{"id":34572,"date":"2024-12-09T05:56:59","date_gmt":"2024-12-08T21:56:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=34572"},"modified":"2024-12-09T05:56:59","modified_gmt":"2024-12-08T21:56:59","slug":"%e6%8a%9b%e5%bc%83%e8%a7%86%e8%a7%89%e7%bc%96%e7%a0%81%e5%99%a8%ef%bc%8c%e8%bf%99%e4%b8%aa%e3%80%8c%e5%8e%9f%e7%94%9f%e7%89%88%e3%80%8d%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b9%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34572","title":{"rendered":"\u629b\u5f03\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u8fd9\u4e2a\u300c\u539f\u751f\u7248\u300d\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e5f\u80fd\u5ab2\u7f8e\u4e3b\u6d41\u65b9\u6cd5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-16-2\" target=\"_blank\">\u629b\u5f03\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u8fd9\u4e2a\u300c\u539f\u751f\u7248\u300d\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e5f\u80fd\u5ab2\u7f8e\u4e3b\u6d41\u65b9\u6cd5<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3880384c4408143c2a661f4533bc35c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3880384c4408143c2a661f4533bc35c3.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u4e00\u4f5c\u5201\u6d77\u6587\uff0c\u662f\u5927\u8fde\u7406\u5de5\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u662f\u5362\u6e56\u5ddd\u6559\u6388\u3002\u76ee\u524d\u5728\u5317\u4eac\u667a\u6e90\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u5b9e\u4e60\uff0c\u6307\u5bfc\u8001\u5e08\u662f\u738b\u946b\u9f99\u535a\u58eb\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u662f\u89c6\u89c9\u4e0e\u8bed\u8a00\uff0c\u5927\u6a21\u578b\u9ad8\u6548\u8fc1\u79fb\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u7b49\u3002\u5171\u540c\u4e00\u4f5c\u5d14\u7389\u5cf0\uff0c\u6bd5\u4e1a\u4e8e\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\uff0c\u662f\u5317\u4eac\u667a\u6e90\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u89c6\u89c9\u4e2d\u5fc3\u7b97\u6cd5\u7814\u7a76\u5458\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u662f\u591a\u6a21\u6001\u6a21\u578b\u3001\u751f\u6210\u6a21\u578b\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u4e3b\u8981\u5de5\u4f5c\u6709 Emu \u7cfb\u5217\u3002<\/strong><\/p>\n<p>\u8fd1\u671f\uff0c\u5173\u4e8e\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u7814\u7a76\u5982\u706b\u5982\u837c\uff0c\u5de5\u4e1a\u754c\u5bf9\u6b64\u7684\u6295\u5165\u4e5f\u8d8a\u6765\u8d8a\u591a\u3002\u56fd\u5916\u76f8\u7ee7\u63a8\u51fa\u4e86\u7099\u624b\u53ef\u70ed\u7684\u6a21\u578b\uff0c\u4f8b\u5982 GPT-4o \uff08OpenAI\uff09\u3001Gemini\uff08Google\uff09\u3001Phi-3V \uff08Microsoft\uff09\u3001Claude-3V\uff08Anthropic\uff09\uff0c\u4ee5\u53ca Grok-1.5V\uff08xAI\uff09\u7b49\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u56fd\u5185\u7684 GLM-4V\uff08\u667a\u8c31 AI\uff09\u3001Step-1.5V\uff08\u9636\u8dc3\u661f\u8fb0\uff09\u3001Emu2\uff08\u5317\u4eac\u667a\u6e90\uff09\u3001Intern-VL\uff08\u4e0a\u6d77 AI \u5b9e\u9a8c\u5ba4\uff09\u3001Qwen-VL\uff08\u963f\u91cc\u5df4\u5df4\uff09\u7b49\u6a21\u578b\u767e\u82b1\u9f50\u653e\u3002<\/p>\n<p>\u5f53\u524d\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u901a\u5e38\u4f9d\u8d56\u89c6\u89c9\u7f16\u7801\u5668\uff08Vision Encoder, VE\uff09\u6765\u63d0\u53d6\u89c6\u89c9\u7279\u5f81\uff0c\u518d\u7ed3\u5408\u7528\u6237\u6307\u4ee4\u4f20\u5165\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u884c\u5904\u7406\u548c\u56de\u7b54\uff0c\u4e3b\u8981\u6311\u6218\u5728\u4e8e\u89c6\u89c9\u7f16\u7801\u5668\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u5206\u79bb\u3002\u8fd9\u79cd\u5206\u79bb\u5bfc\u81f4\u89c6\u89c9\u7f16\u7801\u5668\u5728\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u63a5\u65f6\u5f15\u5165\u4e86\u89c6\u89c9\u5f52\u7eb3\u504f\u7f6e\u95ee\u9898\uff0c\u4f8b\u5982\u53d7\u9650\u7684\u56fe\u50cf\u5206\u8fa8\u7387\u548c\u7eb5\u6a2a\u6bd4\uff0c\u4ee5\u53ca\u5f3a\u70c8\u7684\u89c6\u89c9\u8bed\u4e49\u5148\u9a8c\u3002\u968f\u7740\u89c6\u89c9\u7f16\u7801\u5668\u5bb9\u91cf\u7684\u4e0d\u65ad\u6269\u5927\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u5904\u7406\u89c6\u89c9\u4fe1\u53f7\u65f6\u7684\u90e8\u7f72\u6548\u7387\u4e5f\u53d7\u5230\u6781\u5927\u9650\u5236\u3002\u6b64\u5916\uff0c\u5982\u4f55\u627e\u5230\u89c6\u89c9\u7f16\u7801\u5668\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6700\u4f73\u5bb9\u91cf\u914d\u7f6e\uff0c\u4e5f\u53d8\u5f97\u8d8a\u6765\u8d8a\u5177\u6709\u590d\u6742\u6027\u548c\u6311\u6218\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dfc23bc5c8101fd38d3093d094d70b5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-dfc23bc5c8101fd38d3093d094d70b5d.png\"><\/a><\/p>\n<p>\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u4e00\u4e9b\u66f4\u52a0\u524d\u6cbf\u7684\u6784\u60f3\u8fc5\u901f\u6d6e\u73b0\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u80fd\u5426\u53bb\u9664\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u5373\u76f4\u63a5\u6784\u5efa\u65e0\u89c6\u89c9\u7f16\u7801\u5668\u7684\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\uff1f<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>\u5982\u4f55\u9ad8\u6548\u4e14\u4e1d\u6ed1\u5730\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u6f14\u53d8\u4e3a\u65e0\u89c6\u89c9\u7f16\u7801\u5668\u7684\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\uff1f<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>\u5982\u4f55\u5f25\u5408\u65e0\u7f16\u7801\u5668\u7684\u539f\u751f\u591a\u6a21\u6001\u6846\u67b6\u548c\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u4e3b\u6d41\u591a\u6a21\u6001\u8303\u5f0f\u7684\u6027\u80fd\u5dee\u8ddd\uff1f<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>Adept AI \u5728 2023 \u5e74\u672b\u53d1\u5e03\u4e86 Fuyu \u7cfb\u5217\u6a21\u578b\u5e76\u505a\u51fa\u4e86\u4e00\u4e9b\u76f8\u5173\u5c1d\u8bd5\uff0c\u4f46\u5728\u8bad\u7ec3\u7b56\u7565\u3001\u6570\u636e\u8d44\u6e90\u548c\u8bbe\u5907\u4fe1\u606f\u65b9\u9762\u6ca1\u6709\u4efb\u4f55\u62ab\u9732\u3002\u540c\u65f6\uff0cFuyu \u6a21\u578b\u5728\u516c\u5f00\u7684\u89c6\u89c9\u6587\u672c\u8bc4\u6d4b\u6307\u6807\u4e0a\u4e0e\u4e3b\u6d41\u7b97\u6cd5\u5b58\u5728\u663e\u8457\u7684\u6027\u80fd\u5dee\u8ddd\u3002\u540c\u671f\uff0c\u6211\u4eec\u8fdb\u884c\u7684\u4e00\u4e9b\u5148\u5bfc\u8bd5\u9a8c\u663e\u793a\uff0c\u5373\u4f7f\u5927\u89c4\u6a21\u62c9\u5347\u9884\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\uff0c\u65e0\u7f16\u7801\u5668\u7684\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\u4ecd\u9762\u4e34\u6536\u655b\u901f\u5ea6\u6162\u548c\u6027\u80fd\u8868\u73b0\u5dee\u7b49\u68d8\u624b\u95ee\u9898\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u667a\u6e90\u7814\u7a76\u9662\u89c6\u89c9\u56e2\u961f\u8054\u5408\u5927\u8fde\u7406\u5de5\u5927\u5b66\u3001\u5317\u4eac\u5927\u5b66\u7b49\u56fd\u5185\u9ad8\u6821\uff0c\u63a8\u51fa\u4e86\u65b0\u4e00\u4ee3\u65e0\u7f16\u7801\u5668\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b EVE\u3002\u901a\u8fc7\u7cbe\u7ec6\u5316\u7684\u8bad\u7ec3\u7b56\u7565\u548c\u989d\u5916\u7684\u89c6\u89c9\u76d1\u7763\uff0cEVE \u5c06\u89c6\u89c9 &#8211; \u8bed\u8a00\u8868\u5f81\u3001\u5bf9\u9f50\u548c\u63a8\u7406\u6574\u5408\u5230\u7edf\u4e00\u7684\u7eaf\u89e3\u7801\u5668\u67b6\u6784\u4e2d\u3002\u4f7f\u7528\u516c\u5f00\u6570\u636e\uff0cEVE \u5728\u591a\u4e2a\u89c6\u89c9 &#8211; \u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4e0e\u7c7b\u4f3c\u5bb9\u91cf\u7684\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u4e3b\u6d41\u591a\u6a21\u6001\u65b9\u6cd5\u76f8\u5ab2\u7f8e\uff0c\u5e76\u663e\u8457\u4f18\u4e8e\u540c\u7c7b\u578b Fuyu-8B\u3002EVE \u7684\u63d0\u51fa\u65e8\u5728\u4e3a\u7eaf\u89e3\u7801\u5668\u7684\u539f\u751f\u591a\u6a21\u6001\u67b6\u6784\u53d1\u5c55\u63d0\u4f9b\u4e00\u6761\u900f\u660e\u4e14\u9ad8\u6548\u7684\u8def\u5f84\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-315c50f45ba3a598e9d07d7704efb5d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-315c50f45ba3a598e9d07d7704efb5d8.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5418107b62cae67f88b6ade3806bae82.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5418107b62cae67f88b6ade3806bae82.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740: \u00a0https:\/\/arxiv.org\/abs\/2406.11832<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4ee3\u7801: \u00a0https:\/\/github.com\/baaivision\/EVE<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5730\u5740: \u00a0https:\/\/huggingface.co\/BAAI\/EVE-7B-HD-v1.0<\/p>\n<\/li>\n<\/ul>\n<p><strong>1. \u6280\u672f\u4eae\u70b9\u00a0<\/strong><\/p>\n<ul>\n<li>\n<p>\u539f\u751f\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff1a\u6253\u7834\u4e86\u4e3b\u6d41\u7684\u591a\u6a21\u6001\u6a21\u578b\u7684\u56fa\u5b9a\u8303\u5f0f\uff0c\u53bb\u9664\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u53ef\u5904\u7406\u4efb\u610f\u56fe\u50cf\u957f\u5bbd\u6bd4\u3002\u5728\u591a\u4e2a\u89c6\u89c9\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u663e\u8457\u4f18\u4e8e\u540c\u7c7b\u578b\u7684 