{"id":34498,"date":"2024-12-07T18:56:24","date_gmt":"2024-12-07T10:56:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=34498"},"modified":"2024-12-07T18:56:24","modified_gmt":"2024-12-07T10:56:24","slug":"%e8%bf%99%e4%ba%9bvlm%e7%ab%9f%e9%83%bd%e6%98%af%e7%9b%b2%e4%ba%ba%ef%bc%9fgpt-4o%e3%80%81sonnet-3-5%e7%9b%b8%e7%bb%a7%e8%b4%a5%e4%ba%8e%e3%80%8c%e8%a7%86%e5%8a%9b%e3%80%8d%e6%b5%8b%e8%af%95","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34498","title":{"rendered":"\u8fd9\u4e9bVLM\u7adf\u90fd\u662f\u76f2\u4eba\uff1fGPT-4o\u3001Sonnet-3.5\u76f8\u7ee7\u8d25\u4e8e\u300c\u89c6\u529b\u300d\u6d4b\u8bd5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-11-8\" target=\"_blank\">\u8fd9\u4e9bVLM\u7adf\u90fd\u662f\u76f2\u4eba\uff1fGPT-4o\u3001Sonnet-3.5\u76f8\u7ee7\u8d25\u4e8e\u300c\u89c6\u529b\u300d\u6d4b\u8bd5<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"14\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u56db\u5927 VLM\uff0c\u7adf\u90fd\u5728\u76f2\u4eba\u6478\u8c61\uff1f<\/p>\n<\/section>\n<\/blockquote>\n<p>\u8ba9\u73b0\u5728\u6700\u706b\u7684 SOTA \u6a21\u578b\u4eec\uff08GPT-4o\uff0cGemini-1.5\uff0cSonnet-3\uff0cSonnet-3.5\uff09\u6570\u4e00\u6570\u4e24\u6761\u7ebf\u6709\u51e0\u4e2a\u4ea4\u70b9\uff0c\u4ed6\u4eec\u8868\u73b0\u4f1a\u6bd4\u4eba\u7c7b\u597d\u5417\uff1f<\/p>\n<p>\u7b54\u6848\u5f88\u53ef\u80fd\u662f\u5426\u5b9a\u7684\u3002<\/p>\n<p>\u81ea GPT-4V \u63a8\u51fa\u4ee5\u6765\uff0c\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark> (VLMs) \u8ba9\u5927\u6a21\u578b\u7684\u667a\u80fd\u7a0b\u5ea6\u671d\u7740\u6211\u4eec\u60f3\u8c61\u4e2d\u7684<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6c34\u5e73\u8dc3\u5347\u4e86\u4e00\u5927\u6b65\u3002<\/p>\n<p>VLMs \u65e2\u80fd\u770b\u61c2\u753b\u9762\uff0c\u53c8\u80fd\u7528\u8bed\u8a00\u6765\u63cf\u8ff0\u770b\u5230\u7684\u4e1c\u897f\uff0c\u5e76\u57fa\u4e8e\u8fd9\u4e9b\u7406\u89e3\u6765\u6267\u884c\u590d\u6742\u7684\u4efb\u52a1\u3002\u6bd4\u5982\uff0c\u7ed9 VLM \u6a21\u578b\u53d1\u53bb\u4e00\u5f20\u9910\u684c\u7684\u56fe\u7247\uff0c\u518d\u53d1\u4e00\u5f20\u83dc\u5355\u7684\u56fe\u7247\uff0c\u5b83\u5c31\u80fd\u4ece\u4e24\u5f20\u56fe\u4e2d\u5206\u522b\u63d0\u53d6\u5564\u9152\u74f6\u7684\u6570\u91cf\u548c\u83dc\u5355\u4e0a\u7684\u5355\u4ef7\uff0c\u7b97\u51fa\u8fd9\u987f\u996d\u4e70\u5564\u9152\u82b1\u4e86\u591a\u5c11\u94b1\u3002<\/p>\n<p>VLMs \u7684\u8fdb\u6b65\u5982\u6b64\u4e4b\u5feb\uff0c\u4ee5\u81f3\u4e8e\u8ba9\u6a21\u578b\u627e\u51fa\u8fd9\u5f20\u56fe\u4e2d\u6709\u6ca1\u6709\u4e00\u4e9b\u4e0d\u5408\u5e38\u7406\u7684\u300c\u62bd\u8c61\u5143\u7d20\u300d\uff0c\u4f8b\u5982\uff0c\u8ba9\u6a21\u578b\u9274\u5b9a\u56fe\u4e2d\u6709\u6ca1\u6709\u4e00\u4e2a\u4eba\u6b63\u5728\u98de\u9a70\u7684\u51fa\u79df\u8f66\u4e0a\u71a8\u8863\u670d\uff0c\u6210\u4e3a\u4e86\u4e00\u79cd\u901a\u884c\u7684\u6d4b\u8bc4\u65b9\u5f0f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ab51e00ccf99d8c0b4869c913ed3c534.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ab51e00ccf99d8c0b4869c913ed3c534.png\"><\/a><\/p>\n<p>\u7136\u800c\uff0c\u76ee\u524d\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u96c6\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u8bc4\u4f30 VLMs \u7684\u89c6\u89c9\u80fd\u529b\u3002\u4ee5 MMMU \u4e3a\u4f8b\uff0c\u5176\u4e2d\u6709 42.9% \u7684\u95ee\u9898\u4e0d\u9700\u8981\u770b\u56fe\uff0c\u5c31\u80fd\u89e3\u51b3\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u8bb8\u591a\u7b54\u6848\u53ef\u4ee5\u4ec5\u901a\u8fc7\u6587\u672c\u95ee\u9898\u548c\u9009\u9879\u63a8\u65ad\u51fa\u6765\u3002\u5176\u6b21\uff0c\u73b0\u5728 VLM \u5c55\u793a\u51fa\u7684\u80fd\u529b\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u300c\u80cc\u8bb0\u300d\u5927\u89c4\u6a21\u4e92\u8054\u7f51\u6570\u636e\u7684\u7ed3\u679c\u3002\u8fd9\u5bfc\u81f4\u4e86 VLMs \u5728\u6d4b\u8bd5\u96c6\u4e2d\u7684\u5f97\u5206\u5f88\u9ad8\uff0c\u4f46\u8fd9\u5e76\u4e0d\u4ee3\u8868\u8fd9\u4e2a\u5224\u65ad\u6210\u7acb\uff1aVLM \u53ef\u4ee5\u50cf\u4eba\u7c7b\u4e00\u6837<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u56fe\u50cf\u5417\uff1f<\/p>\n<p>\u4e3a\u4e86\u5f97\u5230\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\uff0c\u6765\u81ea\u5965\u672c\u5927\u5b66\u548c\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u7684\u7814\u7a76\u8005\u51b3\u5b9a\u7ed9 VLMs\u300c\u6d4b\u6d4b\u89c6\u529b\u300d\u3002\u4ece\u9a8c\u5149\u5e08\u7684\u300c\u89c6\u529b\u6d4b\u8bd5\u300d\u5904\u5f97\u5230\u4e86\u542f\u53d1\uff0c\u4ed6\u4eec\u8ba9\uff1aGPT-4o\u3001Gemini-1.5 Pro \u3001Claude-3 Sonnet \u548c Claude-3.5 Sonnet \u8fd9\u56db\u6b3e\u9876\u7ea7 VLM \u505a\u4e86\u4e00\u5957\u300c\u89c6\u529b\u6d4b\u8bd5\u9898\u300d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f3e0292dcf3a3be24b541d1b667d5388.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f3e0292dcf3a3be24b541d1b667d5388.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aVision language models are blind<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2407.06581<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/vlmsareblind.github.io\/<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u5957\u9898\u5f88\u7b80\u5355\uff0c\u4f8b\u5982\uff0c\u6570\u4e24\u6761\u7ebf\u6709\u51e0\u4e2a\u4ea4\u70b9\uff0c\u8bc6\u522b\u662f\u54ea\u4e2a\u5b57\u6bcd\u88ab\u7ea2\u5708\u6807\u51fa\u6765\u4e86\uff0c\u51e0\u4e4e\u4e0d\u9700\u8981\u4efb\u4f55\u4e16\u754c\u77e5\u8bc6\u3002\u6d4b\u8bd5\u7ed3\u679c\u4ee4\u4eba\u9707\u60ca\uff0cVLMs \u5b9e\u9645\u4e0a\u90fd\u300c\u8fd1\u89c6\u300d\uff0c\u56fe\u7247\u7684\u7ec6\u8282\u5728\u5b83\u4eec\u770b\u6765\u5b9e\u9645\u662f\u6a21\u7cca\u7684\u3002<\/p>\n<p><strong>VLM \u778e\u4e0d\u778e\uff1f\u4e03\u5927\u4efb\u52a1\uff0c\u4e00\u6d4b\u4fbf\u77e5<\/strong><\/p>\n<p>\u4e3a\u4e86\u907f\u514d VLMs \u4ece\u4e92\u8054\u7f51\u6570\u636e\u96c6\u4e2d\u76f4\u63a5\u300c\u6284\u7b54\u6848\u300d\uff0c\u8bba\u6587\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u5957\u5168\u65b0\u7684\u300c\u89c6\u529b\u6d4b\u8bd5\u300d\u3002\u8bba\u6587\u4f5c\u8005\u9009\u62e9\u8ba9 VLMs \u5224\u65ad\u7a7a\u95f4\u4e2d\u51e0\u4f55\u56fe\u5f62\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4f8b\u5982\u4e24\u4e2a\u56fe\u5f62\u662f\u5426\u76f8\u4ea4\u3002\u56e0\u4e3a\u8fd9\u4e9b\u56fe\u6848\u5728\u767d\u8272\u753b\u5e03\u4e0a\u7684\u7a7a\u95f4\u4fe1\u606f\uff0c\u901a\u5e38\u65e0\u6cd5\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u3002<\/p>\n<p>\u4eba\u7c7b\u5728\u5904\u7406\u8fd9\u4e9b\u4fe1\u606f\u65f6\uff0c\u5c06\u901a\u8fc7\u300c\u89c6\u89c9\u5927\u8111\u300d<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u3002\u4f46\u5bf9\u4e8e VLMs \u6765\u8bf4\uff0c\u5b83\u4eec\u6240\u4f9d\u9760\u7684\u662f\u5728\u6a21\u578b\u7684\u521d\u671f\u9636\u6bb5\u5c06\u56fe\u50cf\u7279\u5f81\u548c\u6587\u672c\u7279\u5f81\u7ed3\u5408\u8d77\u6765\uff0c\u5373\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u96c6\u6210\u5230\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e2d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6ca1\u6709\u773c\u775b\u7684\u77e5\u8bc6\u5927\u8111\u3002<\/p>\n<p>\u521d\u6b65\u5b9e\u9a8c\u8868\u660e\uff0cVLMs \u5728\u9762\u5bf9\u4eba\u7c7b\u89c6\u529b\u6d4b\u8bd5\uff0c\u6bd4\u5982\u6211\u4eec\u6bcf\u4e2a\u4eba\u90fd\u6d4b\u8fc7\u7684\u98a0\u6765\u5012\u53bb\u7684\u300cE\u300d\u89c6\u529b\u8868\u7b49\u7b49\uff0c\u5b83\u4eec\u7684\u8868\u73b0\u5df2\u7ecf\u975e\u5e38\u60ca\u8273\u3002<\/p>\n<p><strong>\u6d4b\u8bd5\u4e0e\u7ed3\u679c<\/strong><\/p>\n<p><strong>\u7b2c\u4e00\u5173\uff1a\u6570\u4e00\u6570\u7ebf\u6761\u4e4b\u95f4\u6709\u51e0\u4e2a\u4ea4\u70b9\uff1f<\/strong><\/p>\n<p>\u8bba\u6587\u4f5c\u8005\u5728\u767d\u8272\u80cc\u666f\u4e0a\u521b\u5efa\u4e86 150 \u5e45\u542b\u6709\u4e24\u6761\u7ebf\u6bb5\u7684\u56fe\u50cf\u3002\u8fd9\u4e9b\u7ebf\u6bb5\u7684 x \u5750\u6807\u56fa\u5b9a\u5e76\u7b49\u95f4\u8ddd\u5206\u5e03\uff0c\u800c y \u5750\u6807\u5219\u662f\u968f\u673a\u751f\u6210\u7684\u3002\u4e24\u6761\u7ebf\u6bb5\u4e4b\u95f4\u7684\u4ea4\u70b9\u53ea\u6709 0 \u4e2a\u30011 \u4e2a\u30012 \u4e2a\u4e09\u79cd\u60c5\u51b5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b2d9f83daaa7a5d0a59c07cca166a014.