{"id":37388,"date":"2025-01-27T17:00:12","date_gmt":"2025-01-27T09:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=37388"},"modified":"2025-01-27T17:00:12","modified_gmt":"2025-01-27T09:00:12","slug":"%e6%9d%8e%e9%a3%9e%e9%a3%9e%e3%80%81%e8%b0%a2%e8%b5%9b%e5%ae%81%e7%ad%89%e6%8e%a2%e7%b4%a2mllm%e3%80%8c%e8%a7%86%e8%a7%89%e7%a9%ba%e9%97%b4%e6%99%ba%e8%83%bd%e3%80%8d%ef%bc%8c%e7%bd%91%e5%8f%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37388","title":{"rendered":"\u674e\u98de\u98de\u3001\u8c22\u8d5b\u5b81\u7b49\u63a2\u7d22MLLM\u300c\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u300d\uff0c\u7f51\u53cb\uff1a2025\u6709\u76fc\u5934\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-23-5\" target=\"_blank\">\u674e\u98de\u98de\u3001\u8c22\u8d5b\u5b81\u7b49\u63a2\u7d22MLLM\u300c\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u300d\uff0c\u7f51\u53cb\uff1a2025\u6709\u76fc\u5934\u4e86<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"22\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5e0c\u671b 2025 \u5e74 AI \u9886\u57df\u80fd\u5e26\u6765\u63a8\u7406\u4e4b\u5916\u7684\u7a81\u7834\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u8d2d\u4e70\u5bb6\u5177\u65f6\uff0c\u6211\u4eec\u4f1a\u5c1d\u8bd5\u56de\u5fc6\u8d77\u6211\u4eec\u7684\u5ba2\u5385\uff0c\u4ee5\u60f3\u8c61\u4e00\u4e2a\u5fc3\u4eea\u7684\u6a71\u67dc\u662f\u5426\u5408\u9002\u3002\u867d\u7136\u4f30\u8ba1\u8ddd\u79bb\u662f\u56f0\u96be\u7684\uff0c\u4f46\u5373\u4f7f\u53ea\u662f\u770b\u8fc7\u4e00\u6b21\uff0c\u4eba\u7c7b\u4e5f\u80fd\u5728\u8111\u6d77\u91cc\u91cd\u5efa\u7a7a\u95f4\uff0c\u56de\u5fc6\u8d77\u623f\u95f4\u91cc\u7684\u7269\u4f53\u3001\u5b83\u4eec\u7684\u4f4d\u7f6e\u548c\u5927\u5c0f\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u751f\u6d3b\u5728\u4e00\u4e2a\u611f\u5b98\u4e30\u5bcc\u7684 3D \u4e16\u754c\u4e2d\uff0c\u89c6\u89c9\u4fe1\u53f7\u56f4\u7ed5\u7740\u6211\u4eec\uff0c\u8ba9\u6211\u4eec\u80fd\u591f\u611f\u77e5\u3001\u7406\u89e3\u548c\u4e0e\u4e4b\u4e92\u52a8\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u56e0\u4e3a\u4eba\u7c7b\u62e5\u6709\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\uff08visual-spatial intelligence\uff09\uff0c\u80fd\u591f\u901a\u8fc7\u8fde\u7eed\u7684\u89c6\u89c9\u89c2\u5bdf\u8bb0\u4f4f\u7a7a\u95f4\u3002\u7136\u800c\uff0c\u5728\u767e\u4e07\u7ea7\u89c6\u9891\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b (MLLM) \u662f\u5426\u4e5f\u80fd\u901a\u8fc7\u89c6\u9891\u5728\u7a7a\u95f4\u4e2d\u601d\u8003\uff0c\u5373\u7a7a\u95f4\u601d\u7ef4\uff08Thinking in Space\uff09\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5728\u89c6\u89c9\u7a7a\u95f4\u9886\u57df\u63a8\u8fdb\u8fd9\u79cd\u667a\u80fd\uff0c\u6765\u81ea\u7ebd\u7ea6\u5927\u5b66\u3001\u8036\u9c81\u5927\u5b66\u3001\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u8005\u5f15\u5165\u4e86 