{"id":266,"date":"2025-11-16T18:59:24","date_gmt":"2025-11-16T10:59:24","guid":{"rendered":"https:\/\/blog.zeronely.cn\/?p=266"},"modified":"2025-11-16T18:59:25","modified_gmt":"2025-11-16T10:59:25","slug":"%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb%ef%bc%88ai%e6%8f%90%e5%8f%96%ef%bc%89","status":"publish","type":"post","link":"https:\/\/blog.zeronely.cn\/index.php\/2025\/11\/16\/%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb%ef%bc%88ai%e6%8f%90%e5%8f%96%ef%bc%89\/","title":{"rendered":"\u8bba\u6587\u89e3\u8bfb\uff08ai\u63d0\u53d6\uff09"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\" id=\"1-\u4e00\u6bb5\u8bdd\u603b\u7ed3\">1. \u4e00\u6bb5\u8bdd\u603b\u7ed3<\/h3>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u73b0\u6709Video LLM\u4ec5\u80fd\u5bf9\u89c6\u9891\u8fdb\u884c\u7c97\u7565\u63cf\u8ff0\u3001\u65e0\u6cd5\u6355\u6349\u7279\u5b9a\u4e8b\u4ef6\u7cbe\u786e\u65f6\u95f4\u8fb9\u754c\u7684\u95ee\u9898\uff0c\u6e05\u534e\u5927\u5b66\u56e2\u961f\u63d0\u51fa<strong>VTimeLLM<\/strong>\u2014\u2014\u9996\u4e2a\u5177\u5907\u8fb9\u754c\u611f\u77e5\u80fd\u529b\u7684Video LLM\uff0c\u5176\u901a\u8fc7<strong>\u8fb9\u754c\u611f\u77e5\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong>\uff08\u7b2c\u4e00\u9636\u6bb5\u5229\u7528\u56fe\u50cf-\u6587\u672c\u5bf9\u5b9e\u73b0\u7279\u5f81\u5bf9\u9f50\uff0c\u7b2c\u4e8c\u9636\u6bb5\u501f\u52a9\u591a\u4e8b\u4ef6\u89c6\u9891\u63d0\u5347\u65f6\u95f4\u8fb9\u754c\u611f\u77e5\uff0c\u7b2c\u4e09\u9636\u6bb5\u901a\u8fc7\u9ad8\u8d28\u91cf\u89c6\u9891\u6307\u4ee4\u5fae\u8c03\u5bf9\u9f50\u4eba\u7c7b\u610f\u56fe\uff09\uff0c\u5728<strong>\u65f6\u95f4\u89c6\u9891\u5b9a\u4f4d\uff08Temporal Video Grounding\uff09<\/strong>&nbsp;\u548c<strong>\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u751f\u6210\uff08Dense Video Captioning\uff09<\/strong>&nbsp;\u7b49\u7ec6\u7c92\u5ea6\u65f6\u95f4\u76f8\u5173\u4efb\u52a1\u4e2d\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u6a21\u578b\uff08\u5982VideoChat-7B\u3001VideoLLaMA-7B\u7b49\uff09\uff0c\u540c\u65f6\u5728\u89c6\u9891\u5bf9\u8bdd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u8de8\u6a21\u6001\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-\u601d\u7ef4\u5bfc\u56femindmap\">2. \u601d\u7ef4\u5bfc\u56fe\uff08mindmap\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>## \u7814\u7a76\u80cc\u666f\u4e0e\u95ee\u9898\n- \u73b0\u6709Video LLM\u5c40\u9650\uff1a\u4ec5\u7c97\u63cf\u8ff0\u89c6\u9891\uff0c\u65e0\u7279\u5b9a\u4e8b\u4ef6\u7cbe\u786e\u65f6\u95f4\u8fb9\u754c\n- \u6838\u5fc3\u6311\u6218\uff1a1. \u7f3a\u4e4f\u5927\u89c4\u6a21\u5e26\u7cbe\u786e\u8fb9\u754c\u6807\u6ce8\u7684\u89c6\u9891\u6570\u636e\u96c6\uff1b2. \u96be\u8bbe\u8ba1\u6709\u6548\u65f6\u95f4\u76f8\u5173\u8bad\u7ec3\u4efb\u52a1\n## \u6a21\u578b\u8bbe\u8ba1\uff1aVTimeLLM\n- \u67b6\u6784\u7ec4\u6210\n  - \u89c6\u89c9\u7f16\u7801\u5668\uff1a\u51bb\u7ed3CLIP ViT-L\/14\uff0c\u91c7\u6837100\u5e27\u63d0\u53d6\u7279\u5f81\n  - \u89c6\u89c9\u9002\u914d\u5668\uff1a\u7ebf\u6027\u5c42\u5c06\u5e27\u7279\u5f81\u6295\u5f71\u81f3LLM\u8bed\u4e49\u7a7a\u95f4\n  - LLM\u8f93\u5165\uff1a\u63d2\u5165&lt;video&gt;\u7279\u6b8atoken\uff0c\u6df7\u5408\u89c6\u9891\u7279\u5f81\u4e0e\u6587\u672c\u5d4c\u5165\n  - \u65f6\u95f4\u8fb9\u754c\u8f93\u51fa\uff1a\u91c7\u7528\u201cfrom s to e\u201d\u683c\u5f0f\uff08s\/e\u4e3a00-99\u5e27\u7d22\u5f15\uff09\n- \u8fb9\u754c\u611f\u77e5\u4e09\u9636\u6bb5\u8bad\u7ec3\n  - \u9636\u6bb51\uff1a\u7279\u5f81\u5bf9\u9f50\uff08\u6570\u636e\u96c6\uff1aLLaVA\u7684LCS-558K\u56fe\u50cf-\u6587\u672c\u5bf9\uff1b\u76ee\u6807\uff1a\u8bad\u7ec3\u89c6\u89c9\u9002\u914d\u5668\u5bf9\u9f50\u7279\u5f81\uff09\n  - \u9636\u6bb52\uff1a\u8fb9\u754c\u611f\u77e5\uff08\u6570\u636e\u96c6\uff1a134k\u6761\u591a\u4e8b\u4ef6\u7684InternVid-10M-FLT\u89c6\u9891\uff1b\u4efb\u52a1\uff1a\u5355\u8f6e\/\u591a\u8f6eQA\uff1b\u8bad\u7ec3\uff1aLoRA\u5fae\u8c03LLM\uff0c\u51bb\u7ed3\u89c6\u89c9\u9002\u914d\u5668\uff09\n  - \u9636\u6bb53\uff1a\u6307\u4ee4\u5fae\u8c03\uff08\u6570\u636e\u96c6\uff1a36k\u6761\u9ad8\u8d28\u91cfQA\uff084.2k ActivityNet+4k DiDeMo+20k VideoInstruct100K\uff09\uff1b\u8bad\u7ec3\uff1a\u65b0\u589eLoRA\uff0c\u5408\u5e76\u9636\u6bb52LoRA\uff09\n## \u5b9e\u9a8c\u9a8c\u8bc1\n- \u5b9e\u9a8c\u8bbe\u7f6e\n  - \u57fa\u7840LLM\uff1aVicuna v1.5\uff087B\/13B\u53c2\u6570\uff09\n  - \u6279\u91cf\u5927\u5c0f\uff1a128\uff1b\u4f18\u5316\u5668\uff1aAdamW\uff1b\u5b66\u4e60\u7387\uff1a\u9636\u6bb51\u4e3a1e-3\uff0c\u9636\u6bb52-3\u4e3a1e-4\n- \u6838\u5fc3\u7ed3\u679c\uff1aVTimeLLM-7B\u5728\u5173\u952e\u4efb\u52a1\u4e2d\u5927\u5e45\u9886\u5148\uff08\u5982ActivityNet\u65f6\u95f4\u5b9a\u4f4dR@0.3\u8fbe44.0\uff0c\u8fdc\u8d85VideoChatGPT-7B\u768426.4\uff09\n- \u6d88\u878d\u5b9e\u9a8c\u7ed3\u8bba\uff1a1. \u7eaf\u56fe\u50cf\u6570\u636e\u96c6\u5bf9\u9f50\u6548\u679c\u4f18\u4e8e\u89c6\u9891\/\u6df7\u5408\u6570\u636e\u96c6\uff1b2. \u9636\u6bb53\u9700\u65b0\u589eLoRA\u5e76\u590d\u7528\u9636\u6bb52LoRA\uff1b3. \u4e09\u9636\u6bb5\u5747\u5fc5\u8981\uff08\u7f3a\u4efb\u4e00\u9636\u6bb5\u6027\u80fd\u4e0b\u964d\uff09\n- \u89c6\u9891\u5bf9\u8bdd\u8868\u73b0\uff1a\u5728\u65f6\u95f4\u7406\u89e3\u3001\u4fe1\u606f\u6b63\u786e\u6027\u7b495\u7ef4\u5ea6\u8bc4\u5206\u7b2c\u4e00\uff08\u5747\u503c2.85\uff0c\u8d85BT-Adapter\u76842.69\uff09\n## \u7814\u7a76\u7ed3\u8bba\n- VTimeLLM\u662f\u9996\u4e2a\u8fb9\u754c\u611f\u77e5Video LLM\n- \u4e09\u9636\u6bb5\u8bad\u7ec3\u6709\u6548\u63d0\u5347\u7ec6\u7c92\u5ea6\u65f6\u95f4\u7406\u89e3\u80fd\u529b\n- \u5728\u591a\u4efb\u52a1\u4e2d\u4f18\u4e8e\u73b0\u6709\u6a21\u578b\uff0c\u652f\u6301\u8de8\u6a21\u6001\u63a8\u7406\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-\u8be6\u7ec6\u603b\u7ed3\">3. \u8be6\u7ec6\u603b\u7ed3<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-\u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898\">1. \u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u6709Video LLM\u7684\u5c40\u9650<\/strong>\uff1a\u5f53\u524dVideo