Fuyu-8B \u6a21\u578b\uff0c\u5e76\u63a5\u8fd1\u4e3b\u6d41\u7684\u57fa\u4e8e\u89c6\u89c9\u7f16\u7801\u5668\u7684\u89c6\u89c9\u8bed\u8a00\u67b6\u6784\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u548c\u8bad\u7ec3\u4ee3\u4ef7\u5c11: \u00a0EVE \u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4ec5\u7b5b\u9009\u4e86\u6765\u81ea OpenImages\u3001SAM \u548c LAION \u7684\u516c\u5f00\u6570\u636e\uff0c\u5e76\u5229\u7528\u4e86 66.5 \u4e07\u6761 LLaVA \u6307\u4ee4\u6570\u636e\u548c\u989d\u5916\u7684 120 \u4e07\u6761\u89c6\u89c9\u5bf9\u8bdd\u6570\u636e\uff0c\u5206\u522b\u6784\u5efa\u4e86\u5e38\u89c4\u7248\u672c\u548c\u9ad8\u5206\u8fa8\u7248\u672c\u7684 EVE-7B\u3002\u8bad\u7ec3\u5728\u4e24\u4e2a 8-A100 (40G) \u8282\u70b9\u4e0a\u7ea6\u9700 9 \u5929\u5b8c\u6210\uff0c\u6216\u8005\u5728\u56db\u4e2a 8-A100 \u8282\u70b9\u4e0a\u7ea6\u9700 5 \u5929\u5b8c\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u900f\u660e\u548c\u9ad8\u6548\u7684\u63a2\u7d22: EVE \u5c1d\u8bd5\u63a2\u7d22\u4e00\u6761\u9ad8\u6548\u3001\u900f\u660e\u4e14\u5b9e\u7528\u7684\u8def\u5f84\u901a\u5f80\u539f\u751f\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u4e3a\u5f00\u53d1\u65b0\u4e00\u4ee3\u7eaf\u89e3\u7801\u5668\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u67b6\u6784\u63d0\u4f9b\u5168\u65b0\u7684\u601d\u8def\u548c\u5b9d\u8d35\u7684\u7ecf\u9a8c\uff0c\u4e3a\u672a\u6765\u591a\u6a21\u6001\u6a21\u578b\u7684\u53d1\u5c55\u5f00\u8f9f\u65b0\u7684\u63a2\u7d22\u65b9\u5411\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>2. \u6a21\u578b\u7ed3\u6784<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-87af48221a9570d1690b5320dd35659e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-87af48221a9570d1690b5320dd35659e.png\"><\/a><\/p>\n<p>\u9996\u5148\uff0c\u901a\u8fc7 Vicuna-7B \u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u4f7f\u5176\u5177\u5907\u4e30\u5bcc\u7684\u8bed\u8a00\u77e5\u8bc6\u548c\u5f3a\u5927\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u53bb\u9664\u6df1\u5ea6\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u6784\u5efa\u8f7b\u91cf\u7ea7\u89c6\u89c9\u7f16\u7801\u5c42\uff0c\u9ad8\u6548\u65e0\u635f\u5730\u7f16\u7801\u56fe\u50cf\u8f93\u5165\uff0c\u5e76\u5c06\u5176\u4e0e\u7528\u6237\u8bed\u8a00\u547d\u4ee4\u8f93\u5165\u5230\u7edf\u4e00\u7684\u89e3\u7801\u5668\u4e2d\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u89c6\u89c9\u5bf9\u9f50\u5c42\u4e0e\u901a\u7528\u7684\u89c6\u89c9\u7f16\u7801\u5668\u8fdb\u884c\u7279\u5f81\u5bf9\u9f50\uff0c\u5f3a\u5316\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u4fe1\u606f\u7f16\u7801\u548c\u8868\u5f81\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1175efcc70ed784c03a60d119f442e77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1175efcc70ed784c03a60d119f442e77.png\"><\/a><\/p>\n<p>2.1 Patch Embedding Layer<\/p>\n<ul>\n<li>\n<p>\u9996\u5148\u4f7f\u7528\u5355\u5c42\u5377\u79ef\u5c42\u6765\u83b7\u53d6\u56fe\u50cf\u7684 