VSI-Bench\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u89c6\u9891\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6db5\u76d6\u4e86\u8fd1 290 \u4e2a\u771f\u5b9e\u5ba4\u5185\u573a\u666f\u89c6\u9891\uff0c\u5305\u542b\u8d85\u8fc7 5000 \u4e2a\u95ee\u7b54\u5bf9\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0c\u89c6\u9891\u6570\u636e\u662f\u901a\u8fc7\u6355\u6349\u8fde\u7eed\u7684\u3001\u65f6\u95f4\u6027\u7684\u8f93\u5165\u6765\u5b8c\u6210\u7684\uff0c\u4e0d\u4ec5\u4e0e\u6211\u4eec\u89c2\u5bdf\u4e16\u754c\u7684\u65b9\u5f0f\u76f8\u4f3c\uff0c\u800c\u4e14\u6bd4\u9759\u6001\u56fe\u50cf\u66f4\u80fd\u4e30\u5bcc\u7a7a\u95f4\u7406\u89e3\u548c\u63a8\u7406\u3002\u5728 VSI-Bench \u4e0a\u8bc4\u4f30\u5f00\u6e90\u548c\u95ed\u6e90\u6a21\u578b\u663e\u793a\uff0c\u5c3d\u7ba1\u6a21\u578b\u4e0e\u4eba\u7c7b\u4e4b\u95f4\u5b58\u5728\u8f83\u5927\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u5c3d\u7ba1 MLLM \u9762\u4e34\u89c6\u9891\u7406\u89e3\u3001\u6587\u672c\u7406\u89e3\u548c\u7a7a\u95f4\u63a8\u7406\u7684\u6311\u6218\uff0c\u4f46\u5176\u4ecd\u5c55\u73b0\u51fa\u4e86\u65b0\u5174\u7684\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5bf9\u6a21\u578b\u884c\u4e3a\u5c55\u5f00\u7814\u7a76\uff0c\u672c\u6587\u53d7\u5230\u53cc\u91cd\u7f16\u7801\u7406\u8bba\u7684\u542f\u53d1\uff08\u8be5\u7406\u8bba\u8ba4\u4e3a\u8bed\u8a00\u5904\u7406\u548c\u89c6\u89c9\u5904\u7406\u65e2\u6709\u533a\u522b\u53c8\u76f8\u4e92\u8865\u5145\uff09\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u7528\u4e8e\u81ea\u6211\u89e3\u91ca\uff08\u8bed\u8a00\uff09\u548c\u8ba4\u77e5\u56fe\uff08\u89c6\u89c9\uff09\u7684\u9009\u62e9\u6a21\u578b\uff08selected models\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a055f394ea4719387d69eb092ee3c541.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a055f394ea4719387d69eb092ee3c541.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2412.14171v1<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u4e3b\u9875\uff1ahttps:\/\/vision-x-nyu.github.io\/thinking-in-space.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aThinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u7bc7\u8bba\u6587\u4f5c\u8005\u6709\u6211\u4eec\u719f\u6089\u7684\u65af\u5766\u798f\u5927\u5b66\u6559\u6388\u674e\u98de\u98de\uff0c\u5979\u63d0\u5021\u7684\u300c\u7a7a\u95f4\u667a\u80fd\u300d\u6700\u8fd1\u6b63\u5728\u5f15\u9886 AI \u53d1\u5c55\u65b9\u5411\uff0c\u8fd8\u6709\u7ebd\u7ea6\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u52a9\u7406\u6559\u6388\u8c22\u8d5b\u5b81\u7b49\u3002<\/section>\n<section><\/section>\n<section>\u8c22\u8d5b\u5b81\u8868\u793a\uff0c\u300c\u89c6\u9891\u7406\u89e3\u662f\u4e0b\u4e00\u4e2a\u7814\u7a76\u524d\u6cbf\uff0c\u4f46\u5e76\u975e\u6240\u6709\u89c6\u9891\u90fd\u662f\u4e00\u6837\u7684\u3002\u6a21\u578b\u73b0\u5728\u53ef\u4ee5\u901a\u8fc7 youtube \u7247\u6bb5\u548c\u6545\u4e8b\u7247\u8fdb\u884c\u63a8\u7406\uff0c\u4f46\u662f\u6211\u4eec\u672a\u6765\u7684 AI \u52a9\u624b\u5728\u65e5\u5e38\u7a7a\u95f4\u4e2d\u5bfc\u822a\u548c\u7ecf\u9a8c\u5982\u4f55\u5462\uff1f\u7a7a\u95f4\u601d\u7ef4\u6b63\u662f\u4e3a\u8fd9\u4e00\u95ee\u9898\u8bde\u751f\u7684\uff0c\u6211\u4eec\u7684\u6700\u65b0\u7814\u7a76 VSI-Bench\uff0c\u53ef\u4ee5\u63a2\u7d22\u591a\u6a21\u6001 LLM \u5982\u4f55\u770b\u5f85\u3001\u8bb0\u5fc6\u548c\u56de\u5fc6\u7a7a\u95f4\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dc671defecc1837af4683c70de99d42b.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dc671defecc1837af4683c70de99d42b.gif\"><\/a><\/section>\n<section>\u300c\u5728\u89c6\u89c9\u5904\u7406\u65b9\u9762\uff0c\u6211\u4eec\u901a\u5e38\u5904\u7406\u7a7a\u95f4\u95ee\u9898\uff0c\u4f46\u5f88\u5c11\u8fdb\u884c\u63a8\u7406\uff1b\u800c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u867d\u7136\u80fd\u591f\u601d\u8003\uff0c\u4f46\u901a\u5e38\u5ffd\u7565\u4e86\u903b\u8f91\u7a7a\u95f4\u3002\u7136\u800c\uff0c\u4f5c\u4e3a\u4eba\u7c7b \u2014\u2014 \u65e0\u8bba\u662f\u505a\u5fc3\u7406\u65cb\u8f6c\u6d4b\u8bd5\u8fd8\u662f\u4e3a\u65b0\u5bb6\u5b9a\u5236\u5bb6\u5177 \u2014\u2014 \u6211\u4eec\u4f9d\u8d56\u4e8e\u7a7a\u95f4\u548c\u89c6\u89c9\u601d\u7ef4 \u3002\u800c\u8fd9\u4e9b\u601d\u7ef4\u5e76\u4e0d\u603b\u80fd\u5f88\u597d\u5730\u8f6c\u5316\u4e3a\u8bed\u8a00\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b57e6a390983739cbb6c229c73ffbe1a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b57e6a390983739cbb6c229c73ffbe1a.png\"><\/a><\/section>\n<section>\u300c\u6211\u4eec\u901a\u8fc7\u7814\u7a76\u6db5\u76d6\u5404\u79cd\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u4efb\u52a1\uff08\u5173\u7cfb\u548c\u5ea6\u91cf\uff09\u7684\u65b0\u57fa\u51c6\u6765\u63a2\u7d22\u8fd9\u4e00\u70b9\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-79910b02dd820ae9991799f64123564d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-79910b02dd820ae9991799f64123564d.png\"><\/a><\/section>\n<section>\u674e\u98de\u98de\u4e5f\u5bf9\u8fd9\u9879\u7814\u7a76\u8fdb\u884c\u4e86\u5ba3\u4f20\uff0c\u5979\u8868\u793a\u8fd9\u9879\u540d\u4e3a\u300cThinking in Space\u300d\u7684\u7814\u7a76\uff0c\u662f\u5bf9 LLM\uff08\u5927\u90e8\u5206\u90fd\u5931\u8d25\u4e86\uff09\u5728\u7a7a\u95f4\u63a8\u7406\u65b9\u9762\u8868\u73b0\u7684\u8bc4\u4f30\uff0c\u800c\u7a7a\u95f4\u63a8\u7406\u5bf9\u4eba\u7c7b\u667a\u80fd\u81f3\u5173\u91cd\u8981\u30022025 \u5e74\u8fd8\u6709\u66f4\u591a\u503c\u5f97\u671f\u5f85\u7684\u4e8b\u60c5\uff0c\u4ee5\u7a81\u7834\u7a7a\u95f4\u667a\u80fd\u7684\u754c\u9650\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6c6f890aa9a0545dea07f6fb3fdfcbc9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6c6f890aa9a0545dea07f6fb3fdfcbc9.png\"><\/a><\/section>\n<section>\u5728\u674e\u98de\u98de\u7684\u8fd9\u6761\u63a8\u6587\u4e0b\uff0c\u7f51\u53cb\u5df2\u7ecf\u5f00\u59cb\u671f\u5f85\u5373\u5c06\u5230\u6765\u7684 2025 \u5e74\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-58fe5763dfdb72d645f88a831e01a88d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-58fe5763dfdb72d645f88a831e01a88d.png\"><\/a><\/section>\n<section>\u5728\u8bba\u6587\u4e3b\u9875\u7ed9\u51fa\u7684 Demo \u4e2d\uff0c\u4f5c\u8005\u63d0\u4f9b\u4e86\u8c37\u6b4c Gemini \u6a21\u578b\u5728\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u4e0a\u7684\u4e00\u4e9b\u8868\u73b0\u3002\uff08\u4ee5\u4e0b\u89c6\u9891\u5747\u4ee5 2 \u500d\u901f\u64ad\u653e\u3002\uff09<\/section>\n<section><\/section>\n<section><strong>1\uff1a\u4f30\u8ba1\u76f8\u5bf9\u8ddd\u79bb<\/strong><a href=\"https:\/\/mp.weixin.qq.com\/s\/Z4Kv92fukfNTyE1tSpJslA?token=2132360016&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-417135e06344952cea91c3922cbffe25.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-417135e06344952cea91c3922cbffe25.png\"><\/a><\/a><\/section>\n<section>\u95ee\uff1a\u5982\u679c\u6211\u7ad9\u5728\u51b0\u7bb1\u65c1\u8fb9\uff0c\u9762\u5bf9\u7740\u6d17\u8863\u673a\uff0c\u7089\u5b50\u662f\u5728\u6211\u7684\u5de6\u8fb9\u3001\u53f3\u8fb9\u8fd8\u662f\u540e\u9762\u2026\u2026<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5ceb6380ac9930d623e60cecd6c31239.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5ceb6380ac9930d623e60cecd6c31239.png\"><\/a><\/section>\n<section><strong>2\uff1a\u8ba9\u5927\u6a21\u578b\u6570\u7269\u4f53<\/strong><a href=\"https:\/\/mp.weixin.qq.com\/s\/Z4Kv92fukfNTyE1tSpJslA?token=2132360016&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3fbd66cc649c4c56684ec30b260be80d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3fbd66cc649c4c56684ec30b260be80d.png\"><\/a><\/a><\/section>\n<section>\u95ee\uff1a\u623f\u95f4\u91cc\u6709\u51e0\u628a\u6905\u5b50\uff1fGemini-1.5 Pro \u7ed9\u51fa\u4e86 2\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-72d4cad6742c958034f98abeb40ce2ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-72d4cad6742c958034f98abeb40ce2ba.png\"><\/a><\/section>\n<section><strong>3\uff1a\u6839\u636e\u89c6\u9891\u731c\u6d4b\u7269\u4f53\u51fa\u73b0\u7684\u987a\u5e8f<a href=\"https:\/\/mp.weixin.qq.com\/s\/Z4Kv92fukfNTyE1tSpJslA?token=2132360016&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8c0df503fd5d6cb3a9d722e37091daf0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8c0df503fd5d6cb3a9d722e37091daf0.png\"><\/a><\/a><\/strong><\/section>\n<section>\u95ee\uff1a\u4ee5\u4e0b\u7c7b\u522b\u5728\u89c6\u9891\u4e2d\u7b2c\u4e00\u6b21\u51fa\u73b0\u7684\u987a\u5e8f\u662f\uff1a\u6bef\u5b50\u3001\u5783\u573e\u6876\u3001\u5fae\u6ce2\u7089\u3001\u690d\u7269\uff1fGemini \u7ed9\u51fa B \u9009\u9879\uff0c\u6b63\u786e\u7b54\u6848\u662f C\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-316b9eb8592b4ee67673a40cabd3fcad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-316b9eb8592b4ee67673a40cabd3fcad.png\"><\/a><\/section>\n<section><strong>4\uff1a\u4f30\u8ba1\u623f\u95f4\u5927\u5c0f<\/strong><a