LLM\uff08\u5982VideoChat\u3001VideoLLaMA\uff09\u4ec5\u80fd\u751f\u6210\u901a\u7528\u89c6\u9891\u5b57\u5e55\u6216\u8868\u5c42\u5185\u5bb9\u603b\u7ed3\uff0c\u65e0\u6cd5\u6355\u6349\u201c\u7279\u5b9a\u4e8b\u4ef6-\u65f6\u95f4\u8fb9\u754c\u201d\u7684\u5bf9\u5e94\u5173\u7cfb\uff08\u4f8b\uff1a\u201c\u5173\u95ed\u7b14\u8bb0\u672c\u7535\u8111\u201d\u4e8b\u4ef6\uff0cVideoChat\u9884\u6d4b13.0-13.6s\uff0c\u5b9e\u9645\u4e3a0-4s\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e24\u5927\u6838\u5fc3\u6311\u6218<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li>\u7f3a\u4e4f\u5927\u89c4\u6a21\u3001\u5e26\u7cbe\u786e\u65f6\u95f4\u8fb9\u754c\u6807\u6ce8\u7684\u89c6\u9891\u6570\u636e\u96c6\uff0c\u96be\u4ee5\u8bad\u7ec3\u6a21\u578b\u5b9e\u73b0\u65f6\u95f4\u5bf9\u9f50\uff1b<\/li>\n\n\n\n<li>\u96be\u4ee5\u8bbe\u8ba1\u6709\u6548\u7684\u65f6\u95f4\u76f8\u5173\u89c6\u9891\u4efb\u52a1\uff0c\u4f7fLLM\u7406\u89e3\u89c6\u9891\u4e2d\u591a\u4e2a\u4e8b\u4ef6\u7684\u5185\u5bb9\u4e0e\u8fb9\u754c\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-vtimellm\u6a21\u578b\u67b6\u6784\">2. VTimeLLM\u6a21\u578b\u67b6\u6784<\/h4>\n\n\n\n<p>VTimeLLM\u901a\u8fc7\u65b0\u589e\u89c6\u89c9\u6a21\u5757\u6269\u5c55LLM\uff0c\u5b9e\u73b0\u89c6\u9891-\u6587\u672c\u8de8\u6a21\u6001\u7406\u89e3\uff0c\u5177\u4f53\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u5757<\/th><th>\u529f\u80fd\u63cf\u8ff0<\/th><th>\u5173\u952e\u7ec6\u8282<\/th><\/tr><\/thead><tbody><tr><td>\u89c6\u89c9\u7f16\u7801\u5668<\/td><td>\u5904\u7406\u89c6\u9891\u5e27\uff0c\u63d0\u53d6\u89c6\u89c9\u7279\u5f81<\/td><td>\u51bb\u7ed3CLIP ViT-L\/14\uff1b\u5bf9\u8f93\u5165\u89c6\u9891\uff08T\u5e27\uff09\u5747\u5300\u91c7\u6837<strong>100\u5e27<\/strong>\uff0c\u8f93\u51fa\u6bcf\u5e27\u7684cls\u7279\u5f81<\/td><\/tr><tr><td>\u89c6\u89c9\u9002\u914d\u5668<\/td><td>\u7edf\u4e00\u89c6\u89c9\u7279\u5f81\u4e0eLLM\u8bed\u4e49\u7a7a\u95f4\u7684\u7ef4\u5ea6<\/td><td>\u7ebf\u6027\u5c42f(\u22c5)<em>f<\/em>(\u22c5)\uff0c\u5c06\u5355\u5e27cls\u7279\u5f81\u6295\u5f71\u4e3aLLM\u9690\u85cf\u7ef4\u5ea6\uff08d\uff09\u7684\u5411\u91cfzi<em>z<\/em><em>i<\/em>\u200b<\/td><\/tr><tr><td>LLM\u8f93\u5165\u5c42<\/td><td>\u878d\u5408\u89c6\u9891\u7279\u5f81\u4e0e\u6587\u672c\u67e5\u8be2<\/td><td>\u63d2\u5165\u7279\u6b8atoken<code>&lt;video&gt;<\/code>\uff0c\u5c06\u89c6\u9891\u7279\u5f81\u5e8f\u5217Z\u2208R100\u00d7d<em>Z<\/em>\u2208R100\u00d7<em>d<\/em>\u63d2\u5165\u6587\u672c\u5d4c\u5165\u5bf9\u5e94\u4f4d\u7f6e<\/td><\/tr><tr><td>\u65f6\u95f4\u8fb9\u754c\u8f93\u51fa<\/td><td>\u8868\u793a\u7279\u5b9a\u4e8b\u4ef6\u7684\u65f6\u95f4\u8303\u56f4<\/td><td>\u91c7\u7528\u6587\u672c\u683c\u5f0f\u201cfrom s to e\u201d\uff0cs\/e\u4e3a00-99\u7684\u5e27\u7d22\u5f15\uff08\u5bf9\u5e94\u91c7\u6837\u540e\u7684100\u5e27\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3-\u8fb9\u754c\u611f\u77e5\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\">3. \u8fb9\u754c\u611f\u77e5\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/h4>\n\n\n\n<p>\u4e09\u9636\u6bb5\u8bad\u7ec3\u5c42\u5c42\u9012\u8fdb\uff0c\u5206\u522b\u89e3\u51b3\u201c\u7279\u5f81\u5bf9\u9f50\u201d\u201c\u8fb9\u754c\u611f\u77e5\u201d\u201c\u4eba\u7c7b\u610f\u56fe\u5bf9\u9f50\u201d\u95ee\u9898\uff0c\u5177\u4f53\u7ec6\u8282\u5982\u4e0b\u8868\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8bad\u7ec3\u9636\u6bb5<\/th><th>\u6838\u5fc3\u76ee\u6807<\/th><th>\u6570\u636e\u96c6\u9009\u62e9<\/th><th>\u8bad\u7ec3\u4efb\u52a1\/\u7b56\u7565<\/th><th>\u5173\u952e\u53c2\u6570\u8bbe\u7f6e<\/th><\/tr><\/thead><tbody><tr><td>\u9636\u6bb51\uff1a\u7279\u5f81\u5bf9\u9f50<\/td><td>\u5bf9\u9f50\u89c6\u89c9\u7279\u5f81\u4e0eLLM\u8bed\u4e49\u7a7a\u95f4<\/td><td>LLaVA\u7684LCS-558K\uff08\u56fe\u50cf-\u6587\u672c\u5bf9\uff0c\u65e0\u89c6\u9891\u6570\u636e\uff09<\/td><td>\u5bf9\u6bcf\u4e2a\u56fe\u50cf-\u6587\u672c\u5bf9\uff0c\u5728\u6587\u672c\u524d\u52a0<code>&lt;image&gt;<\/code>token\uff0c\u7528LLM\u81ea\u56de\u5f52\u76ee\u6807\u8bad\u7ec3\u89c6\u89c9\u9002\u914d\u5668<\/td><td>\u8bad\u7ec3\u8f6e\u6b21\uff1a1\uff1b\u5b66\u4e60\u7387\uff1a1\u00d710\u221231\u00d710\u22123\uff1b\u4ec5\u8bad\u7ec3\u89c6\u89c9\u9002\u914d\u5668<\/td><\/tr><tr><td>\u9636\u6bb52\uff1a\u8fb9\u754c\u611f\u77e5<\/td><td>\u63d0\u5347\u6a21\u578b\u65f6\u95f4\u8fb9\u754c\u610f\u8bc6\u4e0e\u591a\u4e8b\u4ef6\u7406\u89e3<\/td><td>InternVid-10M-FLT\uff08\u7b5b\u9009\u540e<strong>134k\u6761\u89c6\u9891<\/strong>\uff0c\u6bcf\u6761\u542b\u591a\u4e8b\u4ef6\u53ca\u7c97\u7565\u65f6\u95f4\u6807\u6ce8\uff09<\/td><td>\u8bbe\u8ba1\u5355\u8f6eQA\uff08\u5bc6\u96c6\u5b57\u5e55\u751f\u6210\uff09\u548c\u591a\u8f6eQA\uff08\u4e8b\u4ef6\u63cf\u8ff0\/\u65f6\u95f4\u5b9a\u4f4d\uff09\uff0c\u7528LoRA\u5fae\u8c03LLM<\/td><td>\u8bad\u7ec3\u8f6e\u6b21\uff1a2\uff1b\u5b66\u4e60\u7387\uff1a1\u00d710\u221241\u00d710\u22124\uff1b\u51bb\u7ed3\u89c6\u89c9\u9002\u914d\u5668\uff1bLoRA\uff08r=64\uff0calpha=128\uff09<\/td><\/tr><tr><td>\u9636\u6bb53\uff1a\u6307\u4ee4\u5fae\u8c03<\/td><td>\u5bf9\u9f50\u4eba\u7c7b\u610f\u56fe\uff0c\u63d0\u5347\u65f6\u95f4\u63a8\u7406\u7cbe\u5ea6<\/td><td>\u5171<strong>36k\u6761\u9ad8\u8d28\u91cfQA<\/strong>\uff1a<br>1. 4.2k ActivityNet\u89c6\u9891\uff08\u22653\u4e2a\u975e\u91cd\u53e0\u4e8b\u4ef6\uff09<br>2. 4k DiDeMo\u89c6\u9891\uff08\u22652\u4e2a\u975e\u91cd\u53e0\u4e8b\u4ef6\uff09<br>3. 20k VideoInstruct100K<\/td><td>\u7528LLM\u751f\u6210\u81ea\u7136\u5bf9\u8bdd\u5f0fQA\uff0c\u65b0\u589eLoRA\u5fae\u8c03\uff08\u5408\u5e76\u9636\u6bb52LoRA\uff09<\/td><td>\u8bad\u7ec3\u8f6e\u6b21\uff1a2\uff1b\u5b66\u4e60\u7387\uff1a1\u00d710\u221241\u00d710\u22124\uff1b\u4ec5\u8bad\u7ec3\u65b0LoRA\uff1b\u4fdd\u7559LLM\u521b\u9020\u6027\u5bf9\u8bdd\u80fd\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"4-\u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u6838\u5fc3\u7ed3\u679c\">4. \u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u6838\u5fc3\u7ed3\u679c<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"41-\u5b9e\u9a8c\u57fa\u7840\u914d\u7f6e\">4.1 \u5b9e\u9a8c\u57fa\u7840\u914d\u7f6e<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u7840\u6a21\u578b<\/strong>\uff1aVicuna v1.5\uff08\u4e24\u4e2a\u7248\u672c\uff1a7B\u53c2\u6570\u300113B\u53c2\u6570\uff09<\/li>\n\n\n\n<li><strong>\u786c\u4ef6\u6548\u7387<\/strong>\uff1a7B\u6a21\u578b\u75281\u5f20RTX-4090 