{"id":34555,"date":"2024-12-08T22:56:58","date_gmt":"2024-12-08T14:56:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=34555"},"modified":"2024-12-08T22:56:58","modified_gmt":"2024-12-08T14:56:58","slug":"7b%e6%9c%80%e5%bc%ba%e9%95%bf%e8%a7%86%e9%a2%91%e6%a8%a1%e5%9e%8b%ef%bc%81-longva%e8%a7%86%e9%a2%91%e7%90%86%e8%a7%a3%e8%b6%85%e5%8d%83%e5%b8%a7%ef%bc%8c%e9%9c%b8%e6%a6%9c%e5%a4%9a%e4%b8%aa%e6%a6%9c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34555","title":{"rendered":"7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-15-7\" target=\"_blank\">7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u4e3b\u8981\u4f5c\u8005\u6765\u81ea LMMs-Lab \u56e2\u961f\u4e0e\u65b0\u52a0\u5761\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3002\u5171\u540c\u4e00\u4f5c\u4e2d\uff0c\u5f20\u57f9\u6e90\u662f\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u7814\u7a76\u52a9\u7406\uff0c\u5f20\u607a\u5bb8\u662f\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u56db\u5e74\u7ea7\u672c\u79d1\u751f\uff0c\u674e\u535a\u4e3a\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u4e09\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u6307\u5bfc\u6559\u5e08\u4e3a MMLab@NTU \u5218\u5b50\u7eac\u6559\u6388\u3002LMMs-Lab \u662f\u4e00\u4e2a\u7531\u5b66\u751f\u3001\u7814\u7a76\u4eba\u5458\u548c\u6559\u5e08\u7ec4\u6210\u7684\u56e2\u961f\uff0c\u81f4\u529b\u4e8e\u591a\u6a21\u6001\u6a21\u578b\u7684\u7814\u7a76\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u591a\u6a21\u6001\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u5168\u9762\u8bc4\u4f30\uff0c\u6b64\u524d\u7684\u5de5\u4f5c\u5305\u62ec\u591a\u6a21\u6001\u6d4b\u8bc4\u6846\u67b6 lmms-eval \u7b49\u3002<\/strong><\/p>\n<p>\u4e3a\u4ec0\u4e48\u8bf4\u7406\u89e3\u957f\u89c6\u9891\u96be\u5982 \u201c\u5927\u6d77\u635e\u9488\u201d\uff1f<\/p>\n<p>\u73b0\u6709\u7684 LMMs \u5728\u5904\u7406\u957f\u89c6\u9891\u65f6\u9762\u4e34\u7684\u4e00\u4e2a\u4e3b\u8981\u6311\u6218\u662f\u89c6\u89c9 token \u6570\u91cf\u8fc7\u591a\u3002\u6bd4\u5982\uff0cLLaVA-1.6 \u5bf9\u5355\u5f20\u56fe\u7247\u5c31\u80fd\u751f\u6210 576 \u5230 2880 \u4e2a\u89c6\u89c9 token\u3002\u89c6\u9891\u5e27\u6570\u8d8a\u591a\uff0ctoken \u6570\u91cf\u4e5f\u5c31\u66f4\u591a\u3002\u867d\u7136 BLIP2,LLaMA-VID, Chat-UniVI \u7b49\u5de5\u4f5c \u901a\u8fc7\u6539\u52a8 ViT \u548c<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e4b\u95f4\u7684\u8fde\u63a5\u5c42\u6765\u51cf\u5c11\u89c6\u89c9 token \u6570\u91cf\uff0c\u4f46\u4ecd\u7136\u4e0d\u80fd\u5904\u7406\u7279\u522b\u591a\u7684\u5e27\u6570\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7f3a\u4e4f\u9ad8\u8d28\u91cf\u7684\u957f\u89c6\u9891\u6570\u636e\u96c6\u4e5f\u662f\u4e00\u5927\u74f6\u9888\u3002\u73b0\u6709\u8bad\u7ec3\u6570\u636e\u96c6\u5927\u591a\u662f 1 \u5206\u949f\u5185\u7684\u77ed\u89c6\u9891\uff0c\u5373\u4f7f\u6709\u957f\u89c6\u9891\uff0c\u6807\u6ce8\u7684\u6587\u672c\u5bf9\u4ec5\u9650\u4e8e\u89c6\u9891\u7684\u51e0\u4e2a\u5e27\uff0c\u7f3a\u4e4f\u5bc6\u96c6\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p>\u8fd1\u65e5 LMMs-Lab, \u5357\u6d0b\u7406\u5de5\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86 LongVA \u957f\u89c6\u9891\u6a21\u578b\uff0c \u5b83\u53ef\u4ee5\u7406\u89e3\u8d85\u8fc7\u5343\u5e27\u7684\u89c6\u9891\u6570\u636e\uff0c\u8d85\u8d8a\u4e86\u5f53\u524d\u4e00\u4f17\u5f00\u6e90\u89c6\u9891\u591a\u6a21\u6001\u6a21\u578b\u7684\u6027\u80fd\uff01<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-697ec25cc005fc19f9f2caed9f468085.