href=\"https:\/\/mp.weixin.qq.com\/s\/Z4Kv92fukfNTyE1tSpJslA?token=2132360016&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e133614946b361198b59a6bb91896f34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e133614946b361198b59a6bb91896f34.png\"><\/a><\/a><\/section>\n<section>\u95ee\uff1a\u8fd9\u4e2a\u623f\u95f4\u6709\u591a\u5927\uff08\u5e73\u65b9\u7c73\uff09\uff1f\u5982\u679c\u5c55\u793a\u4e86\u591a\u4e2a\u623f\u95f4\uff0c\u4f30\u8ba1\u4e00\u4e0b\u7ec4\u5408\u7a7a\u95f4\u7684\u5927\u5c0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-39e27817ebe236ff2e8f0f0ad05f8dbe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-39e27817ebe236ff2e8f0f0ad05f8dbe.png\"><\/a><\/section>\n<section>\u00a0<strong>VSI-Bench \u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>VSI-Bench \u662f\u4e00\u4e2a\u7528\u4e8e\u5b9a\u91cf\u8bc4\u4f30\u4ece\u7b2c\u4e00\u89c6\u89d2\u89c6\u9891\u51fa\u53d1\u7684 MLLM \u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u7684\u5de5\u5177\u3002VSI-Bench \u5305\u542b\u4e86\u8d85\u8fc7 5000 \u4e2a\u95ee\u7b54\u5bf9\uff0c\u8fd9\u4e9b\u95ee\u7b54\u5bf9\u6765\u6e90\u4e8e 288 \u4e2a\u771f\u5b9e\u89c6\u9891\u3002\u8fd9\u4e9b\u89c6\u9891\u5305\u62ec\u5c45\u4f4f\u7a7a\u95f4\u3001\u4e13\u4e1a\u573a\u6240\uff08\u4f8b\u5982\uff0c\u529e\u516c\u5ba4\u3001\u5b9e\u9a8c\u5ba4\uff09\u548c\u5de5\u4e1a\u573a\u6240\uff08\u4f8b\u5982\uff0c\u5de5\u5382\uff09\u2014\u2014 \u4ee5\u53ca\u591a\u4e2a\u5730\u7406\u533a\u57df\u3002VSI-Bench \u7684\u8d28\u91cf\u5f88\u9ad8\uff0c\u7ecf\u8fc7\u8fed\u4ee3\u5ba1\u67e5\u4ee5\u6700\u5c0f\u5316\u95ee\u9898\u7684\u6b67\u4e49\uff0c\u5e76\u79fb\u9664\u4e86\u4ece\u6e90\u6570\u636e\u96c6\u4e2d\u4f20\u64ad\u7684\u9519\u8bef\u6ce8\u91ca\u3002<\/section>\n<section><\/section>\n<section>VSI-Bench \u5305\u62ec\u516b\u9879\u4efb\u52a1\uff0c\u5982\u56fe 3 \u6240\u793a\uff0c\u5305\u62ec\uff1a\u7269\u4f53\u8ba1\u6570\u3001\u76f8\u5bf9\u8ddd\u79bb\u3001\u51fa\u73b0\u7684\u987a\u5e8f\u3001\u76f8\u5bf9\u65b9\u5411\u3001\u7269\u4f53\u5927\u5c0f\u3001\u7edd\u5bf9\u8ddd\u79bb\u3001\u623f\u95f4\u9762\u79ef\u3001\u8def\u5f84\u89c4\u5212\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1f1f1423a18deca9ef7eb719639cf12a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1f1f1423a18deca9ef7eb719639cf12a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 SI-Bench \u7684\u4efb\u52a1\u6f14\u793a\u3002\u6ce8\u610f\uff1a\u4e3a\u6e05\u6670\u7b80\u6d01\u8d77\u89c1\uff0c\u4e0a\u8ff0\u95ee\u9898\u7565\u4f5c\u7b80\u5316\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6570\u636e\u96c6\u7edf\u8ba1\u89c1\u56fe 5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-78c247eb17b2f35dee37d253a68db786.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-78c247eb17b2f35dee37d253a68db786.