GPU\uff0c30\u5c0f\u65f6\u5185\u5b8c\u6210\u8bad\u7ec3<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u5668\u4e0e\u8c03\u5ea6<\/strong>\uff1aAdamW\u4f18\u5316\u5668\uff0c\u4f59\u5f26\u5b66\u4e60\u7387\u8870\u51cf\uff0c\u542b\u9884\u70ed\u9636\u6bb5<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u4efb\u52a1<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u65f6\u95f4\u89c6\u9891\u5b9a\u4f4d\uff08Temporal Video Grounding\uff09\uff1a\u6570\u636e\u96c6ActivityNet Captions\u3001CharadesSTA\uff1b\u6307\u6807mIoU\u3001R@1\uff08IoU\u22650.3\/0.5\/0.7\uff09<\/li>\n\n\n\n<li>\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u751f\u6210\uff08Dense Video Captioning\uff09\uff1a\u6570\u636e\u96c6ActivityNet Captions\uff1b\u6307\u6807SODA c\u3001CIDEr\u3001METEOR\uff08IoU\u22650.3\/0.5\/0.7\/0.9\uff09<\/li>\n\n\n\n<li>\u89c6\u9891\u5bf9\u8bdd\uff1a\u91c7\u7528Video-ChatGPT\u57fa\u51c6\uff0c\u8bc4\u4f30\u65f6\u95f4\u7406\u89e3\u3001\u4fe1\u606f\u6b63\u786e\u6027\u7b495\u7ef4\u5ea6\uff08GPT-3.5\u8bc4\u5206\uff0c\u6ee1\u52065\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"42-\u6838\u5fc3\u6027\u80fd\u7ed3\u679c\">4.2 \u6838\u5fc3\u6027\u80fd\u7ed3\u679c<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65f6\u95f4\u89c6\u9891\u5b9a\u4f4d\u4efb\u52a1<\/strong>\uff08\u5bf9\u6bd47B\u6a21\u578b\uff09\uff1a\u6a21\u578bActivityNet &#8211; R@0.3ActivityNet &#8211; mIoUCharadesSTA &#8211; R@0.3CharadesSTA &#8211; mIoUVideoChat-7B8.87.29.06.5VideoLLaMA-7B6.96.510.47.1VideoChatGPT-7B26.418.920.013.7<strong>VTimeLLM-7B<\/strong>44.030.451.031.2<\/li>\n\n\n\n<li><strong>\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u751f\u6210\u4efb\u52a1<\/strong>\uff08ActivityNet\u6570\u636e\u96c6\uff0c7B\u6a21\u578b\uff09\uff1a\u6a21\u578bSODA cCIDErMETEORVideoChat-7B0.92.20.9VideoLLaMA-7B1.95.81.9VideoChatGPT-7B1.95.82.1<strong>VTimeLLM-7B<\/strong>5.827.66.8<\/li>\n\n\n\n<li><strong>\u89c6\u9891\u5bf9\u8bdd\u4efb\u52a1<\/strong>\uff08\u5747\u503c\u8bc4\u5206\uff09\uff1a\u6a21\u578b\u65f6\u95f4\u7406\u89e3\u4fe1\u606f\u6b63\u786e\u6027\u7ec6\u8282\u5bfc\u5411\u4e0a\u4e0b\u6587\u7406\u89e3\u4e00\u81f4\u6027\u5747\u503cVideoLLaMA1.821.962.182.161.791.98VideoChatGPT1.982.402.522.622.372.38BT-Adapter2.342.682.693.272.462.69<strong>VTimeLLM<\/strong>2.492.783.103.402.472.85<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"43-\u6d88\u878d\u5b9e\u9a8c\u5173\u952e\u7ed3\u8bba\">4.3 \u6d88\u878d\u5b9e\u9a8c\u5173\u952e\u7ed3\u8bba<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9636\u6bb51\u6570\u636e\u96c6\u9009\u62e9<\/strong>\uff1a\u7eaf\u56fe\u50cf\u6570\u636e\u96c6\uff08LCS-558K\uff09\u7684\u7279\u5f81\u5bf9\u9f50\u6548\u679c\u4f18\u4e8e\u7eaf\u89c6\u9891\u6570\u636e\u96c6\uff08WebVid\u5b50\u96c6\uff09\u548c\u6df7\u5408\u6570\u636e\u96c6\uff08\u56fe\u50cf+\u89c6\u9891\uff09\uff0c\u56e0\u56fe\u50cf\u6807\u6ce8\u8d28\u91cf\u66f4\u9ad8\u3001\u4fe1\u606f\u635f\u5931\u66f4\u5c11\u3002<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u9002\u914d\u5668\u72b6\u6001<\/strong>\uff1a\u9636\u6bb52-3\u51bb\u7ed3\u89c6\u89c9\u9002\u914d\u5668\u66f4\u4f18\uff0c\u53ef\u4fdd\u7559\u9636\u6bb51\u5b66\u5230\u7684\u5168\u9762\u7279\u5f81\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>LoRA\u590d\u7528\u7b56\u7565<\/strong>\uff1a\u9636\u6bb53\u9700\u201c\u5408\u5e76\u9636\u6bb52LoRA+\u65b0\u589eLoRA\u201d\uff0c\u6bd4\u4ec5\u590d\u7528\u9636\u6bb52LoRA\u6027\u80fd\u66f4\u4f18\uff08\u5982ActivityNet R@0.3\u4ece39.3\u63d0\u5347\u81f344.0\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e09\u9636\u6bb5\u5fc5\u8981\u6027<\/strong>\uff1a\u7f3a\u5931\u4efb\u4e00\u9636\u6bb5\u5747\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\uff08\u5982\u7f3a\u9636\u6bb51\uff0cCharadesSTA R@0.7\u964d\u81f30.0\uff1b\u7f3a\u9636\u6bb52\uff0c\u5bc6\u96c6\u5b57\u5e55CIDEr\u4ece27.6\u964d\u81f316.0\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"5-\u7814\u7a76\u7ed3\u8bba\">5. \u7814\u7a76\u7ed3\u8bba<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63d0\u51fa<strong>VTimeLLM<\/strong>\uff0c\u662f\u9996\u4e2a\u5177\u5907\u65f6\u95f4\u8fb9\u754c\u611f\u77e5\u80fd\u529b\u7684Video LLM\uff0c\u586b\u8865\u4e86\u73b0\u6709\u6a21\u578b\u5728\u7ec6\u7c92\u5ea6\u89c6\u9891\u65f6\u95f4\u7406\u89e3\u4e0a\u7684\u7a7a\u767d\uff1b<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u7684<strong>\u8fb9\u754c\u611f\u77e5\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong>\uff0c\u901a\u8fc7\u201c\u7279\u5f81\u5bf9\u9f50-\u8fb9\u754c\u611f\u77e5-\u6307\u4ee4\u5fae\u8c03\u201d\u7684\u9012\u8fdb\u5f0f\u8bad\u7ec3\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u89c6\u9891\u65f6\u95f4\u7406\u89e3\u7684\u6838\u5fc3\u6311\u6218\uff1b<\/li>\n\n\n\n<li>\u5b9e\u9a8c\u8bc1\u660eVTimeLLM\u5728\u65f6\u95f4\u89c6\u9891\u5b9a\u4f4d\u3001\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u751f\u6210\u3001\u89c6\u9891\u5bf9\u8bdd\u7b49\u4efb\u52a1\u4e2d\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709Video LLM\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8de8\u6a21\u6001\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4-\u5173\u952e\u95ee\u9898\">4. \u5173\u952e\u95ee\u9898<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u95ee\u98981vtimellm\u7684\u89c6\u89c9\u6a21\u5757\u5982\u4f55\u5904\u7406\u89c6\u9891\u8f93\u5165\u4e0e\u73b0\u6709video-llm\u5982videochat\u7684\u89c6\u89c9\u5904\u7406\u65b9\u5f0f\u6709\u4f55\u6838\u5fc3\u5dee\u5f02\">\u95ee\u98981\uff1aVTimeLLM\u7684\u89c6\u89c9\u6a21\u5757\u5982\u4f55\u5904\u7406\u89c6\u9891\u8f93\u5165\uff0c\u4e0e\u73b0\u6709Video LLM\uff08\u5982VideoChat\uff09\u7684\u89c6\u89c9\u5904\u7406\u65b9\u5f0f\u6709\u4f55\u6838\u5fc3\u5dee\u5f02\uff1f<\/h4>\n\n\n\n<p><strong>\u7b54\u6848<\/strong>\uff1aVTimeLLM\u7684\u89c6\u89c9\u5904\u7406\u5305\u542b\u201c\u89c6\u89c9\u7f16\u7801\u5668+\u89c6\u89c9\u9002\u914d\u5668\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c6\u89c9\u7f16\u7801\u5668\u91c7\u7528\u51bb\u7ed3\u7684CLIP