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b2d9f83daaa7a5d0a59c07cca166a014.png\"><\/a><\/p>\n<p>\u5982\u56fe 5 \u6240\u793a\uff0c\u5728\u4e24\u7248\u63d0\u793a\u8bcd\u548c\u4e09\u7248\u7ebf\u6bb5\u7c97\u7ec6\u4e0d\u540c\u7684\u6d4b\u8bd5\u4e2d\uff0c\u6240\u6709 VLMs \u5728\u8fd9\u4e2a\u7b80\u5355\u4efb\u52a1\u4e0a\u8868\u73b0\u90fd\u4e0d\u4f73\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7260a3d3737fe59d813ecf680635572c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7260a3d3737fe59d813ecf680635572c.png\"><\/a><\/p>\n<p>\u62e5\u6709\u6700\u4f73<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u7684 Sonnet-3.5 \u4e5f\u4ec5\u4e3a 77.33%\uff08\u89c1\u8868 1\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-54f37e9a9805ea3dd7cdb4ccd00660dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-54f37e9a9805ea3dd7cdb4ccd00660dc.png\"><\/a><\/p>\n<p>\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u5f53\u4e24\u6761\u7ebf\u4e4b\u95f4\u7684\u8ddd\u79bb\u7f29\u5c0f\u65f6\uff0cVLMs \u7684\u8868\u73b0\u5f80\u5f80\u66f4\u5dee\uff08\u89c1\u4e0b\u65b9\u56fe 6\uff09\u3002\u7531\u4e8e\u6bcf\u4e2a\u7ebf\u56fe\u7531\u4e09\u4e2a\u5173\u952e\u70b9\u7ec4\u6210\uff0c\u4e24\u6761\u7ebf\u4e4b\u95f4\u7684\u8ddd\u79bb\u8ba1\u7b97\u4e3a\u4e09\u4e2a\u5bf9\u5e94\u70b9\u5bf9\u7684\u5e73\u5747\u8ddd\u79bb\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-80a4baa445eac5fe3fbca1afeceab188.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-80a4baa445eac5fe3fbca1afeceab188.png\"><\/a><\/p>\n<p>\u8be5\u7ed3\u679c\u4e0e VLMs \u5728 ChartQA \u4e0a\u7684\u9ad8<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\uff0c\u8fd9\u8868\u660e VLMs \u80fd\u591f\u8bc6\u522b\u7ebf\u56fe\u7684\u6574\u4f53\u8d8b\u52bf\uff0c\u4f46\u65e0\u6cd5\u300c\u653e\u5927\u300d\u4ee5\u770b\u5230\u7c7b\u4f3c\u4e8e\u300c\u54ea\u4e9b\u7ebf\u6761\u76f8\u4ea4\u4e86\u300d\u8fd9\u79cd\u7ec6\u8282\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u5173\uff1a\u5224\u65ad\u4e24\u4e2a\u5706\u4e4b\u95f4\u7684\u4f4d\u7f6e\u5173\u7cfb<\/strong><\/p>\n<p>\u5982\u56fe\u6240\u793a\uff0c\u8bba\u6587\u4f5c\u8005\u5728\u4e00\u4e2a\u7ed9\u5b9a\u5927\u5c0f\u7684\u753b\u5e03\u4e0a\uff0c\u968f\u673a\u751f\u6210\u4e24\u4e2a\u5927\u5c0f\u4e00\u81f4\u7684\u5706\u3002\u4e24\u4e2a\u5706\u7684\u4f4d\u7f6e\u5173\u7cfb\u53ea\u6709\u4e09\u79cd\u60c5\u51b5\uff1a\u76f8\u4ea4\u3001\u76f8\u5207\u548c\u76f8\u79bb\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-011a0beda70d6d86f246546d57193b34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-011a0beda70d6d86f246546d57193b34.png\"><\/a><\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5728\u8fd9\u4e2a\u5bf9\u4eba\u7c7b\u6765\u8bf4\u76f4\u89c2\u53ef\u89c1\uff0c\u4e00\u773c\u5c31\u80fd\u770b\u51fa\u7b54\u6848\u7684\u7684\u4efb\u52a1\u4e2d\uff0c\u6ca1\u6709\u4e00\u4e2a VLM \u80fd\u591f\u5b8c\u7f8e\u5730\u7ed9\u51fa\u7b54\u6848\uff08\u89c1\u56fe 7\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3008f68d325474967137fcb5fec3f465.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3008f68d325474967137fcb5fec3f465.png\"><\/a><\/p>\n<p><mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u6700\u4f73\uff0892.78%\uff09\u7684\u6a21\u578b\u662f Gemini-1.5\uff08\u89c1\u8868 2\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a1af235b54750ae9fa00e6b81b05e015.