2D \u7279\u5f81\u56fe\uff0c\u7136\u540e\u901a\u8fc7\u5e73\u5747\u6c60\u5316\u5c42\u8fdb\u884c\u4e0b\u91c7\u6837\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u4ea4\u53c9\u6ce8\u610f\u529b\u6a21\u5757\uff08CA1\uff09\u5728\u9650\u5b9a\u611f\u53d7\u91ce\u4e2d\u4ea4\u4e92\uff0c\u589e\u5f3a\u6bcf\u4e2a\u00a0patch \u7684\u5c40\u90e8\u7279\u5f81\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 &lt; CLS&gt; token \u5e76\u7ed3\u5408\u4ea4\u53c9\u6ce8\u610f\u529b\u6a21\u5757\uff08CA2\uff09\uff0c\u4e3a\u540e\u7eed\u6bcf\u4e2a patch \u7279\u5f81\u63d0\u4f9b\u5168\u5c40\u4fe1\u606f\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5728\u6bcf\u4e2a patch \u7279\u5f81\u884c\u7684\u672b\u5c3e\u63d2\u5165\u4e86\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684 &lt; SPL&gt; token\uff0c\u5e2e\u52a9\u7f51\u7edc\u7406\u89e3\u56fe\u50cf\u7684\u4e8c\u7ef4\u7a7a\u95f4\u7ed3\u6784\u3002<\/p>\n<\/li>\n<\/ul>\n<p>2.2 Patch Aligning Layer<\/p>\n<ul>\n<li>\n<p>\u8bb0\u5f55\u6709\u6548 patch \u7684\u4e8c\u7ef4\u5f62\u72b6\uff1b\u4e22\u5f03 &lt; CLS&gt;\/ tokens\uff0c\u5e76\u5229\u7528\u81ea\u9002\u5e94\u6c60\u5316\u5c42\u8fd8\u539f\u5230\u539f\u59cb\u7684\u4e8c\u7ef4\u5f62\u72b6\uff1b<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u5c42\u7ea7\u4ea4\u53c9\u6ce8\u610f\u529b\u6a21\u5757\uff08CA3\uff09\uff0c\u6574\u5408\u591a\u5c42\u7f51\u7edc\u89c6\u89c9\u7279\u5f81\uff0c\u4ece\u800c\u5b9e\u73b0\u4e0e\u89c6\u89c9\u7f16\u7801\u5668\u8f93\u51fa\u7684\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>3. \u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7603a9a03c251f8f0c4c934964097e50.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7603a9a03c251f8f0c4c934964097e50.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5f15\u5bfc\u7684\u9884\u8bad\u7ec3\u9636\u6bb5\uff1a\u5efa\u7acb\u89c6\u89c9\u548c\u8bed\u8a00\u4e4b\u95f4\u7684\u521d\u6b65\u8054\u7cfb\uff0c\u4e3a\u540e\u7eed\u7a33\u5b9a\u9ad8\u6548\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6253\u4e0b\u57fa\u7840\uff1b<\/p>\n<\/li>\n<li>\n<p>\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u9636\u6bb5\uff1a\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u5bf9\u89c6\u89c9 &#8211; \u8bed\u8a00\u5185\u5bb9\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5b9e\u73b0\u7eaf\u8bed\u8a00\u6a21\u578b\u5230\u591a\u6a21\u6001\u6a21\u578b\u7684\u4e1d\u6ed1\u8f6c\u53d8\uff1b<\/p>\n<\/li>\n<li>\n<p>\u76d1\u7763\u5f0f\u7684\u5fae\u8c03\u9636\u6bb5\uff1a\u8fdb\u4e00\u6b65\u89c4\u8303\u6a21\u578b\u9075\u5faa\u8bed\u8a00\u6307\u4ee4\u548c\u5b66\u4e60\u5bf9\u8bdd\u6a21\u5f0f\u7684\u80fd\u529b\uff0c\u6ee1\u8db3\u5404\u79cd\u89c6\u89c9\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u7684\u8981\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-72a766df1e3ba0646a0b4fbdd2b69b1f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-72a766df1e3ba0646a0b4fbdd2b69b1f.