ViT-L\/14\uff0c\u5bf9\u8f93\u5165\u89c6\u9891\u5747\u5300\u91c7\u6837<strong>100\u5e27<\/strong>\uff08\u786e\u4fdd\u7ec6\u7c92\u5ea6\u65f6\u95f4\u8986\u76d6\uff09\uff0c\u63d0\u53d6\u6bcf\u5e27\u7684cls\u7279\u5f81\uff1b<\/li>\n\n\n\n<li>\u89c6\u89c9\u9002\u914d\u5668\u901a\u8fc7\u7ebf\u6027\u5c42\u5c06\u5e27\u7279\u5f81\u6295\u5f71\u81f3LLM\u7684\u8bed\u4e49\u7a7a\u95f4\uff0c\u5b9e\u73b0\u89c6\u89c9-\u6587\u672c\u7279\u5f81\u5bf9\u9f50\u3002<br>\u73b0\u6709\u6a21\u578b\uff08\u5982VideoChat\uff09\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\uff1a\u4ec5\u91c7\u6837<strong>8\u5e27<\/strong>\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e27\u6570\u91cf\u5c11\u5bfc\u81f4\u96be\u4ee5\u6355\u6349\u7ec6\u7c92\u5ea6\u65f6\u95f4\u4fe1\u606f\uff0c\u4e14\u672a\u901a\u8fc7\u4e13\u95e8\u7684\u201c\u89c6\u89c9\u9002\u914d\u5668\u8bad\u7ec3\u201d\u4f18\u5316\u7279\u5f81\u5bf9\u9f50\uff0c\u56e0\u6b64\u65e0\u6cd5\u7cbe\u51c6\u5b9a\u4f4d\u4e8b\u4ef6\u65f6\u95f4\u8fb9\u754c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u95ee\u98982vtimellm\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u4e2d\u7b2c\u4e8c\u9636\u6bb5\u8fb9\u754c\u611f\u77e5\u91c7\u7528\u7684\u6570\u636e\u96c6\u548c\u4efb\u52a1\u8bbe\u8ba1\u6709\u4f55\u7279\u70b9\u4e3a\u4f55\u80fd\u63d0\u5347\u6a21\u578b\u7684\u65f6\u95f4\u8fb9\u754c\u610f\u8bc6\">\u95ee\u98982\uff1aVTimeLLM\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u4e2d\uff0c\u7b2c\u4e8c\u9636\u6bb5\uff08\u8fb9\u754c\u611f\u77e5\uff09\u91c7\u7528\u7684\u6570\u636e\u96c6\u548c\u4efb\u52a1\u8bbe\u8ba1\u6709\u4f55\u7279\u70b9\uff0c\u4e3a\u4f55\u80fd\u63d0\u5347\u6a21\u578b\u7684\u65f6\u95f4\u8fb9\u754c\u610f\u8bc6\uff1f<\/h4>\n\n\n\n<p><strong>\u7b54\u6848<\/strong>\uff1a\u7b2c\u4e8c\u9636\u6bb5\u7684\u8bbe\u8ba1\u9488\u5bf9\u6027\u89e3\u51b3\u201c\u65f6\u95f4\u8fb9\u754c\u611f\u77e5\u201d\u95ee\u9898\uff0c\u7279\u70b9\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6\u9009\u62e9<\/strong>\uff1a\u91c7\u7528InternVid-10M-FLT\u6570\u636e\u96c6\uff08\u7b5b\u9009\u540e<strong>134k\u6761\u89c6\u9891<\/strong>\uff09\uff0c\u6bcf\u6761\u89c6\u9891\u542b\u591a\u4e2a\u975e\u91cd\u53e0\u4e8b\u4ef6\uff08\u5355\u4e8b\u4ef6\u65f6\u957f\u22653\u79d2\uff0c\u5360\u89c6\u9891\u603b\u957f\u22658%\uff09\uff0c\u4e14\u901a\u8fc7\u81ea\u52a8\u5316\u6807\u6ce8\u83b7\u5f97\u4e8b\u4ef6\u7684\u7c97\u7565\u65f6\u95f4\u8fb9\u754c\uff0c\u5f25\u8865\u4e86\u201c\u5927\u89c4\u6a21\u591a\u4e8b\u4ef6\u89c6\u9891\u6570\u636e\u96c6\u7a00\u7f3a\u201d\u7684\u95ee\u9898\uff1b<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u8bbe\u8ba1<\/strong>\uff1a\u8bbe\u8ba1\u5355\u8f6eQA\uff08\u536020%\uff0c\u5bf9\u5e94\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u4efb\u52a1\uff0c\u8981\u6c42\u8f93\u51fa\u6240\u6709\u4e8b\u4ef6\u53ca\u65f6\u95f4\u8fb9\u754c\uff09\u548c\u591a\u8f6eQA\uff08\u536080%\uff0c\u542b\u201c\u7ed9\u5b9a\u65f6\u95f4\u67e5\u4e8b\u4ef6\u201d\u201c\u7ed9\u5b9a\u4e8b\u4ef6\u67e5\u65f6\u95f4\u201d\u4e24\u7c7b\u4efb\u52a1\uff09\uff0c\u8986\u76d6\u65f6\u95f4\u5b9a\u4f4d\u4e0e\u4e8b\u4ef6\u63cf\u8ff0\u7684\u6838\u5fc3\u9700\u6c42\uff1b<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u7b56\u7565<\/strong>\uff1a\u7528LoRA\u5fae\u8c03LLM\uff08\u4ec5\u8bad\u7ec3\u65b0\u589eLoRA\u53c2\u6570\uff0c\u51bb\u7ed3\u89c6\u89c9\u9002\u914d\u5668\uff09\uff0c\u4ee5QA\u7b54\u6848\u7684token\u8ba1\u7b97\u635f\u5931\uff0c\u5f3a\u5236\u6a21\u578b\u5b66\u4e60\u201c\u4e8b\u4ef6\u5185\u5bb9-\u65f6\u95f4\u8fb9\u754c\u201d\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u65f6\u95f4\u8fb9\u754c\u610f\u8bc6\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u95ee\u98983\u4ece\u5b9e\u9a8c\u7ed3\u679c\u770bvtimellm\u5728charadessta\u6570\u636e\u96c6\u65f6\u95f4\u89c6\u9891\u5b9a\u4f4d\u4efb\u52a1\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u5982\u4f55\u8fd9\u79cd\u6cdb\u5316\u80fd\u529b\u6e90\u4e8e\u6a21\u578b\u7684\u54ea\u4e9b\u8bbe\u8ba1\">\u95ee\u98983\uff1a\u4ece\u5b9e\u9a8c\u7ed3\u679c\u770b\uff0cVTimeLLM\u5728CharadesSTA\u6570\u636e\u96c6\uff08\u65f6\u95f4\u89c6\u9891\u5b9a\u4f4d\u4efb\u52a1\uff09\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u5982\u4f55\uff1f\u8fd9\u79cd\u6cdb\u5316\u80fd\u529b\u6e90\u4e8e\u6a21\u578b\u7684\u54ea\u4e9b\u8bbe\u8ba1\uff1f<\/h4>\n\n\n\n<p><strong>\u7b54\u6848<\/strong>\uff1aVTimeLLM\u5728CharadesSTA\u4e0a\u8868\u73b0\u51fa\u4f18\u79c0\u7684\u6cdb\u5316\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5177\u4f53\u8868\u73b0\uff1aVTimeLLM-7B\u5728CharadesSTA\u7684R@0.3\u8fbe51.0\u3001mIoU\u8fbe31.2\uff0c\u8fdc\u8d85\u540c\u89c4\u6a21\u7684VideoChatGPT-7B\uff08R@0.3=20.0\u3001mIoU=13.7\uff09\uff1b\u4e1413B\u7248\u672c\uff08R@0.3=55.3\u3001mIoU=34.6\uff09\u6bd47B\u7248\u672c\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u800c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d<strong>\u672a\u4f7f\u7528CharadesSTA\u7684\u8bad\u7ec3\u6570\u636e<\/strong>\uff0c\u8bc1\u660e\u5176\u8de8\u6570\u636e\u96c6\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u6cdb\u5316\u80fd\u529b\u6765\u6e90\uff1a\n<ol class=\"wp-block-list\">\n<li>\u9636\u6bb51\u7528\u7eaf\u56fe\u50cf\u6570\u636e\u96c6\uff08LCS-558K\uff09\u5bf9\u9f50\u7279\u5f81\uff0c\u51cf\u5c11\u89c6\u9891\u6570\u636e\u566a\u58f0\u5e72\u6270\uff0c\u4f7f\u89c6\u89c9\u7279\u5f81\u66f4\u901a\u7528\uff1b<\/li>\n\n\n\n<li>\u9636\u6bb52\u7528\u591a\u4e8b\u4ef6\u89c6\u9891\uff08InternVid\uff09\u8bad\u7ec3\uff0c\u8986\u76d6\u591a\u6837\u7684\u4e8b\u4ef6\u7c7b\u578b\u4e0e\u65f6\u95f4\u5206\u5e03\uff0c\u589e\u5f3a\u6a21\u578b\u5bf9\u201c\u975e\u8bad\u7ec3\u6570\u636e\u4e8b\u4ef6\u201d\u7684\u7406\u89e3\uff1b<\/li>\n\n\n\n<li>\u4e09\u9636\u6bb5\u9012\u8fdb\u5f0f\u8bad\u7ec3\uff08\u4ece\u7279\u5f81\u5230\u8fb9\u754c\u518d\u5230\u610f\u56fe\uff09\uff0c\u4f7f\u6a21\u578b\u4e0d\u4ec5\u5b66\u4e60\u4efb\u52a1\u6a21\u5f0f\uff0c\u66f4\u638c\u63e1\u201c\u65f6\u95f4-\u4e8b\u4ef6\u201d\u7684\u672c\u8d28\u5173\u8054\uff0c\u4ece\u800c\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u96c6\u4e0a\u4ecd\u80fd\u7cbe\u51c6\u5b9a\u4f4d\u4e8b\u4ef6\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"1-\u4e00\u6bb5\u8bdd\u603b\u7ed3-1\">1. \u4e00\u6bb5\u8bdd\u603b\u7ed3<\/h1>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u73b0\u6709\u89c6\u9891\u5927\u8bed\u8a00\u6a21\u578b\uff08Video-LLMs\uff09\u4ec5\u80fd\u6355\u6349<strong>\u7c97\u7c92\u5ea6\u8bed\u4e49<\/strong>\u3001\u65e0\u6cd5\u6709\u6548\u5904\u7406\u7279\u5b9a\u89c6\u9891\u7247\u6bb5\u7406\u89e3\u4e0e\u5b9a\u4f4d\u4efb\u52a1\u7684\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa<strong>Momentor<\/strong>\u2014\u2014\u5177\u5907\u7ec6\u7c92\u5ea6\u65f6\u95f4\u63a8\u7406\u80fd\u529b\u7684Video-LLM\uff0c\u540c\u65f6\u6784\u5efa\u4e86\u5305\u542b<strong>1040\u4e07\u6761\u7247\u6bb5\u7ea7\u6307\u4ee4\u6570\u636e<\/strong>\u7684\u5927\u89c4\u6a21\u89c6\u9891\u6307\u4ee4\u6570\u636e\u96c6<strong>Moment-10M<\/strong>\u3002Momentor\u901a\u8fc7\u521b\u65b0\u7684<strong>\u65f6\u95f4\u611f\u77e5\u6a21\u5757\uff08TPM\uff09<\/strong>&nbsp;\u5b9e\u73b0\u7cbe\u786e\u65f6\u95f4\u5b9a\u4f4d\u4e0e\u4fe1\u606f\u6ce8\u5165\uff0c\u5e76\u7ed3\u5408<strong>\u63a5\u5730\u4e8b\u4ef6\u5e8f\u5217\u5efa\u6a21\uff08Grounded