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a1af235b54750ae9fa00e6b81b05e015.png\"><\/a><\/p>\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u6709\u4e00\u79cd\u60c5\u51b5\u9891\u7e41\u51fa\u73b0\uff1a\u5f53\u4e24\u4e2a\u5706\u9760\u5f97\u5f88\u8fd1\u65f6\uff0cVLMs \u5f80\u5f80\u8868\u73b0\u4e0d\u4f73\uff0c\u4f46\u4f1a\u505a\u51fa\u6709\u6839\u636e\u7684\u63a8\u6d4b\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0cSonnet-3.5 \u901a\u5e38\u4fdd\u5b88\u5730\u56de\u7b54\u300c\u5426\u300d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-687ee90536cbf21b0d691fc8cd03ffc5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-687ee90536cbf21b0d691fc8cd03ffc5.png\"><\/a><\/p>\n<p>\u5982\u56fe 8 \u6240\u793a\uff0c\u5373\u4f7f\u5f53\u4e24\u4e2a\u5706\u4e4b\u95f4\u7684\u8ddd\u79bb\u76f8\u5dee\u5f97\u5f88\u8fdc\uff0c\u6709\u4e00\u4e2a\u534a\u5f84\uff08d = 0.5\uff09\u8fd9\u4e48\u5bbd\u65f6\uff0c<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u6700\u5dee\u7684 GPT-4o \u4e5f\u505a\u4e0d\u5230 100% \u51c6\u786e\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0cVLM \u7684\u89c6\u89c9\u4f3c\u4e4e\u4e0d\u591f\u6e05\u6670\uff0c\u65e0\u6cd5\u770b\u5230\u4e24\u4e2a\u5706\u4e4b\u95f4\u7684\u7ec6\u5c0f\u95f4\u9699\u6216\u4ea4\u70b9\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1a8d731a0edcc7949b731fc961c22de1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1a8d731a0edcc7949b731fc961c22de1.png\"><\/a><\/p>\n<p><strong>\u7b2c\u4e09\u5173\uff1a\u6709\u51e0\u4e2a\u5b57\u6bcd\u88ab\u7ea2\u5708\u5708\u8d77\u6765\u4e86\uff1f<\/strong><\/p>\n<p>\u7531\u4e8e\u4e00\u4e2a\u5355\u8bcd\u95f4\u5b57\u6bcd\u4e4b\u95f4\u7684\u95f4\u9694\u5f88\u5c0f\uff0c\u8bba\u6587\u4f5c\u8005\u4eec\u5047\u8bbe\uff1a\u5982\u679c VLMs\u300c\u8fd1\u89c6\u300d\uff0c\u90a3\u4e48\u5b83\u4eec\u662f\u6ca1\u529e\u6cd5\u8bc6\u522b\u51fa\u88ab\u7ea2\u5708\u5708\u51fa\u7684\u5b57\u6bcd\u7684\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4ed6\u4eec\u9009\u62e9\u4e86\u300cAcknowledgement\u300d\u3001\u300cSubdermatoglyphic\u300d\u548c\u300ctHyUiKaRbNqWeOpXcZvM\u300d\u8fd9\u6837\u7684\u5b57\u7b26\u4e32\u3002\u968f\u673a\u751f\u6210\u7ea2\u5708\u5708\u51fa\u5b57\u7b26\u4e32\u4e2d\u7684\u67d0\u4e2a\u5b57\u6bcd\uff0c\u4f5c\u4e3a\u6d4b\u8bd5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-140768995a8712df1bd8885462a39300.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-140768995a8712df1bd8885462a39300.png\"><\/a><\/p>\n<p>\u6d4b\u8bd5\u7ed3\u679c\u8bf4\u660e\uff0c\u88ab\u6d4b\u6a21\u578b\u5728\u8fd9\u4e00\u5173\u7684\u8868\u73b0\u90fd\u5f88\u5dee\uff08\u89c1\u56fe 9 \u548c\u8868 3\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1cb3bb9f64f4d5a2e3f2e34b05e38415.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1cb3bb9f64f4d5a2e3f2e34b05e38415.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-006b176cf3e01fe021fad43ded27f63a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-006b176cf3e01fe021fad43ded27f63a.png\"><\/a><\/p>\n<p>\u4f8b\u5982\uff0c\u5f53\u5b57\u6bcd\u88ab\u7ea2\u5708\u8f7b\u5fae\u906e\u6321\u65f6\uff0c\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5f80\u5f80\u4f1a\u51fa\u9519\u3002\u5b83\u4eec\u7ecf\u5e38\u6df7\u6dc6\u7ea2\u5708\u65c1\u8fb9\u7684\u5b57\u6bcd\u3002\u6709\u65f6\u6a21\u578b\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff0c\u4f8b\u5982\uff0c\u5c3d\u7ba1\u80fd\u591f\u51c6\u786e\u62fc\u5199\u5355\u8bcd\uff0c\u4f46\u4f1a\u7ed9\u5355\u8bcd\u4e2d\u6dfb\u52a0\uff08\u4f8b\u5982\uff0c\u300c9\u300d\uff0c\u300cn\u300d\uff0c\u300c\u00a9\u300d\uff09\u7b49\u4e71\u7801\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a5af576fd6c8da5268ae1621be22d529.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a5af576fd6c8da5268ae1621be22d529.png\"><\/a><\/p>\n<p>\u9664\u4e86 GPT-4o \u4e4b\u5916\uff0c\u6240\u6709\u6a21\u578b\u5728\u5355\u8bcd\u4e0a\u7684\u8868\u73b0\u90fd\u7565\u597d\u4e8e\u968f\u673a\u5b57\u7b26\u4e32\uff0c\u8fd9\u8868\u660e\u77e5\u9053\u5355\u8bcd\u7684\u62fc\u5199\u53ef\u80fd\u6709\u52a9\u4e8e\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u505a\u51fa\u5224\u65ad\uff0c\u4ece\u800c\u7565\u5fae\u63d0\u9ad8\u51c6\u786e\u6027\u3002<\/p>\n<p>Gemini-1.5 \u548c Sonnet-3.5 \u662f\u6392\u540d\u524d\u4e8c\u7684\u6a21\u578b\uff0c<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u5206\u522b\u4e3a 92.81% \u548c 89.22%\uff0c\u5e76\u4e14\u6bd4 GPT-4o \u548c Sonnet-3 \u7684\u8868\u73b0\u8fd1\u4e4e\u9ad8\u51fa\u8fd1 20%\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b29b07ada1812019e0c96570d6db4f79.