{"id":13385,"date":"2026-10-15T21:04:52","date_gmt":"2026-10-15T13:04:52","guid":{"rendered":"https:\/\/infernews.com\/blog\/videojev\/"},"modified":"2026-10-15T21:10:59","modified_gmt":"2026-10-15T13:10:59","slug":"videojev","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/videojev\/","title":{"rendered":"VideoJev \u52a0\u901f\u5f71\u7247\u7406\u89e3\uff0c\u554f\u7b54\u63a8\u7406\u5feb\u903e\u767e\u500d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/VideoJev.jpg\" alt=\"VideoJev\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8655\u7406\u9577\u7247\u6bb5\u3001\u91cd\u8907\u63d0\u554f\u6216\u9700\u8981\u627e\u51fa\u4e8b\u4ef6\u6642\u9593\u7684\u5de5\u4f5c\u6642\uff0cVideoJev \u4e0d\u5fc5\u9010\u5b57\u751f\u6210\u7b54\u6848\uff0c\u800c\u662f\u76f4\u63a5\u6bd4\u8f03\u5019\u9078\u6642\u9593\u5340\u9593\u548c\u7b54\u6848\u9078\u9805\u3002\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u5f71\u7247\u7406\u89e3\u6a21\u578b\uff0c\u5be6\u969b\u8655\u7406 temporal grounding \u8207 multiple-choice video QA\uff0c\u4e26\u5c07\u5169\u9805\u4efb\u52d9\u653e\u9032\u540c\u4e00\u500b\u6c7a\u7b56\u4ecb\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4ee5\u5171\u4eab\u5f71\u7247\u8a08\u7b97\u914d\u5408 Cached inference \u548c Joint inference\uff1a\u524d\u8005\u4fdd\u7559\u5df2\u8655\u7406\u7684\u8996\u89ba\u8cc7\u8a0a\uff0c\u65b9\u4fbf\u5f8c\u7e8c\u67e5\u8a62\uff1b\u5f8c\u8005\u8b93\u591a\u689d\u554f\u984c\u5728\u4e00\u6b21 forward pass \u4e2d\u5b8c\u6210\u3002\u76f8\u8f03\u4f9d\u9760 autoregressive decoding \u7684 video multimodal large language models\uff0c\u76f4\u63a5\u5019\u9078\u8a55\u5206\u8f03\u9069\u5408\u5927\u91cf\u3001\u7d50\u69cb\u6e05\u6670\u7684\u5224\u65b7\uff0c\u4f46\u4e0d\u8ca0\u8cac\u81ea\u7531\u751f\u6210\u9577\u7bc7\u7b54\u6848\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/cdn-uploads.huggingface.co\\\/production\\\/uploads\\\/61bda7dda3082b8d007d6195\\\/eKx7a8gmfTPQUQ88F0hic.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>VideoJev-4B \u5efa\u57fa\u65bc Qwen3.5-4B\uff0cVideoJev-35B-A3B \u5efa\u57fa\u65bc Qwen3.6-35B-A3B<\/li>\n\n\n\n<li>\u5169\u500b\u6a21\u578b\u5747\u63d0\u4f9b BF16\u3001Safetensors \u6b0a\u91cd\u53ca Hugging Face checkpoint<\/li>\n\n\n\n<li>\u4e09\u500b temporal grounding benchmark \u7684 mIoU\uff0c\u8f03\u5404\u81ea backbone \u5206\u5225\u63d0\u5347 6.7 \u548c 10.8 \u5206<\/li>\n\n\n\n<li>\u56db\u500b\u5f71\u7247\u554f\u7b54 benchmark \u5728 Thinking mode \u7dad\u6301\u76f8\u8fd1\u8868\u73fe\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u8d85\u904e 100 \u500d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u7d50\u679c\u4ea6\u91cf\u5f97 temporal grounding \u7d04 2.8 \u81f3 3.1 \u500d\u52a0\u901f\uff0c\u986f\u793a\u5b83\u8f03\u9069\u5408\u5f71\u7247\u641c\u5c0b\u3001\u5167\u5bb9\u7d22\u5f15\u3001\u76e3\u63a7\u7247\u6bb5\u5b9a\u4f4d\uff0c\u4ee5\u53ca\u9700\u8981\u9023\u7e8c\u63d0\u51fa\u591a\u689d\u554f\u984c\u7684\u8996\u89ba\u4ee3\u7406\u5de5\u4f5c\u6d41\u3002\u8a66\u7528\u53ef\u6309\u5132\u5b58\u5eab\u63d0\u4f9b\u7684\u74b0\u5883\u8a2d\u5b9a\uff0c\u900f\u904e Transformers \u7684 AutoModel\u3001AutoProcessor \u8f09\u5165 Hugging Face \u6b0a\u91cd\uff0c\u518d\u4ee5\u793a\u7bc4\u5f71\u7247\u6e2c\u8a66\uff1b\u4e0d\u904e\u5132\u5b58\u5eab\u8cc7\u6599\u672a\u4ea4\u4ee3\u786c\u4ef6\u9580\u6abb\uff0cBF16 \u6a21\u578b\u7684\u8a18\u61b6\u9ad4\u9700\u6c42\u4ecd\u9700\u6309\u90e8\u7f72\u74b0\u5883\u81ea\u884c\u78ba\u8a8d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/mcg-nju.github.io\/VideoJev\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/MCG-NJU\/VideoJev\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/MCG-NJU\/videojev\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>VideoJev \u628a\u6642\u9593\u5b9a\u4f4d\u8207\u9078\u64c7\u984c\u5f71\u7247\u554f\u7b54\u653e\u9032\u540c\u4e00\u500b\u8a55\u5206\u4ecb\u9762\uff0c\u6e1b\u5c11\u751f\u6210\u5f0f\u56de\u7b54\u7684\u5ef6\u9072\u3002<\/p>\n","protected":false},"author":8,"featured_media":13384,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,198,162,76,119,185,31,150,199],"tags":[],"class_list":["post-13385","post","type-post","status-publish","format-standard","hentry","category-133","category-198","category-ai-productions","category-76","category-119","category-qwen","category-video","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13385","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=13385"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13385\/revisions"}],"predecessor-version":[{"id":13387,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13385\/revisions\/13387"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13384"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13385"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13385"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13385"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}