Event-Sequence Modeling\uff09<\/strong>&nbsp;\u63d0\u5347\u957f\u89c6\u9891\u591a\u4e8b\u4ef6\u7406\u89e3\u80fd\u529b\uff1b\u5728\u96f6\u6837\u672c\u8bc4\u4f30\u4e2d\uff0c\u5176\u5728\u65f6\u95f4\u63a5\u5730\u3001\u5bc6\u96c6\u5b57\u5e55\u751f\u6210\u3001\u52a8\u4f5c\u5206\u5272\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u4e8e\u73b0\u6709Video-LLMs\uff0c\u4e14Moment-10M\u6570\u636e\u96c6\u4e5f\u88ab\u9a8c\u8bc1\u80fd\u6709\u6548\u63d0\u5347\u5176\u4ed6\u6a21\u578b\u7684\u7ec6\u7c92\u5ea6\u65f6\u95f4\u63a8\u7406\u6027\u80fd\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"2-\u601d\u7ef4\u5bfc\u56femindmap-1\">2. \u601d\u7ef4\u5bfc\u56fe\uff08mindmap\uff09<\/h1>\n\n\n\n<pre class=\"wp-block-code\"><code>## \u7814\u7a76\u80cc\u666f\u4e0e\u95ee\u9898\n- \u73b0\u6709Video-LLMs\u5c40\u9650\n  - \u7f3a\u4e4f\u6709\u6548\u65f6\u95f4\u8868\u793a\uff08\u72ec\u7acb\u7f16\u7801\u5e27\uff0c\u65e0\u7cbe\u786e\u65f6\u95f4\u4fe1\u606f\uff09\n  - \u7f3a\u4e4f\u7247\u6bb5\u7ea7\u5efa\u6a21\uff08\u805a\u7126\u5168\u5c40\u8bed\u4e49\uff0c\u5ffd\u7565\u7247\u6bb5\u5173\u8054\uff09\n## \u6838\u5fc3\u65b9\u6848\n- \u6a21\u578b\uff1aMomentor\uff08\u7ec6\u7c92\u5ea6\u65f6\u95f4\u63a8\u7406Video-LLM\uff09\n  - \u6838\u5fc3\u7ec4\u4ef6\uff1a\u65f6\u95f4\u611f\u77e5\u6a21\u5757\uff08TPM\uff09\n    - \u8fde\u7eed\u65f6\u95f4\u4ee4\u724c\u7a7a\u95f4\uff08N=300\u4e2a\u53ef\u5b66\u4e60\u951a\u70b9\u7279\u5f81\uff0c\u63d2\u503c\u907f\u514d\u91cf\u5316\u8bef\u5dee\uff09\n    - \u76f8\u90bb\u4ee4\u724c\u4f20\u64ad\u673a\u5236\uff08\u53c2\u6570\u66f4\u65b0\u52a0\u6743\u4f20\u64ad\uff0c\u589e\u5f3a\u65f6\u95f4\u8fde\u7eed\u6027\uff09\n    - \u65f6\u95f4\u4fe1\u606f\u6ce8\u5165\uff08\u65f6\u95f4\u5d4c\u5165\u4e0e\u5e27\u7279\u5f81\u53e0\u52a0\uff09\n  - \u8bad\u7ec3\u7b56\u7565\uff1a\u63a5\u5730\u4e8b\u4ef6\u5e8f\u5217\u5efa\u6a21\uff08GESM\uff09\n    - \u6a21\u6001\u5bf9\u9f50\uff08\u56fe\u50cf-\u6587\u672c\/\u89c6\u9891-\u6587\u672c\u5bf9\u8bad\u7ec3\u6295\u5f71\u5c42\uff09\n    - \u4e8b\u4ef6\u5e8f\u5217\u89e3\u7801\uff08\u8f93\u51fa\u5e26\u65f6\u95f4\u6233\u7684\u4e8b\u4ef6\u5e8f\u5217\uff0c\u6865\u63a5\u7c97\/\u7ec6\u7c92\u5ea6\u7406\u89e3\uff09\n- \u6570\u636e\u96c6\uff1aMoment-10M\uff08\u5927\u89c4\u6a21\u7247\u6bb5\u7ea7\u6307\u4ee4\u6570\u636e\u96c6\uff09\n  - \u6570\u636e\u89c4\u6a21\uff1a1040\u4e07\u6761\u6307\u4ee4\u3001150\u4e07\u7247\u6bb5\u300145.15\u4e07\u5b9e\u4f8b\u8f68\u8ff9\u3001\u603b\u65f6\u957f7260h\n  - \u6784\u5efa\u6d41\u7a0b\uff1a\u5b9e\u4f8b\u8ddf\u8e2a\u2192\u4e8b\u4ef6\u8fb9\u754c\u68c0\u6d4b\u2192\u7ed3\u6784\u5316\u4fe1\u606f\u63d0\u53d6\u2192LLM\u751f\u6210\u6307\u4ee4\n  - \u4efb\u52a1\u7c7b\u578b\uff1a\u5355\u7247\u6bb5\u4efb\u52a1\uff085\u7c7b\uff09\u3001\u8de8\u7247\u6bb5\u4efb\u52a1\uff083\u7c7b\uff09\n## \u5b9e\u9a8c\u4e0e\u7ed3\u679c\n- \u8bc4\u4f30\u4efb\u52a1\uff1a\u52a8\u4f5c\u5206\u5272\u3001\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u3001\u65f6\u95f4\u63a5\u5730\u3001\u9ad8\u5149\u65f6\u523b\u68c0\u7d22\u3001Video QA\n- \u5173\u952e\u7ed3\u679c\uff1aMomentor\u5728\u591a\u4efb\u52a1\u4e0a\u4f18\u4e8e\u73b0\u6709\u6a21\u578b\uff08\u5982\u65f6\u95f4\u63a5\u5730mIoU\u8fbe29.3%\uff0cQVHighlights\u68c0\u7d22R1@0.5\u8fbe17.0%\uff09\n- \u6d88\u878d\u5b9e\u9a8c\uff1a\u79fb\u9664TPM\u7ec4\u4ef6\/\u8de8\u7247\u6bb5\u4efb\u52a1\u7b49\u5747\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\uff0c\u9a8c\u8bc1\u5404\u6a21\u5757\u6709\u6548\u6027\n## \u7ed3\u8bba\n- Momentor\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u89c6\u9891\u7406\u89e3\u4e0e\u5b9a\u4f4d\n- Moment-10M\u4e3a\u7247\u6bb5\u7ea7\u63a8\u7406\u63d0\u4f9b\u6570\u636e\u652f\u6491\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"3-\u8be6\u7ec6\u603b\u7ed3-1\">3. \u8be6\u7ec6\u603b\u7ed3<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e00-\u7814\u7a76\u80cc\u666f\u4e0e\u73b0\u6709\u95ee\u9898\">\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u73b0\u6709\u95ee\u9898<\/h2>\n\n\n\n<p>\u73b0\u6709Video-LLMs\uff08\u5982VideoChat\u3001Video-ChatGPT\uff09\u867d\u80fd\u878d\u5408LLM\u7684\u7406\u89e3\u80fd\u529b\u4e0e\u89c6\u9891\u611f\u77e5\uff0c\u4f46\u5b58\u5728\u4e24\u5927\u6838\u5fc3\u5c40\u9650\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7f3a\u4e4f\u6709\u6548\u65f6\u95f4\u8868\u793a<\/strong>\uff1a\u72ec\u7acb\u7f16\u7801\u91c7\u6837\u5e27\uff0c\u672a\u4fdd\u7559\u7cbe\u786e\u65f6\u95f4\u4fe1\u606f\uff1b\u76f4\u63a5\u7528\u6587\u672c\u683c\u5f0f\u8868\u8fbe\u65f6\u95f4\u6233\u5b58\u5728\u7cbe\u5ea6\u6ce2\u52a8\u4e0e\u5c0f\u6570\u4ee4\u724c\u5316\u590d\u6742\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u4e4f\u7247\u6bb5\u7ea7\u5efa\u6a21<\/strong>\uff1a\u805a\u7126\u5168\u5c40\u89c6\u89c9\u8bed\u4e49\uff0c\u5ffd\u7565\u7247\u6bb5\u7ea7\u8bed\u4e49\u4e0e\u5173\u8054\uff1b\u591a\u57fa\u4e8e\u51e0\u79d2\u7684\u4fee\u526a\u89c6\u9891\u8bad\u7ec3\uff0c\u65e0\u6cd5\u5904\u7406\u51e0\u5206\u949f\u957f\u89c6\u9891\u7684\u7247\u6bb5\u5b9a\u4f4d\u4e0e\u7406\u89e3\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e8c-\u6838\u5fc3\u65b9\u6848\u8bbe\u8ba1\">\u4e8c\u3001\u6838\u5fc3\u65b9\u6848\u8bbe\u8ba1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-\u6a21\u578bmomentor\u67b6\u6784\u4e0e\u8bad\u7ec3\">1. \u6a21\u578b\uff1aMomentor\u67b6\u6784\u4e0e\u8bad\u7ec3<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1\u6574\u4f53-pipeline\">\uff081\uff09\u6574\u4f53 