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u7b5b\u9009\u4e86\u6765\u81ea SA-1B\u3001OpenImages \u548c LAION \u7b49 3300 \u4e07\u516c\u5f00\u6570\u636e\uff0c\u4ec5\u4fdd\u7559\u5206\u8fa8\u7387\u9ad8\u4e8e 448\u00d7448 \u7684\u56fe\u50cf\u6837\u672c\u3002\u7279\u522b\u5730\uff0c\u9488\u5bf9 LAION \u56fe\u50cf\u5197\u4f59\u5ea6\u9ad8\u7684\u95ee\u9898\uff0c\u901a\u8fc7\u5728 EVA-CLIP \u63d0\u53d6\u7684\u56fe\u50cf\u7279\u5f81\u4e0a\u5e94\u7528 K-means \u805a\u7c7b\uff0c\u751f\u6210 50,000 \u4e2a\u805a\u7c7b\uff0c\u5e76\u4ece\u4e2d\u6311\u9009\u51fa\u6700\u63a5\u8fd1\u6bcf\u4e2a\u805a\u7c7b\u4e2d\u5fc3\u7684 300 \u5f20\u56fe\u50cf\uff0c\u6700\u7ec8\u9009\u51fa 1500 \u4e07\u5f20 LAION \u56fe\u50cf\u6837\u672c\u3002\u968f\u540e\uff0c\u5229\u7528 Emu2 \uff0817B\uff09\u548c LLaVA-1.5 \uff0813B\uff09\u91cd\u65b0\u751f\u6210\u9ad8\u8d28\u91cf\u56fe\u50cf\u63cf\u8ff0\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff0c\u4f7f\u7528 LLaVA-mix-665K \u5fae\u8c03\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u5f97\u5230\u6807\u51c6\u7248\u7684 EVE-7B\uff0c\u5e76\u6574\u5408 AI2D\u3001Synthdog\u3001DVQA\u3001ChartQA\u3001DocVQA\u3001Vision-Flan \u548c Bunny-695K \u7b49\u6df7\u5408\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u5f97\u5230\u9ad8\u5206\u8fa8\u7387\u7248\u672c\u7684 EVE-7B\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>4. \u5b9a\u91cf\u5206\u6790<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30cc1d648c819568fb6e95db636300db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30cc1d648c819568fb6e95db636300db.png\"><\/a><\/p>\n<p>EVE \u6a21\u578b\u5728\u591a\u4e2a\u89c6\u89c9\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u660e\u663e\u4f18\u4e8e\u540c\u7c7b\u578b\u7684 Fuyu-8B \u6a21\u578b\uff0c\u5e76\u4e14\u4e0e\u591a\u79cd\u4e3b\u6d41\u7684\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8868\u73b0\u76f8\u5f53\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4f7f\u7528\u5927\u91cf\u89c6\u89c9\u8bed\u8a00\u6570\u636e\u8bad\u7ec3\uff0c\u5176\u5728\u51c6\u786e\u54cd\u5e94\u7279\u5b9a\u6307\u4ee4\u65b9\u9762\u5b58\u5728\u6311\u6218\uff0c\u5728\u90e8\u5206\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u6709\u5f85\u63d0\u9ad8\u3002\u4ee4\u4eba\u5174\u594b\u7684\u662f\uff0c\u901a\u8fc7\u9ad8\u6548\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u53ef\u4ee5\u5b9e\u73b0\u65e0\u7f16\u7801\u5668\u7684 EVE \u4e0e\u5e26\u7f16\u7801\u5668\u57fa\u7840\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u53d6\u5f97\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e3b\u6d41\u6a21\u578b\u5728\u8f93\u5165\u5c3a\u5bf8\u7075\u6d3b\u6027\u3001\u90e8\u7f72\u6548\u7387\u548c\u6a21\u6001\u5bb9\u91cf\u5339\u914d\u65b9\u9762\u7684\u95ee\u9898\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-00dcf37d1305afe7d663f90f9e18953c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-00dcf37d1305afe7d663f90f9e18953c.png\"><\/a><\/p>\n<p>\u76f8\u8f83\u4e8e\u5e26\u7f16\u7801\u5668\u7684\u6a21\u578b\u6613\u53d7\u5230\u8bed\u8a00\u7ed3\u6784\u7b80\u5316\u548c\u4e30\u5bcc\u77e5\u8bc6\u4e22\u5931\u7b49\u95ee\u9898\u56f0\u6270\uff0cEVE \u8868\u73b0\u51fa\u968f\u7740\u6570\u636e\u89c4\u6a21\u7684\u589e\u52a0\u800c\u9010\u6b65\u7a33\u5b9a\u5730\u63d0\u5347\u6027\u80fd\uff0c\u9010\u6e10\u903c\u8fd1\u57fa\u4e8e\u7f16\u7801\u5668\u6a21\u578b\u7684\u6027\u80fd\u6c34\u5e73\u3002\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u5728\u7edf\u4e00\u7f51\u7edc\u4e2d\u7f16\u7801\u548c\u5bf9\u9f50\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u6001\u66f4\u5177\u6311\u6218\u6027\uff0c\u4f7f\u5f97\u65e0\u7f16\u7801\u5668\u6a21\u578b\u76f8\u5bf9\u4e8e\u5e26\u7f16\u7801\u5668\u7684\u6a21\u578b\u66f4\u4e0d\u5bb9\u6613\u8fc7\u62df\u5408\u3002<\/p>\n<p><strong>5. \u540c\u884c\u600e\u4e48\u770b\uff1f<\/strong><\/p>\n<p>\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u7814\u7a76\u5458 Ali Hatamizadeh \u8868\u793a\uff0cEVE \u4ee4\u4eba\u8033\u76ee\u4e00\u65b0\uff0c\u5c1d\u8bd5\u63d0\u51fa\u5168\u65b0\u7684\u53d9\u4e8b\uff0c\u533a\u522b\u4e8e\u6784\u5efa\u7e41\u6742\u7684\u8bc4\u6d4b\u6807\u51c6\u548c\u6e10\u8fdb\u5f0f\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6539\u8fdb\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-cd2bea46e81b7fa1db8880d334b0cecb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-cd2bea46e81b7fa1db8880d334b0cecb.png\"><\/a><\/p>\n<p>\u8c37\u6b4c Deepmind \u9996\u5e2d\u7814\u7a76\u5458 Armand Joulin \u8868\u793a\uff0c\u6784\u5efa\u7eaf\u89e3\u7801\u5668\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4ee4\u4eba\u5174\u594b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-91da8fc1436c3602a0d0a1c9a75bb9c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-91da8fc1436c3602a0d0a1c9a75bb9c7.png\"><\/a><\/p>\n<p>\u82f9\u679c\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08 Prince Canuma \u8868\u793a\uff0cEVE \u67b6\u6784\u975e\u5e38\u6709\u8da3\uff0c\u5bf9 MLX VLM \u9879\u76ee\u96c6\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8865\u5145\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-632c1bc90756145a41c5e0298922e823.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-632c1bc90756145a41c5e0298922e823.png\"><\/a><\/p>\n<p><strong>6.\u672a\u6765\u5c55\u671b<\/strong><\/p>\n<p>\u4f5c\u4e3a\u65e0\u7f16\u7801\u5668\u7684\u539f\u751f\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u76ee\u524d EVE \u53d6\u5f97\u4e86\u4ee4\u4eba\u9f13\u821e\u7684\u7ed3\u679c\u3002\u6cbf\u7740\u8fd9\u6761\u8def\u5f84\uff0c\u672a\u6765\u8fd8\u6709\u4e00\u4e9b\u6709\u8da3\u7684\u65b9\u5411\u503c\u5f97\u63a2\u7d22\u5c1d\u8bd5\uff1a<\/p>\n<ul>\n<li>\n<p>\u8fdb\u4e00\u6b65\u7684\u6027\u80fd\u63d0\u5347\uff1a\u5b9e\u9a8c\u53d1\u73b0\uff0c\u4ec5\u4f7f\u7528\u89c6\u89c9 &#8211; \u8bed\u8a00\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u663e\u8457\u5730\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u8bed\u8a00\u80fd\u529b\uff08SQA \u5f97\u5206\u4ece 65.3% \u964d\u81f3 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