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-697ec25cc005fc19f9f2caed9f468085.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2406.16852<\/p>\n<\/li>\n<li>\n<p>\u6f14\u793a\u5730\u5740\uff1ahttps:\/\/longva-demo.lmms-lab.com\/<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/EvolvingLMMs-Lab\/LongVA<\/p>\n<\/li>\n<\/ul>\n<p>\u4f5c\u8005\u56e2\u961f\u9996\u6b21\u5728\u591a\u6a21\u6001\u9886\u57df\u63d0\u51fa\u957f\u4e0a\u4e0b\u6587\u8fc1\u79fb\uff08Long Context Transfer\uff09\uff0c\u8fd9\u4e00\u6280\u672f\u4f7f\u5f97\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMMs\uff09\u80fd\u591f\u5728\u4e0d\u8fdb\u884c\u957f\u89c6\u9891\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u5904\u7406\u548c\u7406\u89e3\u8d85\u957f\u89c6\u9891\u3002\u4ed6\u4eec\u7684\u65b0\u6a21\u578b LongVA \u80fd\u591f\u5904\u7406 2000 \u5e27\u6216\u8005\u8d85\u8fc7 20 \u4e07\u4e2a\u89c6\u89c9 token, \u5728\u89c6\u9891\u7406\u89e3\u699c\u5355 Video-MME \u4e0a\u5b9e\u73b0\u4e86 7B \u89c4\u6a21\u7684 SoTA\u3002\u5728\u6700\u65b0\u7684\u957f\u89c6\u9891 MLVU \u699c\u5355\u4e0a\uff0c LongVA \u66f4\u662f\u4ec5\u6b21\u4e8e GPT4-o \u7684\u6700\u5f3a\u6a21\u578b\uff01<\/p>\n<p>LongVA \u7684\u4f5c\u8005\u603b\u7ed3\u4e86\u4e0b\u9762\u8fd9\u5f20\u56fe\uff0c \u53ef\u4ee5\u770b\u5230\uff0c\u76ee\u524d\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u957f\u89c6\u9891\u7406\u89e3\u4e0a\u8fd8\u4e0d\u5c3d\u5982\u4eba\u610f\uff0c\u80fd\u591f\u5904\u7406\u7684\u5e27\u6570\u9650\u5236\u4e86\u957f\u89c6\u9891\u7684\u5904\u7406\u548c\u7406\u89e3\u3002\u4e3a\u4e86\u5904\u7406\u66f4\u591a\u7684\u5e27\uff0cLLaMA-VID \u7b49\u5de5\u4f5c\u4e0d\u5f97\u4e0d\u6025\u5267\u538b\u7f29\u5355\u5f20\u5e27\u5bf9\u5e94\u7684 token \u6570\u91cf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-091107dc5f8a93198e870c7ffc683e22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-091107dc5f8a93198e870c7ffc683e22.png\"><\/a><\/p>\n<p><strong>\u957f\u4e0a\u4e0b\u6587\u8fc1\u79fb<\/strong><\/p>\n<p>\u9488\u5bf9\u5904\u7406\u957f\u89c6\u9891\u9762\u4e34\u7684\u6311\u6218\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 \u201c\u957f\u4e0a\u4e0b\u6587\u8fc1\u79fb\u201d \u8fd9\u4e00\u5168\u65b0\u601d\u8def\u3002\u4ed6\u4eec\u8ba4\u4e3a\uff0c \u76ee\u524d\u957f\u89c6\u9891\u5927\u6a21\u578b\u7684\u591a\u5e27\u74f6\u9888\u4e0d\u5728\u5982\u5982\u4f55\u4ece Vision Encoder \u62bd\u53d6\u538b\u7f29\u7684\u7279\u5f81\u4e0a\u9762\uff08\u4e0b\u56fe(a)\uff09\uff0c \u800c\u5728\u4e8e\u6269\u5c55\u6a21\u578b\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u4e0a\u3002<\/p>\n<p>\u4ed6\u4eec\u53d1\u73b0\uff0c\u901a\u8fc7\u7b80\u5355\u5730\u6269\u5c55<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u5728\u6587\u5b57\u4e0a\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4ed6\u4eec\u80fd\u6210\u529f\u5730\u5c06\u8fd9\u79cd\u80fd\u529b\u4f20\u9012\u5230\u89c6\u89c9\u6a21\u6001\u4e0a\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u4efb\u4f55\u957f\u89c6\u9891\u8bad\u7ec3\u3002\u5177\u4f53\u505a\u6cd5\u662f\uff0c\u9996\u5148\u901a\u8fc7\u957f\u6587\u672c\u6570\u636e\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u7136\u540e\u5229\u7528\u77ed\u56fe\u50cf\u6570\u636e\u8fdb\u884c\u6a21\u6001\u5bf9\u9f50\u3002\u4ed6\u4eec\u53d1\u73b0\u5728\u8fd9\u6837\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u6d4b\u8bd5\u65f6\u5c31\u53ef\u4ee5\u76f4\u63a5\u7406\u89e3\u591a\u5e27\u7684\u89c6\u9891\uff0c \u7701\u53bb\u4e86\u957f\u89c6\u9891\u8bad\u7ec3\u7684\u5fc5\u8981\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b690a7bcb984ce3e641261b2b90f962f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b690a7bcb984ce3e641261b2b90f962f.png\"><\/a><\/p>\n<p>\u5728\u957f<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f5c\u8005\u56e2\u961f\u4f7f\u7528\u4e86 Qwen2-7B-Instruct \u4f5c\u4e3a\u5e95\u5ea7\uff0c\u5e76\u901a\u8fc7\u957f\u4e0a\u4e0b\u6587\u8bad\u7ec3\u5c06\u5176\u6587\u672c\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u5230 224K\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86 FlashAttention-2\u3001Ring Attention\u3001activation checkpoint \u548c parameter offload \u7b49\u591a\u79cd\u4f18\u5316\u7b56\u7565\uff0c\u4ee5\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u5185\u5b58\u5229\u7528\u7387\u3002<\/p>\n<p>\u5728\u6a21\u6001\u5bf9\u9f50\u9636\u6bb5\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u540d\u4e3a \u201cUniRes\u201d \u7684\u7edf\u4e00\u7f16\u7801\u65b9\u6848\uff0c\u7528\u4e8e\u540c\u65f6\u5904\u7406\u56fe\u50cf\u548c\u89c6\u9891\u3002UniRes \u65b9\u6848\u4e0e LLaVA-1.6 \u4e2d\u7684 AnyRes \u7f16\u7801\u65b9\u6848\u7c7b\u4f3c\uff0c\u4f46\u53bb\u5904\u4e86 base image \u90e8\u5206\uff0c\u9488\u5bf9\u6bcf\u4e2a grid \u5206\u522b\u4e00\u7ef4\u5316\uff0c\u5e76\u5728\u6bcf\u4e2a\u7f51\u683c\u5185\u8fdb\u884c\u4e86 2&#215;2 \u7279\u5f81<mark data-type=\"concepts\" data-id=\"0a4cedf0-0ee0-4406-946e-2877950da91d\">\u6c60\u5316<\/mark>\u3002\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u4e86\u5728\u5c06\u56fe\u50cf\u6570\u636e\u6269\u5c55\u5230\u89c6\u9891\u65f6\uff0c\u80fd\u591f\u4fdd\u6301\u4e00\u81f4\u7684\u8868\u793a\u5f62\u5f0f\u3002<\/p>\n<p>LongVA \u91c7\u7528\u4e86 \u201c\u77ed\u4e0a\u4e0b\u6587\u8bad\u7ec3\uff0c\u957f\u4e0a\u4e0b\u6587\u6d4b\u8bd5\u201d \u7684\u7b56\u7565\uff0c\u4e5f\u5c31\u662f\u8ba9\u6a21\u578b\u5728\u6a21\u6001\u5bf9\u9f50\u9636\u6bb5\u4ec5\u4f7f\u7528\u56fe\u50cf &#8211; \u6587\u672c\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u5728\u6d4b\u8bd5\u76f4\u63a5\u5229\u7528\u957f\u89c6\u9891\u8fdb\u884c\u5904\u7406\u6d4b\u8bd5\u3002\u8fd9\u79cd\u7b56\u7565\u6709\u6548\u5730\u5c55\u793a\u4e86\u957f\u4e0a\u4e0b\u6587\u8fc1\u79fb\u7684\u73b0\u8c61\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u672a\u8fdb\u884c\u957f\u89c6\u9891\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u83b7\u5f97\u7406\u89e3\u548c\u5904\u7406\u957f\u89c6\u9891\u7684\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6a9abf2ab57b436a36511a683f412ff1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6a9abf2ab57b436a36511a683f412ff1.png\"><\/a><\/p>\n<p><strong>LongVA \u7684\u8d85\u5f3a\u6027\u80fd<\/strong><\/p>\n<p>\u76ee\u524d\u8fd8\u6ca1\u6709\u8bc4\u4f30 LMMs \u957f\u89c6\u9891\u89c6\u89c9\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cLongVA \u56e2\u961f\u5c06\u5927\u6d77\u635e\u9488\u6d4b\u8bd5\u4ece\u6587\u672c\u6269\u5c55\u5230\u89c6\u89c9\uff0c\u5e76\u63d0\u51fa\u4e86 Visual Needle-In-A-Haystack (V-NIAH) <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u3002<\/p>\n<p>\u5728 V-NIAH \u6d4b\u8bd5\u4e2d\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86 5 \u4e2a\u56fe\u50cf\u95ee\u7b54\u95ee\u9898\uff0c\u5c06\u6bcf\u4e2a\u95ee\u9898\u4f5c\u4e3a\u5355\u5e27\u63d2\u5165\u5230\u6570\u5c0f\u65f6\u7684\u7535\u5f71\u4e2d\uff0c\u5e76\u4ee5 1 \u5e27 \/ \u79d2\u7684\u9891\u7387\u91c7\u6837\u89c6\u9891\u4f5c\u4e3a\u89c6\u89c9\u8f93\u5165\u3002\u8fd9\u4e9b \u201c\u9488\u201d \u7684\u56fe\u50cf\u6765\u6e90\u4e8e\u73b0\u6709\u7684<mark data-type=\"tech_methods\" data-id=\"1b43f9a4-2b64-48af-9f62-4f8690f6a486\">\u89c6\u89c9\u95ee\u7b54<\/mark>\u6570\u636e\u96c6\u6216 AI \u751f\u6210\u7684\u56fe\u50cf\uff0c\u8fd9\u6837\u662f\u4e3a\u4e86\u786e\u4fdd\u6a21\u578b\u65e0\u6cd5\u4ec5\u901a\u8fc7\u8bed\u8a00\u77e5\u8bc6\u6765\u56de\u7b54\u95ee\u9898\u3002\u6bcf\u4e2a\u95ee\u9898\u90fd\u5305\u542b\u4e00\u4e2a \u201c\u5b9a\u4f4d\u63d0\u793a\u201d\uff0c\u4f7f\u5f97\u6b63\u786e\u7684\u7cfb\u7edf\u6216\u4eba\u7c7b\u80fd\u591f\u4ece\u89c6\u9891\u4e2d\u5b9a\u4f4d \u201c\u9488\u201d \u5e27\u5e76\u56de\u7b54\u95ee\u9898\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8cb4d91f43ebe2fef36d81365ffb8b76.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8cb4d91f43ebe2fef36d81365ffb8b76.png\"><\/a><\/p>\n<p>V-NIAH \u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0cLongVA \u5728 2000 \u5e27\uff08\u6bcf\u5e27 144 \u4e2a token\uff09\u4ee5\u5185\u7684\u89c6\u89c9\u5927\u6d77\u635e\u9488\u6d4b\u8bd5\u51e0\u4e4e\u5168\u5bf9\uff0c \u5728 3000 \u5e27\u7684\u5c3a\u5ea6\u4e0a\u4e5f\u4fdd\u6301\u4e86\u4e0d\u9519\u7684\u6b63\u786e\u7387 \u3002\u6709\u8da3\u7684\u662f\uff0c\u548c<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7c7b\u4f3c\uff0c \u4ed6\u4eec\u53d1\u73b0 LongVA \u5728 V-NIAH \u4e0a\u4e5f\u5b58\u5728\u4e00\u5b9a\u7a0b\u5ea6\u7684 Lost-In-The-Middle \u73b0\u8c61\u3002<\/p>\n<p>\u5728\u6700\u8fd1<mark data-type=\"institutions\" data-id=\"e3f47c14-ff22-49c7-8e82-4745dc37b451\">\u817e\u8baf<\/mark>\uff0c\u4e2d\u79d1\u5927\u7b49\u673a\u6784\u63d0\u51fa\u7684 Video-MME \u699c\u5355\u4e0a\uff0c LongVA \u6392\u540d\u7b2c\u4e03\u5e76\u4e14\u8fbe\u5230\u4e86 7B \u6a21\u578b\u7684 SoTA\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c8702e19716f51a27683e63739308812.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c8702e19716f51a27683e63739308812.