pipeline<\/h4>\n\n\n\n<p>Momentor\u7531<strong>\u5e27\u7f16\u7801\u5668\uff08CLIP ViT-L\/14\uff09<\/strong>\u3001<strong>\u7ebf\u6027\u6295\u5f71\u5c42<\/strong>\u3001<strong>\u65f6\u95f4\u611f\u77e5\u6a21\u5757\uff08TPM\uff09<\/strong>\u3001<strong>LLM\uff08LLaMA 7B\uff09<\/strong>&nbsp;\u7ec4\u6210\uff0c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u89c6\u9891\u2192\u5747\u5300\u91c7\u6837300\u5e27\u2192\u5e27\u7f16\u7801\u5668\u751f\u6210\u5e27\u7279\u5f81\u2192\u6295\u5f71\u5c42\u6620\u5c04\u81f3LLM\u7279\u5f81\u7a7a\u95f4\u2192TPM\u6ce8\u5165\u65f6\u95f4\u4fe1\u606f\u2192\u4e0e\u4ee4\u724c\u5316\u6307\u4ee4\u62fc\u63a5\u8f93\u5165LLM<\/li>\n\n\n\n<li>\u8bad\u7ec3\u65f6\u51bb\u7ed3\u5e27\u7f16\u7801\u5668\u4e0eLLM\uff0c\u4ec5\u66f4\u65b0\u6295\u5f71\u5c42\u4e0eTPM\uff0c\u8bad\u7ec3\u8017\u65f6\u7ea660\u5c0f\u65f6\uff088\u5f20A100 GPU\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2\u6838\u5fc3\u7ec4\u4ef6\u65f6\u95f4\u611f\u77e5\u6a21\u5757tpm\">\uff082\uff09\u6838\u5fc3\u7ec4\u4ef6\uff1a\u65f6\u95f4\u611f\u77e5\u6a21\u5757\uff08TPM\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u5757\u529f\u80fd<\/th><th>\u5b9e\u73b0\u7ec6\u8282<\/th><\/tr><\/thead><tbody><tr><td>\u8fde\u7eed\u65f6\u95f4\u4ee4\u724c\u7a7a\u95f4<\/td><td>\u5212\u5206\u89c6\u9891\u4e3aN-1\u6bb5\uff0c\u5b9a\u4e49N=300\u4e2a\u53ef\u5b66\u4e60\u951a\u70b9\u7279\u5f81\uff1b\u901a\u8fc7\u63d2\u503c\u6784\u5efa\u8fde\u7eed\u7a7a\u95f4\uff0c\u907f\u514d\u91cf\u5316\u8bef\u5dee<\/td><\/tr><tr><td>\u76f8\u90bb\u4ee4\u724c\u4f20\u64ad\u673a\u5236<\/td><td>\u6309\u516c\u5f0f(t_{adj}=\\sum_{i=1}^{N} \\frac{1}{2^{<\/td><\/tr><tr><td>\u65f6\u95f4\u4fe1\u606f\u6ce8\u5165<\/td><td>\u63d0\u53d6\u91c7\u6837\u5e27\u4f4d\u7f6e\u7684\u65f6\u95f4\u5d4c\u5165\uff0c\u4e0e\u6295\u5f71\u540e\u5e27\u7279\u5f81\u53e0\u52a0\uff08\u540c\u7ef4\u5ea6\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3\u8bad\u7ec3\u7b56\u7565\u63a5\u5730\u4e8b\u4ef6\u5e8f\u5217\u5efa\u6a21gesm\">\uff083\uff09\u8bad\u7ec3\u7b56\u7565\uff1a\u63a5\u5730\u4e8b\u4ef6\u5e8f\u5217\u5efa\u6a21\uff08GESM\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u6001\u5bf9\u9f50<\/strong>\uff1a\u7528\u56fe\u50cf-\u6587\u672c\/\u89c6\u9891-\u6587\u672c\u5bf9\u8bad\u7ec3\u6295\u5f71\u5c42\uff0c\u635f\u5931\u51fd\u6570\u4e3aLalign=\u22121l\u2211i=0llogp(TCi+1\u2223Tv,TC1:i)L<em>a<\/em><em>l<\/em><em>i<\/em><em>g<\/em><em>n<\/em>\u200b=\u2212<em>l<\/em>1\u200b\u2211<em>i<\/em>=0<em>l<\/em>\u200b<em>l<\/em><em>o<\/em><em>g<\/em><em>p<\/em>(<em>T<\/em><em>C<\/em><em>i<\/em>+1\u200b\u2223<em>T<\/em><em>v<\/em>\u200b,<em>T<\/em><em>C<\/em>1:<em>i<\/em>\u200b)<\/li>\n\n\n\n<li><strong>\u4e8b\u4ef6\u5e8f\u5217\u89e3\u7801<\/strong>\uff1a\u8f93\u5165\u957f\u89c6\u9891\uff0c\u8f93\u51fa\u5e26\u65f6\u95f4\u6233\u7684\u4e8b\u4ef6\u5e8f\u5217Ek=[tstartk,tendk,w1k,&#8230;,wlkk]<em>E<\/em><em>k<\/em>\u200b=[<em>t<\/em><em>s<\/em><em>t<\/em><em>a<\/em><em>r<\/em><em>t<\/em><em>k<\/em>\u200b,<em>t<\/em><em>e<\/em><em>n<\/em><em>d<\/em><em>k<\/em>\u200b,<em>w<\/em>1<em>k<\/em>\u200b,&#8230;,<em>w<\/em><em>l<\/em><em>k<\/em>\u200b<em>k<\/em>\u200b]\uff0c\u635f\u5931\u51fd\u6570\u4e3aLdecode=\u22121l\u2211i=0llogp(TEi+1\u2223Tv,TE1:i)L<em>d<\/em><em>eco<\/em><em>d<\/em><em>e<\/em>\u200b=\u2212<em>l<\/em>1\u200b\u2211<em>i<\/em>=0<em>l<\/em>\u200b<em>l<\/em><em>o<\/em><em>g<\/em><em>p<\/em>(<em>T<\/em><em>E<\/em><em>i<\/em>+1\u200b\u2223<em>T<\/em><em>v<\/em>\u200b,<em>T<\/em><em>E<\/em>1:<em>i<\/em>\u200b)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-\u6570\u636e\u96c6moment-10m\u6784\u5efa\">2. \u6570\u636e\u96c6\uff1aMoment-10M\u6784\u5efa<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1\u6570\u636e\u89c4\u6a21\u4e0e\u4f18\u52bf\">\uff081\uff09\u6570\u636e\u89c4\u6a21\u4e0e\u4f18\u52bf<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6570\u636e\u96c6<\/th><th>\u603b\u65f6\u957f<\/th><th>\u5e73\u5747\u89c6\u9891\u65f6\u957f<\/th><th>\u89c6\u9891\u6570\u91cf<\/th><th>\u6307\u4ee4\u6570\u91cf<\/th><th>\u7247\u6bb5\u6570\u91cf<\/th><th>\u5b9e\u4f8b\u8f68\u8ff9\u6570\u91cf<\/th><th>\u4eba\u5de5\u6807\u6ce8<\/th><\/tr><\/thead><tbody><tr><td>VideoChat<\/td><td>608h<\/td><td>18s<\/td><td>54.7k<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>\u6709<\/td><\/tr><tr><td>Video-ChatGPT<\/td><td>41h<\/td><td>40s<\/td><td>8.2k<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>\u6709<\/td><\/tr><tr><td><strong>Moment-10M<\/strong><\/td><td><strong>7260h<\/strong><\/td><td><strong>403s<\/strong><\/td><td><strong>13.3k<\/strong><\/td><td><strong>10.4M<\/strong><\/td><td><strong>1.51M<\/strong><\/td><td><strong>451.5k<\/strong><\/td><td>\u65e0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2\u6784\u5efa\u6d41\u7a0b\">\uff082\uff09\u6784\u5efa\u6d41\u7a0b<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b9e\u4f8b\u8ddf\u8e2a<\/strong>\uff1a\u7528Grounding DINO\u63d0\u53d6\u5e27\u5b9e\u4f8b\u4fe1\u606f\uff0c\u5408\u5e76\u5f97\u5230\u5b9e\u4f8b\u65f6\u7a7a\u8f68\u8ff9\u3002<\/li>\n\n\n\n<li><strong>\u4e8b\u4ef6\u8fb9\u754c\u68c0\u6d4b<\/strong>\uff1aPySceneDetect\u8ba1\u7b97\u5e27\u5dee\u5f02\u2192\u9ad8\u65af\u6ee4\u6ce2\u53bb\u566a\u2192\u9009\u5c40\u90e8\u6700\u5927\u503c\u4e3a\u5206\u5272\u70b9\u2192\u8bed\u4e49\u5408\u5e76\uff08\u8ba1\u7b97\u5e27\u7279\u5f81\u4e00\u81f4\u6027\uff0c\u5408\u5e76\u540c\u4e8b\u4ef6\u5b50\u7247\u6bb5\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7ed3\u6784\u5316\u4fe1\u606f\u63d0\u53d6<\/strong>\uff1a\u6784\u5efa\u5b9e\u4f8b-\u4e8b\u4ef6\u77e9\u9635\uff0c\u63d0\u53d6\u573a\u666f\u3001\u5b9e\u4f8b\u3001\u52a8\u4f5c\u7b49\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u6307\u4ee4\u751f\u6210<\/strong>\uff1a\u7528Vicuna