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u5f00\u53d1\u4e86\u4e00\u4e2a\u590d\u6742\u7684\u57fa\u51c6\u6784\u5efa\u6d41\u7a0b\uff0c\u4ee5\u6709\u6548\u5730\u5927\u89c4\u6a21\u751f\u6210\u9ad8\u8d28\u91cf\u95ee\u7b54\uff08QA\uff09\u5bf9\uff0c\u5982\u56fe 4 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d0e263936d0c8b1e1f35f7bafdba7370.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d0e263936d0c8b1e1f35f7bafdba7370.png\"><\/a><\/section>\n<section><strong>\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section>\u8bc4\u4f30\u8bbe\u7f6e\uff1a\u672c\u6587\u5bf9 15 \u4e2a\u652f\u6301\u89c6\u9891\u7684 MLLM \u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\u3002\u4e13\u6709\u6a21\u578b\u5305\u62ec Gemini-1.5 \u548c GPT-4o\u3002\u5f00\u6e90\u6a21\u578b\u5305\u62ec InternVL2\u3001ViLA\u3001LongViLA\u3001LongVA\u3001LLaVA-OneVision \u548c LLaVA-NeXT-Video \u3002<\/section>\n<section><\/section>\n<section>\u4e3b\u8981\u7ed3\u679c\uff1a\u901a\u8fc7 5000 \u591a\u4e2a\u95ee\u7b54\u5bf9\uff0c\u4f5c\u8005\u53d1\u73b0 MLLM \u8868\u73b0\u51fa\u4e86\u6709\u7ade\u4e89\u6027\u7684\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\uff08\u5c3d\u7ba1\u4ecd\u7136\u4f4e\u4e8e\u4eba\u7c7b\uff09\u3002Gemini Pro \u8868\u73b0\u6700\u4f73\uff0c\u4f46\u4e0e\u4eba\u7c7b\u7684\u8868\u73b0\u4ecd\u6709\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u4eba\u7c7b\u8bc4\u4f30\u8005\u7684\u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230 79%\uff0c\u6bd4\u6700\u4f73\u6a21\u578b\u9ad8\u51fa 33%\uff0c\u5728\u914d\u7f6e\u548c\u65f6\u7a7a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u63a5\u8fd1\u5b8c\u7f8e\uff0894%-100%\uff09\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5728\u9700\u8981\u7cbe\u786e\u4f30\u8ba1\u7684\u6d4b\u91cf\u4efb\u52a1\u4e0a\uff0c\u5dee\u8ddd\u7f29\u5c0f\u4e86\uff0cMLLM \u5728\u5b9a\u91cf\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u76f8\u5bf9\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e13\u6709\u6a21\u578b\u4e2d\uff0cGemini-1.5 Pro \u8131\u9896\u800c\u51fa\uff0c\u5c3d\u7ba1\u53ea\u5728 2D \u6570\u5b57\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5b83\u5927\u5927\u8d85\u8fc7\u4e86\u673a\u4f1a\u57fa\u7ebf\uff0c\u5e76\u5728\u7edd\u5bf9\u8ddd\u79bb\u548c\u623f\u95f4\u5927\u5c0f\u4f30\u8ba1\u7b49\u4efb\u52a1\u4e2d\u63a5\u8fd1\u4eba\u7c7b\u8868\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u8868\u73b0\u6700\u4f73\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u5982 LLaVA-NeXT-Video-72B \u548c LLaVA-OneVision-72B\uff0c\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\uff0c\u4ec5\u843d\u540e Gemini-1.5 Pro 4%-5%\u3002\u7136\u800c\uff0c\u5927\u591a\u6570\u5f00\u6e90\u6a21\u578b\uff087\/12\uff09\u90fd\u4f4e\u4e8e\u673a\u4f1a\u57fa\u7ebf\uff0c\u66b4\u9732\u51fa\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u7684\u660e\u663e\u7f3a\u9677\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-eda6fbc6da7f6da93cf8bc8382b15508.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-eda6fbc6da7f6da93cf8bc8382b15508.