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0https:\/\/video-mme.github.io\/home_page.html#leaderboard<\/sup><\/em><\/p>\n<p>\u5728\u667a\u6e90\u8054\u5408\u5317\u90ae\u3001\u5317\u5927\u548c\u6d59\u5927\u7b49\u591a\u6240\u9ad8\u6821\u63a8\u51fa\u7684 MLVU <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\uff0c LongVA \u66f4\u662f\u4ec5\u6b21\u4e8e GPT-4o\uff0c \u4f4d\u5217\u6700\u5f3a\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aeb2e27283b62fcf6e66a82d3fb06753.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aeb2e27283b62fcf6e66a82d3fb06753.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 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 https:\/\/github.com\/JUNJIE99\/MLVU\/<\/sup><\/em><\/p>\n<p>\u4f5c\u8005\u56e2\u961f\u5728\u8bba\u6587\u4e2d\u4e5f\u9644\u4e0a\u4e86\u4e00\u4e9b\u6548\u679c\u5c55\u793a\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d5e38a57420205e243500af2efcc1b70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d5e38a57420205e243500af2efcc1b70.png\"><\/a><\/p>\n<p>\u66f4\u591a\u7ec6\u8282\uff0c \u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u67e5\u770b\u539f\u8bba\u6587\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-15-7\" target=\"_blank\">7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01  [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68],"class_list":["post-34555","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=34555\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=34555\",\"url\":\"https:\/\/17aitech.com\/?p=34555\",\"name\":\"7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=34555#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=34555#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png\",\"datePublished\":\"2024-12-08T14:56:58+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=34555#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=34555\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=34555#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=34555#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=34555","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=34555","url":"https:\/\/17aitech.com\/?p=34555","name":"7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=34555#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=34555#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png","datePublished":"2024-12-08T14:56:58+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=34555#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=34555"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=34555#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-340dfaf1c281191f80ef02812d29ad39.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=34555#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"7B\u6700\u5f3a\u957f\u89c6\u9891\u6a21\u578b\uff01 LongVA\u89c6\u9891\u7406\u89e3\u8d85\u5343\u5e27\uff0c\u9738\u699c\u591a\u4e2a\u699c\u5355"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34555","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=34555"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34555\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=34555"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=34555"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=34555"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}