LLM\u751f\u62108\u7c7b\u4efb\u52a1\u6307\u4ee4\uff085\u7c7b\u5355\u7247\u6bb5\u30013\u7c7b\u8de8\u7247\u6bb5\uff09\uff0c\u4efb\u52a1\u5206\u5e03\u5982\u56fe4\u6240\u793a\uff08\u7247\u6bb5\u5b9a\u4f4d\u536036.6%\u3001\u8de8\u7247\u6bb5QA\u536016.9%\u7b49\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e09-\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u5206\u6790\">\u4e09\u3001\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-\u591a\u4efb\u52a1\u96f6\u6837\u672c\u8bc4\u4f30\u4e0e\u73b0\u6709video-llm\u5bf9\u6bd4\">1. \u591a\u4efb\u52a1\u96f6\u6837\u672c\u8bc4\u4f30\uff08\u4e0e\u73b0\u6709Video-LLM\u5bf9\u6bd4\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1\u52a8\u4f5c\u5206\u5272\u4e0e\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\u88682\">\uff081\uff09\u52a8\u4f5c\u5206\u5272\u4e0e\u5bc6\u96c6\u89c6\u9891\u5b57\u5e55\uff08\u88682\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u52a8\u4f5c\u5206\u5272\uff08Breakfast\uff09MoF<\/th><th>\u52a8\u4f5c\u5206\u5272\uff0850 Salads\uff09F1@50<\/th><th>\u5bc6\u96c6\u5b57\u5e55\uff08ActivityNet\uff09CIDEr<\/th><th>\u5bc6\u96c6\u5b57\u5e55\uff08ActivityNet\uff09METEOR<\/th><\/tr><\/thead><tbody><tr><td>Video-ChatGPT\uff087B\uff09<\/td><td>7.8<\/td><td>0.4<\/td><td>2.1<\/td><td>0.7<\/td><\/tr><tr><td>VideoChat\uff087B\uff09<\/td><td>7.9<\/td><td>0.7<\/td><td>3.3<\/td><td>1.2<\/td><\/tr><tr><td>Video-LLaMA\uff087B\uff09<\/td><td>11.6<\/td><td>0.9<\/td><td>4.6<\/td><td>2.4<\/td><\/tr><tr><td><strong>Momentor\uff087B\uff09<\/strong><\/td><td><strong>24.4<\/strong><\/td><td><strong>2.3<\/strong><\/td><td><strong>14.9<\/strong><\/td><td><strong>4.7<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2\u65f6\u95f4\u63a5\u5730\u4e0e\u9ad8\u5149\u65f6\u523b\u68c0\u7d22\u88683\">\uff082\uff09\u65f6\u95f4\u63a5\u5730\u4e0e\u9ad8\u5149\u65f6\u523b\u68c0\u7d22\uff08\u88683\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u65f6\u95f4\u63a5\u5730\uff08ActivityNet\uff09mIoU<\/th><th>\u65f6\u95f4\u63a5\u5730\uff08Charades-STA\uff09R@0.7<\/th><th>\u9ad8\u5149\u68c0\u7d22\uff08QVHighlights\uff09mAP<\/th><th>\u9ad8\u5149\u68c0\u7d22\uff08QVHighlights\uff09R1@0.5<\/th><\/tr><\/thead><tbody><tr><td>Video-ChatGPT\uff087B\uff09<\/td><td>14.2<\/td><td>1.9<\/td><td>19.7<\/td><td>8.7<\/td><\/tr><tr><td>VideoChat\uff087B\uff09<\/td><td>17.4<\/td><td>0.0<\/td><td>25.9<\/td><td>7.0<\/td><\/tr><tr><td>Video-LLaMA\uff087B\uff09<\/td><td>16.5<\/td><td>3.4<\/td><td>16.8<\/td><td>6.6<\/td><\/tr><tr><td><strong>Momentor\uff087B\uff09<\/strong><\/td><td><strong>29.3<\/strong><\/td><td><strong>11.6<\/strong><\/td><td><strong>28.5<\/strong><\/td><td><strong>17.0<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3video-qa\u88684\">\uff083\uff09Video QA\uff08\u88684\uff09<\/h4>\n\n\n\n<p>Momentor\u5728MSVD-QA\uff08\u51c6\u786e\u738768.9\uff09\u3001MSRVTT-QA\uff08\u51c6\u786e\u738755.6\uff09\u3001ActivityNet-QA\uff08\u51c6\u786e\u738740.8\uff09\u4e0a\u5747\u8fbe\u6700\u4f18\u6216\u53ef\u6bd4\u6c34\u5e73\uff0c\u9a8c\u8bc1\u7c97\u7c92\u5ea6\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-\u6d88\u878d\u5b9e\u9a8c\u88685\">2. \u6d88\u878d\u5b9e\u9a8c\uff08\u88685\uff09<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b9e\u9a8c\u8bbe\u7f6e<\/th><th>\u65f6\u95f4\u63a5\u5730\uff08ActivityNet\uff09mIoU<\/th><th>\u52a8\u4f5c\u5206\u5272\uff08Breakfast\uff09MoF<\/th><th>\u9ad8\u5149\u68c0\u7d22\uff08QVHighlights\uff09mAP<\/th><\/tr><\/thead><tbody><tr><td>Momentor\uff087B\uff09<\/td><td>29.3<\/td><td>24.4<\/td><td>28.5<\/td><\/tr><tr><td>\u65e0\u8fde\u7eed\u63d2\u503c\uff08w\/o CI\uff09<\/td><td>27.6<\/td><td>22.5<\/td><td>27.6<\/td><\/tr><tr><td>\u65e0\u76f8\u90bb\u4ee4\u724c\u4f20\u64ad\uff08w\/o NTP\uff09<\/td><td>25.4<\/td><td>19.3<\/td><td>24.4<\/td><\/tr><tr><td>\u65e0GESM\uff08w\/o GESM\uff09<\/td><td>21.6<\/td><td>19.5<\/td><td>22.5<\/td><\/tr><tr><td>\u65e0\u8de8\u7247\u6bb5\u4efb\u52a1\uff08w\/o Cross\uff09<\/td><td>29.0<\/td><td>21.6<\/td><td>24.4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u7ed3\u8bba\uff1a\u79fb\u9664\u4efb\u4f55\u7ec4\u4ef6\u5747\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\uff0c\u5176\u4e2dGESM\u5bf9\u5bc6\u96c6\u9884\u6d4b\u4efb\u52a1\uff08\u5982\u52a8\u4f5c\u5206\u5272\uff09\u5f71\u54cd\u6700\u5927\uff0c\u8de8\u7247\u6bb5\u4efb\u52a1\u5bf9\u9ad8\u5149\u68c0\u7d22\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-\u5176\u4ed6\u9a8c\u8bc1\">3. \u5176\u4ed6\u9a8c\u8bc1<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Moment-10M\u6709\u6548\u6027<\/strong>\uff1a\u7528Moment-10M\u8bad\u7ec3Video-ChatGPT\uff0c\u5176\u7ec6\u7c92\u5ea6\u4efb\u52a1\u6027\u80fd\u663e\u8457\u63d0\u5347\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u89c4\u6a21\u5f71\u54cd<\/strong>\uff1a\u8bad\u7ec3\u6570\u636e\u91cf\u589e\u52a0\u65f6\u6027\u80fd\u63d0\u5347\uff0c\u767e\u4e07\u7ea7\u540e\u589e\u901f\u653e\u7f13\uff08\u56fe6\uff09\u3002<\/li>\n\n\n\n<li><strong>\u65f6\u95f4\u4ee4\u724c\u53ef\u89c6\u5316<\/strong>\uff1aMomentor\u7684\u65f6\u95f4\u4ee4\u724c\u5d4c\u5165\u8fde\u7eed\u6027\u663e\u8457\u4f18\u4e8eVid2Seq\u4e0e\u65e0NTP\u7684Momentor\uff08\u56fe8\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u56db-\u7814\u7a76\u7ed3\u8bba\">\u56db\u3001\u7814\u7a76\u7ed3\u8bba<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Momentor\u901a\u8fc7TPM\u4e0eGESM\uff0c\u5b9e\u73b0\u4e86\u7ec6\u7c92\u5ea6\u89c6\u9891\u65f6\u95f4\u7406\u89e3\u4e0e\u7247\u6bb5\u5b9a\u4f4d\uff0c\u5728\u591a\u4efb\u52a1\u4e0a\u8d85\u8d8a\u73b0\u6709Video-LLMs\u3002<\/li>\n\n\n\n<li>Moment-10M\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u5927\u89c4\u6a21\u7247\u6bb5\u7ea7\u6307\u4ee4\u6570\u636e\uff0c\u4e3aVideo-LLM\u7684\u7ec6\u7c92\u5ea6\u63a8\u7406\u8bad\u7ec3\u5960\u5b9a\u57fa\u7840\u3002<\/li>\n\n\n\n<li>\u7814\u7a76\u9a8c\u8bc1\u4e86\u8fde\u7eed\u65f6\u95f4\u8868\u793a\u3001\u76f8\u90bb\u4ee4\u724c\u4f20\u64ad\u3001\u8de8\u7247\u6bb5\u5efa\u6a21\u5bf9\u89c6\u9891\u7ec6\u7c92\u5ea6\u7406\u89e3\u7684\u5173\u952e\u4f5c\u7528\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"4-\u5173\u952e\u95ee\u9898-1\">4. \u5173\u952e\u95ee\u9898<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u95ee\u98981momentor\u7684\u65f6\u95f4\u611f\u77e5\u6a21\u5757tpm\u901a\u8fc7\u54ea\u4e9b\u8bbe\u8ba1\u89e3\u51b3\u4e86\u73b0\u6709video-llms\u7684\u65f6\u95f4\u8868\u793a\u7f3a\u9677\">\u95ee