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u6210\u529f\u6216\u5931\u8d25\u7684\u65f6\u95f4\u548c\u539f\u56e0\uff0c\u5e76\u9610\u660e\u5b83\u4eec\u6240\u62e5\u6709\u7684\u89c6\u89c9\u7a7a\u95f4\u667a\u80fd\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u672c\u6587\u7814\u7a76\u4e86 MLLM \u5982\u4f55\u5728\u7a7a\u95f4\u8bed\u8a00\u4e2d\u601d\u8003\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u88ab\u8981\u6c42\u89e3\u91ca\u81ea\u5df1\u65f6\uff0cLLM \u8868\u793a\u7a7a\u95f4\u63a8\u7406\uff08\u800c\u4e0d\u662f\u7269\u4f53\u8bc6\u522b\u6216\u8bed\u8a00\u80fd\u529b\uff09\u662f\u4e3b\u8981\u74f6\u9888\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6210\u529f\u793a\u4f8b\u4e2d\uff0c\u8be5\u6a21\u578b\u5c55\u793a\u4e86\u9ad8\u7ea7\u89c6\u9891\u7406\u89e3\u80fd\u529b\uff0c\u5177\u6709\u51c6\u786e\u7684\u65f6\u95f4\u6233\u63cf\u8ff0\u548c\u6b63\u786e\u7684\u9010\u6b65\u63a8\u7406\u8fc7\u7a0b\u3002\u5168\u5c40\u5750\u6807\u7cfb\u7684\u4f7f\u7528\u8868\u660e MLLM \u53ef\u4ee5\u901a\u8fc7\u6574\u5408\u7a7a\u95f4\u80cc\u666f\u548c\u63a8\u7406\u6765\u6784\u5efa\u9690\u5f0f\u4e16\u754c\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-358f203c03bfac4fe82ca4ee4bf458c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-358f203c03bfac4fe82ca4ee4bf458c6.png\"><\/a><\/section>\n<section>\u9519\u8bef\u5206\u6790\uff1a\u5bf9 VSI-Bench\uff08tiny\uff09\u4e0a\u8868\u73b0\u6700\u4f73\u7684 MLLM \u7684\u9519\u8bef\u8fdb\u884c\u5206\u6790\uff0c\u53d1\u73b0\u4e3b\u8981\u6709\u56db\u79cd\u9519\u8bef\u7c7b\u578b\uff1a\u89c6\u89c9\u611f\u77e5\u3001\u8bed\u8a00\u667a\u80fd\u3001\u5173\u7cfb\u63a8\u7406\u548c\u7b2c\u4e00\u89c6\u89d2 &#8211; \u4ed6\u4eba\u89c6\u89d2\u8f6c\u6362\u3002\u56fe 6 \u663e\u793a\uff0c71% \u7684\u9519\u8bef\u6e90\u4e8e\u7a7a\u95f4\u63a8\u7406\uff0c\u7279\u522b\u662f\u5728\u7406\u89e3\u8ddd\u79bb\u3001\u5927\u5c0f\u548c\u65b9\u5411\u65b9\u9762\u3002\u8fd9\u8868\u660e\u7a7a\u95f4\u63a8\u7406\u4ecd\u7136\u662f\u63d0\u9ad8 VSI-Bench \u4e0a MLLM \u6027\u80fd\u7684\u5173\u952e\u74f6\u9888\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-072d5801ef682b759e5d57fa9cfaaf76.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-072d5801ef682b759e5d57fa9cfaaf76.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u53d1\u73b0\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u53d1\u73b0 1\uff1a\u7a7a\u95f4\u63a8\u7406\u662f\u5f71\u54cd MLLM \u5728 VSI-Bench \u4e0a\u7684\u4e3b\u8981\u74f6\u9888\u3002<\/section>\n<\/li>\n<li>\n<section>\u53d1\u73b0 2\uff1a\u8bed\u8a00\u63d0\u793a\u6280\u672f\u867d\u7136\u5728\u8bed\u8a00\u63a8\u7406\u548c\u4e00\u822c\u89c6\u89c9\u4efb\u52a1\u4e2d\u6709\u6548\uff0c\u4f46\u5bf9\u7a7a\u95f4\u63a8\u7406\u6709\u5bb3\u3002<\/section>\n<\/li>\n<li>\n<section>\u53d1\u73b0 3\uff1a\u5728\u8bb0\u5fc6\u7a7a\u95f4\u65f6\uff0cMLLM 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