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b29b07ada1812019e0c96570d6db4f79.png\"><\/a><\/p>\n<p><strong>\u7b2c\u56db\u5173\u548c\u7b2c\u4e94\u5173\uff1a\u91cd\u53e0\u7684\u56fe\u5f62\u6709\u51e0\u4e2a\uff1f\u6709\u51e0\u4e2a\u300c\u5957\u5a03\u300d\u6b63\u65b9\u5f62\uff1f<\/strong><\/p>\n<p>\u5047\u8bbe VLMs\u300c\u8fd1\u89c6\u300d\uff0c\u90a3\u4e48\u5b83\u4eec\u53ef\u80fd\u65e0\u6cd5\u6e05\u6670\u5730\u770b\u5230\u7c7b\u4f3c\u4e8e\u300c\u5965\u8fd0\u4e94\u73af\u300d\u8fd9\u6837\u7684\u56fe\u6848\uff0c\u6bcf\u4e24\u4e2a\u5706\u5708\u4e4b\u95f4\u7684\u4ea4\u53c9\u70b9\u3002\u4e3a\u6b64\uff0c\u8bba\u6587\u4f5c\u8005\u968f\u673a\u751f\u6210\u4e86 60 \u7ec4\u7c7b\u4f3c\u4e8e\u300c\u5965\u8fd0\u4e94\u73af\u300d\u7684\u56fe\u6848\uff0c\u8ba9 VLMs \u6570\u4e00\u6570\u5b83\u4eec\u91cd\u53e0\u7684\u56fe\u5f62\u6709\u51e0\u4e2a\u3002\u4ed6\u4eec\u4e5f\u751f\u6210\u4e86\u4e94\u8fb9\u5f62\u7248\u7684\u300c\u5965\u8fd0\u4e94\u73af\u300d\u8fdb\u4e00\u6b65\u6d4b\u8bd5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f61b092595ac27acb12eaf4c5ae9a9d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f61b092595ac27acb12eaf4c5ae9a9d7.png\"><\/a><\/p>\n<p>\u7531\u4e8e VLMs \u8ba1\u7b97\u76f8\u4ea4\u5706\u5708\u7684\u6570\u91cf\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u8bba\u6587\u4f5c\u8005\u8fdb\u4e00\u6b65\u6d4b\u8bd5\u4e86\u5f53\u56fe\u6848\u7684\u8fb9\u7f18\u4e0d\u76f8\u4ea4\uff0c\u6bcf\u4e2a\u5f62\u72b6\u5b8c\u5168\u5d4c\u5957\u5728\u53e6\u4e00\u4e2a\u5f62\u72b6\u5185\u90e8\u7684\u60c5\u51b5\u3002\u4ed6\u4eec\u7528 2-5 \u6b63\u65b9\u5f62\u751f\u6210\u4e86\u300c\u5957\u5a03\u300d\u5f0f\u7684\u56fe\u6848\uff0c\u5e76\u8ba9 VLMs \u8ba1\u7b97\u56fe\u50cf\u4e2d\u7684\u6b63\u65b9\u5f62\u603b\u6570\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aeb103c1dd4df678a4525b6fc6441538.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aeb103c1dd4df678a4525b6fc6441538.png\"><\/a><\/p>\n<p>\u4ece\u4e0b\u8868\u4e2d\u9c9c\u7ea2\u7684\u53c9\u53f7\u4e0d\u96be\u770b\u51fa\uff0c\u8fd9\u4e24\u5173\u5bf9\u4e8e VLMs \u6765\u8bf4\uff0c\u4e5f\u662f\u96be\u4ee5\u903e\u8d8a\u7684\u969c\u788d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d45c6e8adaac184a9a007e170442a65c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d45c6e8adaac184a9a007e170442a65c.png\"><\/a><\/p>\n<p>\u5728\u5d4c\u5957\u6b63\u65b9\u5f62\u7684\u6d4b\u8bd5\u4e2d\uff0c\u5404\u4e2a\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u5dee\u5f02\u5f88\u5927\uff1aGPT-4o\uff08<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark> 48.33%\uff09\u548c Sonnet-3\uff08<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark> 55.00%\uff09\u8fd9\u4e24\u79cd\u6a21\u578b\u81f3\u5c11\u6bd4 Gemini-1.5\uff08<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark> 80.00%\uff09\u548c Sonnet-3.5\uff08<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark> 87.50%\uff09\u4f4e 30 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u8fd9\u79cd\u5dee\u8ddd\u5728\u6a21\u578b\u8ba1\u6570\u91cd\u53e0\u7684\u5706\u5f62\u548c\u4e94\u8fb9\u5f62\u65f6\u5219\u4f1a\u66f4\u5927\uff0c\u4e0d\u8fc7 Sonnet-3.5 \u7684\u8868\u73b0\u8981\u6bd4\u5176\u4ed6\u6a21\u578b\u597d\u4e0a\u51e0\u500d\u3002\u5982\u4e0b\u8868\u6240\u793a\uff0c\u5f53\u56fe\u50cf\u4e3a\u4e94\u8fb9\u5f62\u65f6\uff0cSonnet-3.5 \u4ee5 75.83% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u8fdc\u8d85 Gemini-1.5 \u7684 9.16%\u3002<\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u88ab\u6d4b\u7684\u56db\u4e2a\u6a21\u578b\u5728\u6570 