\u98981\uff1aMomentor\u7684\u65f6\u95f4\u611f\u77e5\u6a21\u5757\uff08TPM\uff09\u901a\u8fc7\u54ea\u4e9b\u8bbe\u8ba1\u89e3\u51b3\u4e86\u73b0\u6709Video-LLMs\u7684\u65f6\u95f4\u8868\u793a\u7f3a\u9677\uff1f<\/h2>\n\n\n\n<p>\u7b54\u6848\uff1a\u73b0\u6709Video-LLMs\u5b58\u5728\u65f6\u95f4\u8868\u793a\u7cbe\u5ea6\u4f4e\u3001\u8fde\u7eed\u6027\u5dee\u7684\u7f3a\u9677\uff0cTPM\u901a\u8fc7\u4e09\u5927\u8bbe\u8ba1\u89e3\u51b3\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8fde\u7eed\u65f6\u95f4\u4ee4\u724c\u7a7a\u95f4<\/strong>\uff1a\u5b9a\u4e49N=300\u4e2a\u53ef\u5b66\u4e60\u951a\u70b9\u7279\u5f81\uff0c\u8986\u76d6\u89c6\u9891\u76f8\u5bf9\u65f6\u95f4\u4f4d\u7f6e\uff0c\u901a\u8fc7\u63d2\u503c\u6784\u5efa\u8fde\u7eed\u7279\u5f81\u7a7a\u95f4\uff0c\u907f\u514d\u79bb\u6563\u4ee4\u724c\u7684\u91cf\u5316\u8bef\u5dee\uff0c\u53ef\u7cbe\u786e\u8868\u793a\u4efb\u610f\u65f6\u95f4\u70b9\uff1b<\/li>\n\n\n\n<li><strong>\u76f8\u90bb\u4ee4\u724c\u4f20\u64ad\u673a\u5236<\/strong>\uff1a\u6309tadj=\u2211i=1N12\u2223i\u2212k\u2223\u22c5ti<em>t<\/em><em>a<\/em><em>d<\/em><em>j<\/em>\u200b=\u2211<em>i<\/em>=1<em>N<\/em>\u200b2\u2223<em>i<\/em>\u2212<em>k<\/em>\u22231\u200b\u22c5<em>t<\/em><em>i<\/em>\u200b\u516c\u5f0f\uff0c\u5c06\u5355\u4e2a\u65f6\u95f4\u4ee4\u724c\u7684\u53c2\u6570\u66f4\u65b0\u52a0\u6743\u4f20\u64ad\u81f3\u76f8\u90bb\u4ee4\u724c\uff0c\u8ddd\u79bb\u8d8a\u8fd1\u6743\u91cd\u8d8a\u5927\uff0c\u589e\u5f3a\u65f6\u95f4\u4ee4\u724c\u5d4c\u5165\u7684\u8fde\u7eed\u6027\uff1b<\/li>\n\n\n\n<li><strong>\u65f6\u95f4\u4fe1\u606f\u6ce8\u5165<\/strong>\uff1a\u63d0\u53d6\u91c7\u6837\u5e27\u4f4d\u7f6e\u7684\u65f6\u95f4\u5d4c\u5165\uff0c\u4e0e\u6295\u5f71\u540e\u7684\u5e27\u7279\u5f81\u76f4\u63a5\u53e0\u52a0\uff08\u540c\u7ef4\u5ea6\uff09\uff0c\u4e3a\u5e27\u7279\u5f81\u8865\u5145\u7cbe\u786e\u65f6\u95f4\u4fe1\u606f\uff0c\u89e3\u51b3\u72ec\u7acb\u7f16\u7801\u5e27\u65e0\u65f6\u95f4\u5c5e\u6027\u7684\u95ee\u9898\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u95ee\u98982moment-10m\u6570\u636e\u96c6\u4e0e\u73b0\u6709\u89c6\u9891\u6307\u4ee4\u6570\u636e\u96c6\u76f8\u6bd4\u6838\u5fc3\u4f18\u52bf\u662f\u4ec0\u4e48\u5176\u6784\u5efa\u6d41\u7a0b\u4e2d\u5982\u4f55\u4fdd\u8bc1\u7247\u6bb5\u7ea7\u6807\u6ce8\u7684\u6709\u6548\u6027\">\u95ee\u98982\uff1aMoment-10M\u6570\u636e\u96c6\u4e0e\u73b0\u6709\u89c6\u9891\u6307\u4ee4\u6570\u636e\u96c6\u76f8\u6bd4\uff0c\u6838\u5fc3\u4f18\u52bf\u662f\u4ec0\u4e48\uff1f\u5176\u6784\u5efa\u6d41\u7a0b\u4e2d\u5982\u4f55\u4fdd\u8bc1\u7247\u6bb5\u7ea7\u6807\u6ce8\u7684\u6709\u6548\u6027\uff1f<\/h2>\n\n\n\n<p>\u7b54\u6848\uff1a### \uff081\uff09\u6838\u5fc3\u4f18\u52bf<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89c4\u6a21\u66f4\u5927<\/strong>\uff1a\u603b\u65f6\u957f7260h\uff08\u8fdc\u8d85VideoChat\u7684608h\u3001Video-ChatGPT\u768441h\uff09\uff0c\u5305\u542b10.4M\u6761\u6307\u4ee4\u30011.51M\u4e2a\u7247\u6bb5\u3001451.5k\u6761\u5b9e\u4f8b\u8f68\u8ff9\uff0c\u6570\u636e\u91cf\u4e0e\u7ec6\u7c92\u5ea6\u6807\u6ce8\u7ef4\u5ea6\u5747\u9886\u5148\uff1b<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u66f4\u5168<\/strong>\uff1a\u6db5\u76d68\u7c7b\u4efb\u52a1\uff085\u7c7b\u5355\u7247\u6bb5\uff1a\u7247\u6bb5\u5b57\u5e55\u3001\u7247\u6bb5QA\u3001\u5b9e\u4f8bQA\u3001\u76f4\u63a5\u5b9a\u4f4d\u3001\u63a8\u7406\u5b9a\u4f4d\uff1b3\u7c7b\u8de8\u7247\u6bb5\uff1a\u7ec4\u5408\u68c0\u7d22\u3001\u5b9e\u4f8b\u6d3b\u52a8\u603b\u7ed3\u3001\u8de8\u7247\u6bb5QA\uff09\uff0c\u8986\u76d6\u7247\u6bb5\u7ea7\u7406\u89e3\u4e0e\u8de8\u7247\u6bb5\u63a8\u7406\uff0c\u5f25\u8865\u73b0\u6709\u6570\u636e\u96c6\u4ec5\u805a\u7126\u5b57\u5e55\/\u57fa\u7840QA\u7684\u5c40\u9650\uff1b<\/li>\n\n\n\n<li><strong>\u65e0\u4eba\u5de5\u6807\u6ce8<\/strong>\uff1a\u901a\u8fc7\u81ea\u52a8\u6570\u636e\u751f\u6210\u5f15\u64ce\uff08\u5b9e\u4f8b\u8ddf\u8e2a\u2192\u4e8b\u4ef6\u8fb9\u754c\u68c0\u6d4b\u2192\u7ed3\u6784\u5316\u63d0\u53d6\u2192LLM\u751f\u6210\u6307\u4ee4\uff09\u6784\u5efa\uff0c\u964d\u4f4e\u6807\u6ce8\u6210\u672c\uff0c\u540c\u65f6\u4fdd\u8bc1\u6570\u636e\u4e00\u81f4\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2\u7247\u6bb5\u7ea7\u6807\u6ce8\u6709\u6548\u6027\u4fdd\u969c\">\uff082\uff09\u7247\u6bb5\u7ea7\u6807\u6ce8\u6709\u6548\u6027\u4fdd\u969c<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e8b\u4ef6\u8fb9\u754c\u68c0\u6d4b\u53cc\u91cd\u9a8c\u8bc1<\/strong>\uff1a\u5148\u901a\u8fc7PySceneDetect\u57fa\u4e8e\u5e27\u5dee\u5f02\u5206\u5272\u89c6\u9891\uff0c\u518d\u901a\u8fc7\u8bed\u4e49\u5408\u5e76\uff08\u8ba1\u7b97\u76f8\u90bb\u5b50\u7247\u6bb5\u7684\u5e27\u7279\u5f81\u4e00\u81f4\u6027\u4e0e\u5b9e\u4f8b\u4f4d\u7f6e\u8ddd\u79bb\uff0c\u5408\u5e76\u540c\u4e8b\u4ef6\u7247\u6bb5\uff09\uff0c\u786e\u4fdd\u7247\u6bb5\u8bed\u4e49\u8fde\u8d2f\u6027\uff1b<\/li>\n\n\n\n<li><strong>\u7ed3\u6784\u5316\u4fe1\u606f\u7ec4\u7ec7<\/strong>\uff1a\u6784\u5efa\u5b9e\u4f8b-\u4e8b\u4ef6\u77e9\u9635\uff0c\u660e\u786e\u5b9e\u4f8b\u4e0e\u4e8b\u4ef6\u7684\u65f6\u7a7a\u5173\u8054\uff0c\u4e3aLLM\u751f\u6210\u6307\u4ee4\u63d0\u4f9b\u7ed3\u6784\u5316\u8f93\u5165\uff0c\u907f\u514d\u4fe1\u606f\u6df7\u4e71\uff1b<\/li>\n\n\n\n<li><strong>LLM\u6307\u4ee4\u751f\u6210\u8d28\u63a7<\/strong>\uff1a\u7528Vicuna LLM\u7ed3\u5408\u56fa\u5b9a\u6a21\u677f\u751f\u6210\u6307\u4ee4\uff0c\u786e\u4fdd\u6307\u4ee4\u4e0e\u7247\u6bb5\u5185\u5bb9\u5339\u914d\uff0c\u4e14\u4efb\u52a1\u7c7b\u578b\u8986\u76d6\u7247\u6bb5\u7406\u89e3\u4e0e\u5b9a\u4f4d\u7684\u6838\u5fc3\u573a\u666f\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u95ee\u98983\u5728\u96f6\u6837\u672c\u8bc4\u4f30\u4e2dmomentor\u5728\u54ea\u4e9b\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u6700\u663e\u8457\u7684\u4f18\u52bf\u8fd9\u4e9b\u4f18\u52bf\u80cc\u540e\u7684\u6838\u5fc3\u6280\u672f\u652f\u6491\u662f\u4ec0\u4e48\">\u95ee\u98983\uff1a\u5728\u96f6\u6837\u672c\u8bc4\u4f30\u4e2d\uff0cMomentor\u5728\u54ea\u4e9b\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u6700\u663e\u8457\u7684\u4f18\u52bf\uff1f\u8fd9\u4e9b\u4f18\u52bf\u80cc\u540e\u7684\u6838\u5fc3\u6280\u672f\u652f\u6491\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p>\u7b54\u6848\uff1a### 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