27\u3002\u5e73\u5747 FPS \u4e3a 0.008\uff0c\u8fd9\u6837\u4f1a\u9519\u8fc7\u4e00\u4e9b\u7ec6\u8282\u3002ShareGPT4Video \u4f7f\u7528 CLIP \u57fa\u4e8e\u5e27\u7684\u72ec\u7279\u6027\u9009\u62e9\u5173\u952e\u5e27\u3002\u6b64\u65b9\u6cd5\u53ef\u80fd\u4e5f\u4f1a\u9519\u8fc7\u89c6\u9891\u4e2d\u7684\u7ec6\u5fae\u53d8\u5316\uff0c\u56e0\u4e3a CLIP \u7684\u7279\u5f81\u65e0\u6cd5\u5f88\u597d\u5730\u6355\u6349\u7ec6\u7c92\u5ea6\u52a8\u6001\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u4ee5 FPS=1 \u8fdb\u884c\u91c7\u6837\uff0c\u4e0d\u4f7f\u7528\u5173\u952e\u5e27\u9009\u62e9\u7b97\u6cd5\uff0c\u786e\u4fdd\u8be6\u7ec6\u7684\u65f6\u95f4\u4fe1\u606f\u80fd\u591f\u5728\u6ce8\u91ca\u4e2d\u5f97\u5230\u9ad8\u8986\u76d6\u7387\u7684\u8868\u8fbe\u3002<\/p>\n<p><strong>3. \u591a\u6837\u5316\u7684\u4efb\u52a1\uff1a<\/strong>\u6240\u63d0\u51fa\u7684\u6570\u636e\u96c6\u8003\u8651\u4e86\u4e09\u79cd\u5e38\u89c1\u7684\u4efb\u52a1\u7c7b\u578b\uff0c\u5305\u62ec\u63cf\u8ff0\u3001\u81ea\u7531\u5f62\u5f0f\u548c\u5c01\u95ed\u5f62\u5f0f\u95ee\u7b54\uff0c\u800c\u73b0\u6709\u7684\u6570\u636e\u96c6\u4ec5\u8003\u8651\u4e86\u5176\u4e2d\u7684\u4e00\u90e8\u5206\u3002\u540c\u65f6\uff0c\u6211\u4eec\u6570\u636e\u96c6\u7684\u6837\u672c\u8d28\u91cf\u548c\u6570\u91cf\u66f4\u9ad8\u3002<\/p>\n<p>\u8be5\u6570\u636e\u96c6\u805a\u7126\u52a8\u6001\u89c6\u9891\uff0c \u9ad8\u5e27\u7387\uff0c \u548c\u591a\u6837\u5316\u7684\u4efb\u52a1\uff0c \u8ba9\u89c6\u9891\u591a\u6a21\u6001\u5927\u6a21\u578b\u6d1e\u5bdf\u6bcf\u4e00\u77ac\u7cbe\u5f69\u3002<\/p>\n<p><strong>\u89c6\u9891\u8868\u793a<\/strong><\/p>\n<p>\u57fa\u4e8e\u7ecf\u5178\u7684 SlowFast \u89c6\u9891\u8868\u793a\u65b9\u6cd5\uff0c\u6211\u4eec\u5f00\u53d1\u4e86 LLaVA-Video_SlowFast\uff0c\u4ee5\u5728\u89c6\u9891\u8868\u793a\u4e2d\uff0c\u5e73\u8861\u5e27\u6570\u548c\u89c6\u89c9 token \u7684\u6570\u91cf\uff0c\u540c\u65f6\u8003\u8651 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u548c GPU \u5185\u5b58\u7684\u9650\u5236\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u6839\u636e\u51fb\u4e2d\u7387 s \u5c06\u5e27\u5206\u4e3a\u4e24\u7ec4\uff0c\u6bcf\u9694 s \u5e27\u5747\u5300\u9009\u51fa\u5f62\u6210 * \u6162 * \u5e27\u7ec4\uff0c\u5269\u4e0b\u7684\u5e27\u88ab\u8ba4\u4e3a\u662f * \u5feb * \u5e27\u7ec4\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5f53 s=1 \u65f6\uff0c\u53ea\u6709\u4e00\u7ec4\u5e27\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e0b SlowFast \u8868\u793a\u5c31\u7b80\u5316\u4e3a\u539f\u59cb\u7684\u7b80\u5355\u8868\u793a\u3002\u5bf9\u4e8e\u6bcf\u7ec4\u5e27\uff0c\u6211\u4eec\u4f7f\u7528 PyTorch \u51fd\u6570 avg_pool2d}() \u5e94\u7528\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\">\u6c60\u5316<\/mark>\u7387\u3002\u6211\u4eec\u5bf9\u6162\u5e27\u4f7f\u7528 pXp <mark data-type=\"concepts\" data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\">\u6c60\u5316<\/mark>\uff0c\u5bf9\u5feb\u5e27\u4f7f\u7528 2pX2p <mark data-type=\"concepts\" data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\">\u6c60\u5316<\/mark>\u3002<\/p>\n<p><strong><mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6027\u80fd<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-da844fb4147407e3ccc9a2fa831bd0d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-da844fb4147407e3ccc9a2fa831bd0d8.png\"><\/a><\/p>\n<p><em><sup>LLaVA-Video \u7684\u8868\u73b0\u3002\u5bf9\u4e8e VideoDC \u548c VideoChatGPT \u7684\uff0c\u6211\u4eec\u4f7f\u7528 5 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