5 \u4e2a\u5706\u73af\u65f6\u90fd\u8fbe\u5230\u4e86 100% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u4f46\u4ec5\u4ec5\u989d\u5916\u6dfb\u52a0\u4e00\u4e2a\u5706\u73af\u5c31\u8db3\u4ee5\u4f7f<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u5927\u5e45\u4e0b\u964d\u5230\u63a5\u8fd1\u96f6\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u8ba1\u7b97\u4e94\u8fb9\u5f62\u65f6\uff0c\u6240\u6709 VLM\uff08\u9664 Sonnet-3.5 \u5916\uff09\u5373\u4f7f\u5728\u8ba1\u7b97 5 \u4e2a\u4e94\u8fb9\u5f62\u65f6\u4e5f\u8868\u73b0\u4e0d\u4f73\u3002<strong>\u603b\u4f53\u6765\u770b\uff0c\u8ba1\u7b97 6 \u5230 9 \u4e2a\u5f62\u72b6\uff08\u5305\u62ec\u5706\u548c\u4e94\u8fb9\u5f62\uff09\u5bf9\u6240\u6709\u6a21\u578b\u6765\u8bf4\u90fd\u662f\u56f0\u96be\u7684\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-04d83b3f1d1ff599a7b8774d106c9bcd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-04d83b3f1d1ff599a7b8774d106c9bcd.png\"><\/a><\/p>\n<p>\u8fd9\u8868\u660e\uff0cVLM \u5b58\u5728\u504f\u89c1\uff0c\u5b83\u4eec\u66f4\u503e\u5411\u4e8e\u8f93\u51fa\u8457\u540d\u7684\u300c\u5965\u8fd0\u4e94\u73af\u300d\u4f5c\u4e3a\u7ed3\u679c\u3002\u4f8b\u5982\uff0c\u65e0\u8bba\u5b9e\u9645\u5706\u7684\u6570\u91cf\u662f\u591a\u5c11\uff0cGemini-1.5 \u90fd\u4f1a\u5728 98.95% \u7684\u8bd5\u9a8c\u91cc\u5c06\u7ed3\u679c\u9884\u6d4b\u4e3a\u300c5\u300d\uff08\u89c1\u8868 5\uff09\u3002\u5bf9\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u8fd9\u79cd\u5706\u73af\u9884\u6d4b\u9519\u8bef\u51fa\u73b0\u7684\u9891\u7387\u4e5f\u8fdc\u9ad8\u4e8e\u4e94\u8fb9\u5f62\u7684\u60c5\u51b5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dbf93ef20efd41890ad362c8300bab94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dbf93ef20efd41890ad362c8300bab94.png\"><\/a><\/p>\n<p>\u9664\u4e86\u6570\u91cf\u5916\uff0cVLM \u5728\u5f62\u72b6\u7684\u989c\u8272\u4e0a\u4e5f\u6709\u4e0d\u540c\u7684\u300c\u504f\u597d\u300d\u3002<\/p>\n<p>GPT-4o \u5728\u5f69\u8272\u5f62\u72b6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u7eaf\u9ed1\u7684\u5f62\u72b6\uff0c\u800c Sonnet-3.5 \u968f\u7740\u56fe\u50cf\u5c3a\u5bf8\u7684\u589e\u52a0\u9884\u6d4b\u7684\u8868\u73b0\u8d8a\u6765\u8d8a\u597d\u3002\u7136\u800c\uff0c\u5f53\u7814\u7a76\u4eba\u5458\u6539\u53d8\u989c\u8272\u548c\u56fe\u50cf\u5206\u8fa8\u7387\u65f6\uff0c\u5176\u4ed6\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u4ec5\u7565\u6709\u53d8\u5316\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u8ba1\u7b97\u5d4c\u5957\u6b63\u65b9\u5f62\u7684\u4efb\u52a1\u4e2d\uff0c\u5373\u4f7f\u6b63\u65b9\u5f62\u7684\u6570\u91cf\u53ea\u6709 2-3 \u4e2a\uff0cGPT-4o \u548c Sonnet-3 \u4f9d\u7136\u5f88\u96be\u8ba1\u7b97\u3002\u5f53\u6b63\u65b9\u5f62\u7684\u6570\u91cf\u589e\u52a0\u5230\u56db\u4e2a\u548c\u4e94\u4e2a\u65f6\uff0c\u6240\u6709\u6a21\u578b\u90fd\u8fdc\u672a\u8fbe\u5230 100% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002\u8fd9\u8868\u660e\uff0c\u5373\u4f7f\u5f62\u72b6\u7684\u8fb9\u7f18\u4e0d\u76f8\u4ea4\uff0cVLM \u4e5f\u5f88\u96be\u51c6\u786e\u5730\u63d0\u53d6\u76ee\u6807\u5f62\u72b6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6521c050bc9f785def43d8ba20e04bb8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6521c050bc9f785def43d8ba20e04bb8.png\"><\/a><\/p>\n<p><strong>\u7b2c\u516d\u5173\uff1a\u6570\u4e00\u6570\u8868\u683c\u6709\u51e0\u884c\uff1f\u6709\u51e0\u5217\uff1f<\/strong><\/p>\n<p>\u867d\u7136 VLMs \u5728\u91cd\u53e0\u6216\u5d4c\u5957\u56fe\u5f62\u65f6\u9047\u5230\u4e86\u56f0\u96be\uff0c\u4f46\u5b83\u4eec\u773c\u4e2d\u7684\u5e73\u94fa\u56fe\u6848\u53c8\u662f\u600e\u6837\u7684\u5462\uff1f\u5728\u57fa\u7840\u6d4b\u8bd5\u96c6\u4e2d\uff0c\u7279\u522b\u662f\u5305\u542b\u8bb8\u591a\u542b\u6709\u8868\u683c\u4efb\u52a1\u7684 DocVQA\uff0c\u88ab\u6d4b\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u90fd\u226590%\u3002\u8bba\u6587\u4f5c\u8005\u968f\u673a\u751f\u6210\u4e86 444 \u4e2a\u884c\u6570\u5217\u6570\u5404\u5f02\u7684\u8868\u683c\uff0c\u8ba9 VLMs \u6570\u4e00\u6570\u8868\u683c\u6709\u51e0\u884c\uff1f\u6709\u51e0\u5217\uff1f<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0fc794f1a6c9cd4bdbe79c2988788830.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0fc794f1a6c9cd4bdbe79c2988788830.png\"><\/a><\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u867d\u7136\u5728\u57fa\u7840\u6570\u636e\u96c6\u4e2d\u62ff\u5230\u4e86\u9ad8\u5206\uff0c\u4f46\u5982\u4e0b\u56fe\u6240\u793a\uff0cVLM \u5728\u8ba1\u6570\u7a7a\u8868\u683c\u4e2d\u7684\u884c\u548c\u5217\u4e5f\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c6e3e231743653f2a501cd9d3295e233.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c6e3e231743653f2a501cd9d3295e233.png\"><\/a><\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u901a\u5e38\u4f1a\u5b58\u5728 1-2 \u683c\u7684\u504f\u5dee\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0cGPT-4o \u628a 4\u00d75 \u7684\u7f51\u683c\u8ba4\u6210\u4e86 4\u00d74\uff0cGemini-1.5 \u5219\u8ba4\u6210\u4e86 5\u00d75\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-85aca497f00b78e4842f409ca8297f14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-85aca497f00b78e4842f409ca8297f14.png\"><\/a><\/p>\n<p>\u8fd9\u8868\u660e\uff0c\u867d\u7136 VLMs \u53ef\u4ee5\u4ece\u8868\u683c\u4e2d\u63d0\u53d6\u91cd\u8981\u5185\u5bb9\u4ee5\u56de\u7b54 DocVQA \u4e2d\u7684\u8868\u683c\u76f8\u5173\u95ee\u9898\uff0c\u4f46\u65e0\u6cd5\u6e05\u6670\u5730\u9010\u683c\u8bc6\u522b\u8868\u683c\u3002<\/p>\n<p>\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u6587\u6863\u4e2d\u7684\u8868\u683c\u5927\u591a\u662f\u975e\u7a7a\u7684\uff0c\u800c VLM \u4e0d\u4e60\u60ef\u7a7a\u8868\u683c\u3002\u6709\u8da3\u7684\u662f\uff0c\u5728\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c1d\u8bd5\u5728\u6bcf\u4e2a\u5355\u5143\u683c\u4e2d\u6dfb\u52a0\u4e00\u4e2a\u5355\u8bcd\u6765\u7b80\u5316\u4efb\u52a1\u540e\uff0c\u89c2\u5bdf\u5230\u6240\u6709 VLM \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u663e\u8457\u63d0\u9ad8\uff0c\u4f8b\u5982\uff0cGPT-4o \u4ece 26.13% \u63d0\u9ad8\u5230\u4e86 53.03%\uff08\u89c1\u8868 6\uff09\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e2d\uff0c\u88ab\u6d4b\u6a21\u578b\u7684\u8868\u73b0\u4f9d\u65e7\u4e0d\u5b8c\u7f8e\u3002\u5982\u56fe 15a \u548c b \u6240\u793a\uff0c\u8868\u73b0\u6700\u597d\u7684\u6a21\u578b\uff08Sonnet-3.5\uff09\u5728\u5305\u542b\u6587\u672c\u7684\u7f51\u683c\u4e2d\u8868\u73b0\u4e3a 88.68%\uff0c\u800c\u5728\u7a7a\u7f51\u683c\u4e2d\u8868\u73b0\u4e3a 59.84%\u3002<\/p>\n<p>\u800c\u5927\u591a\u6570\u6a21\u578b\uff08Gemini-1.5\u3001Sonnet-3 \u548c Sonnet-3.5\uff09\u5728\u8ba1\u7b97\u5217\u6570\u65b9\u9762\u7684\u8868\u73b0\u59cb\u7ec8\u4f18\u4e8e\u8ba1\u7b97\u884c\u6570\uff08\u89c1\u56fe 15c \u548c d\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e6b8390c86911deea76af3cc24ac7be5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e6b8390c86911deea76af3cc24ac7be5.png\"><\/a><\/p>\n<p><strong>\u7b2c\u4e03\u5173\uff1a\u4ece\u51fa\u53d1\u70b9\u5230\u76ee\u7684\u5730\uff0c\u6709\u51e0\u6761\u5730\u94c1\u76f4\u8fbe\u7ebf\u8def\uff1f<\/strong><\/p>\n<p>\u8fd9\u9879\u6d4b\u8bd5\u68c0\u6d4b\u7684\u662f VLMs \u8ddf\u968f\u8def\u5f84\u7684\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e8e\u6a21\u578b\u89e3\u8bfb\u5730\u56fe\u3001\u56fe\u8868\u4ee5\u53ca\u80fd\u5426\u7406\u89e3\u7528\u6237\u5728\u8f93\u5165\u7684\u56fe\u7247\u4e2d\u6dfb\u52a0\u7684\u7bad\u5934\u7b49\u6807\u6ce8\u81f3\u5173\u91cd\u8981\u3002\u4e3a\u6b64\uff0c\u8bba\u6587\u4f5c\u8005\u968f\u673a\u751f\u6210\u4e86 180 \u5e45\u5730\u94c1\u7ebf\u8def\u56fe\uff0c\u6bcf\u5f20\u56fe\u6709\u56db\u4e2a\u56fa\u5b9a\u7684\u7ad9\u70b9\u3002\u4ed6\u4eec\u8981\u6c42 VLMs 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95%\uff1b\u6700\u5dee\u7684\u6a21\u578b\u662f Sonnet-3\uff0c<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u4e3a 23.75%\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-df860323f048a26dc336ff742ee06e56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-df860323f048a26dc336ff742ee06e56.png\"><\/a><\/p>\n<p>\u4ece\u4e0b\u56fe\u4e2d\u4e0d\u96be\u770b\u51fa\uff0cVLM \u7684\u9884\u6d4b\u901a\u5e38\u4f1a\u6709 1 \u5230 3 \u6761\u8def\u5f84\u7684\u504f\u5dee\u3002\u968f\u7740\u5730\u56fe\u590d\u6742\u5ea6\u4ece 1 \u6761\u8def\u5f84\u589e\u52a0\u5230 3 \u6761\u8def\u5f84\uff0c\u5927\u591a\u6570 VLM \u7684\u8868\u73b0\u90fd\u53d8\u5f97\u66f4\u5dee\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-baf21aa5af4f277a87c610137c93cf10.png\" data-fancybox=\"images\" 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VLMs\u300c\u8fd1\u89c6\u300d\u3002\u9996\u5148\u8fd1\u89c6\u7684\u4eba\u770b\u7ec6\u8282\u5e76\u4e0d\u6a21\u7cca\uff0c\u300c\u770b\u7ec6\u8282\u6a21\u7cca\u300d\u662f\u8fdc\u89c6\u7684\u75c7\u72b6\u3002\u5176\u6b21\uff0c\u770b\u4e0d\u89c1\u7ec6\u8282\u4e0e\u4e0d\u80fd\u8ba1\u7b97\u4ea4\u70b9\u7684\u6570\u91cf\u662f\u4e24\u56de\u4e8b\u3002\u8ba1\u7b97\u7a7a\u767d\u7f51\u683c\u7684\u884c\u548c\u5217\u7684\u6570\u91cf\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u4e0d\u4f1a\u56e0\u4e3a\u5206\u8fa8\u7387\u7684\u63d0\u9ad8\u800c\u63d0\u9ad8\uff0c\u800c\u63d0\u9ad8\u56fe\u50cf\u7684\u5206\u8fa8\u7387\u5bf9\u4e8e\u7406\u89e3\u8fd9\u4e2a\u4efb\u52a1\u5e76\u6ca1\u6709\u5e2e\u52a9\u3002\u6b64\u5916\uff0c\u63d0\u9ad8\u56fe\u50cf\u5206\u8fa8\u7387\u5bf9\u4e8e\u7406\u89e3\u8fd9\u4e2a\u4efb\u52a1\u4e2d\u7684\u91cd\u53e0\u7ebf\u6761\u6216\u4ea4\u53c9\u70b9\u5e76\u4e0d\u4f1a\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08VLMs\uff09\u5728\u5904\u7406\u8fd9\u7c7b\u4efb\u52a1\u65f6\u6240\u9762\u4e34\u7684\u6311\u6218\uff0c\u53ef\u80fd\u66f4\u591a\u5730\u4e0e\u5b83\u4eec\u7684\u63a8\u7406\u80fd\u529b\u548c\u5bf9\u56fe\u50cf\u5185\u5bb9\u7684\u89e3\u91ca\u65b9\u5f0f\u6709\u5173\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u89c6\u89c9\u5206\u8fa8\u7387\u7684\u95ee\u9898\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5373\u4f7f\u56fe\u50cf\u7684\u6bcf\u4e2a\u7ec6\u8282\u90fd\u6e05\u6670\u53ef\u89c1\uff0c\u5982\u679c\u6a21\u578b\u7f3a\u4e4f\u6b63\u786e\u7684\u63a8\u7406<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u6216\u5bf9\u89c6\u89c9\u4fe1\u606f\u7684\u6df1\u5165\u7406\u89e3\uff0c\u5b83\u4eec\u4ecd\u7136\u53ef\u80fd\u65e0\u6cd5\u51c6\u786e\u5730\u5b8c\u6210\u8fd9\u4e9b\u4efb\u52a1\u3002\u56e0\u6b64\uff0c\u8fd9\u9879\u7814\u7a76\u53ef\u80fd\u9700\u8981\u66f4\u6df1\u5165\u5730\u63a2\u8ba8 VLMs \u5728\u89c6\u89c9\u7406\u89e3\u548c\u63a8\u7406\u65b9\u9762\u7684\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5b83\u4eec\u7684<mark data-type=\"tech_tasks\" data-id=\"bd7001e8-be14-4dbe-bcd9-e5fdbd0a5e14\">\u56fe\u50cf\u5904\u7406<\/mark>\u80fd\u529b\u3002<\/p>\n<p>\u8fd8\u6709\u7f51\u53cb\u8ba4\u4e3a\uff0c\u5982\u679c\u4eba\u7c7b\u7684\u89c6\u89c9\u7ecf\u8fc7\u5377\u79ef\u5904\u7406\uff0c\u90a3\u4e48\u4eba\u7c7b\u81ea\u8eab\u4e5f\u4f1a\u5728\u5224\u65ad\u7ebf\u6761\u4ea4\u70b9\u7684\u6d4b\u8bd5\u4e2d\u9047\u5230\u56f0\u96be\u3002<\/p>\n<p>\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u8003\u539f\u8bba\u6587\u3002<\/p>\n<p><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/p>\n<p><sup><em>https:\/\/arxiv.org\/pdf\/2407.06581<\/em><\/sup><\/p>\n<p><sup><em>https:\/\/news.ycombinator.com\/item?id=40926734<\/em><\/sup><\/p>\n<p><em><sup>https:\/\/vlmsareblind.github.io\/<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-11-8\" target=\"_blank\">\u8fd9\u4e9bVLM\u7adf\u90fd\u662f\u76f2\u4eba\uff1fGPT-4o\u3001Sonnet-3.5\u76f8\u7ee7\u8d25\u4e8e\u300c\u89c6\u529b\u300d\u6d4b\u8bd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8fd9\u4e9bVLM\u7adf\u90fd\u662f\u76f2\u4eba\uff1f [&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 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