{"id":34240,"date":"2024-12-02T21:56:23","date_gmt":"2024-12-02T13:56:23","guid":{"rendered":"https:\/\/17aitech.com\/?p=34240"},"modified":"2024-12-02T21:56:23","modified_gmt":"2024-12-02T13:56:23","slug":"%e5%a4%aa%e5%85%a8%e4%ba%86%ef%bc%81%e8%8b%b9%e6%9e%9c%e4%b8%8a%e6%96%b0%e8%a7%86%e8%a7%89%e6%a8%a1%e5%9e%8b4m-21%ef%bc%8c%e6%90%9e%e5%ae%9a21%e7%a7%8d%e6%a8%a1%e6%80%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34240","title":{"rendered":"\u592a\u5168\u4e86\uff01\u82f9\u679c\u4e0a\u65b0\u89c6\u89c9\u6a21\u578b4M-21\uff0c\u641e\u5b9a21\u79cd\u6a21\u6001"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-25-2\" target=\"_blank\">\u592a\u5168\u4e86\uff01\u82f9\u679c\u4e0a\u65b0\u89c6\u89c9\u6a21\u578b4M-21\uff0c\u641e\u5b9a21\u79cd\u6a21\u6001<\/a><\/p>\n<p>\u5f53\u524d\u7684\u591a\u6a21\u6001\u548c\u591a\u4efb\u52a1\u57fa\u7840\u6a21\u578b\uff0c\u5982 4M \u6216 UnifiedIO\uff0c\u663e\u793a\u51fa\u6709\u5e0c\u671b\u7684\u7ed3\u679c\u3002\u7136\u800c\uff0c\u5b83\u4eec\u63a5\u53d7\u4e0d\u540c\u8f93\u5165\u548c\u6267\u884c\u4e0d\u540c\u4efb\u52a1\u7684\u5f00\u7bb1\u5373\u7528\u80fd\u529b\uff0c\u53d7\u5230\u5b83\u4eec\u63a5\u53d7\u8bad\u7ec3\u7684\u6a21\u6001\u548c\u4efb\u52a1\u7684\u6570\u91cf\uff08\u901a\u5e38\u5f88\u5c11\uff09\u7684\u9650\u5236\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u6765\u81ea\u6d1b\u6851\u8054\u90a6\u7406\u5de5\u5b66\u9662\uff08EPFL\uff09\u548c\u82f9\u679c\u7684\u7814\u7a76\u8005\u8054\u5408\u5f00\u53d1\u4e86\u4e00\u4e2a\u4efb\u610f\u5230\u4efb\u610f\u6a21\u6001\u5355\u4e00\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u6570\u5341\u79cd\u9ad8\u5ea6\u591a\u6837\u5316\u7684\u6a21\u6001\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u5bf9\u5927\u89c4\u6a21\u591a\u6a21\u6001\u6570\u636e\u96c6\u548c\u6587\u672c\u8bed\u6599\u5e93\u8fdb\u884c\u534f\u540c\u8bad\u7ec3\u3002<\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e00\u4e2a\u5173\u952e\u6b65\u9aa4\u662f\u5bf9\u5404\u79cd\u6a21\u6001\u6267\u884c\u79bb\u6563 tokenization\uff0c\u65e0\u8bba\u5b83\u4eec\u662f\u7c7b\u4f3c\u56fe\u50cf\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7279\u5f81\u56fe\u3001\u5411\u91cf\u3001<mark data-type=\"tech_tasks\" data-id=\"3fd8c22c-ba28-4e2d-b7ec-8aa830747ae3\">\u5b9e\u4f8b\u5206\u5272<\/mark>\u6216\u4eba\u4f53\u59ff\u6001\u7b49\u7ed3\u6784\u5316\u6570\u636e\uff0c\u8fd8\u662f\u53ef\u4ee5\u8868\u5f81\u4e3a\u6587\u672c\u7684\u6570\u636e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a14b09a4954ab347579e0f6e9521f7ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a14b09a4954ab347579e0f6e9521f7ff.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2406.09406<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u4e3b\u9875 https:\/\/4m.epfl.ch\/<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1a4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities<\/p>\n<\/li>\n<\/ul>\n<p>\u8be5\u7814\u7a76\u5c55\u793a\u4e86\u8bad\u7ec3\u5355\u4e00\u6a21\u578b\uff0c\u4e5f\u80fd\u5b8c\u6210\u73b0\u6709\u6a21\u578b\u81f3\u5c11 3 \u500d\u591a\u7684\u4efb\u52a1 \/ \u6a21\u6001\uff0c\u5e76\u4e14\u4e0d\u4f1a\u635f\u5931\u6027\u80fd\u3002\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u5b9e\u73b0\u4e86\u66f4\u7ec6\u7c92\u5ea6\u548c\u66f4\u53ef\u63a7\u7684\u591a\u6a21\u6001\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u5efa\u7acb\u5728\u591a\u6a21\u6001\u63a9\u7801\u9884\u8bad\u7ec3\u65b9\u6848\u7684\u57fa\u7840\u4e0a\uff0c\u5e76\u901a\u8fc7\u5728\u6570\u5341\u79cd\u9ad8\u5ea6\u591a\u6837\u5316\u7684\u6a21\u6001\u4e0a\u8fdb\u884c\u8bad\u7ec3\u6765\u63d0\u9ad8\u6a21\u578b\u80fd\u529b\u3002\u901a\u8fc7\u4f7f\u7528\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u79bb\u6563\u5206\u8bcd\u5668\u5bf9\u5176\u8fdb\u884c\u7f16\u7801\uff0c\u8be5\u7814\u7a76\u5b9e\u73b0\u4e86\u5728\u4e0d\u540c\u6a21\u6001\u4e0a\u8bad\u7ec3\u5355\u4e2a\u7edf\u4e00\u6a21\u578b\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u8be5\u7814\u7a76\u5728\u51e0\u4e2a\u5173\u952e\u7ef4\u5ea6\u4e0a\u6269\u5c55\u4e86\u73b0\u6709\u6a21\u578b\u7684\u529f\u80fd\uff1a<\/p>\n<ul>\n<li>\n<p>\u6a21\u6001\uff1a\u4ece\u73b0\u6709\u6700\u4f73\u4efb\u610f\u5230\u4efb\u610f\u6a21\u578b\u7684 7 \u79cd\u6a21\u6001\u589e\u52a0\u5230 21 \u79cd\u4e0d\u540c\u6a21\u6001\uff0c\u4ece\u800c\u5b9e\u73b0<mark data-type=\"tech_tasks\" data-id=\"33d2a2fb-b0df-4a4b-913d-6d7772fa7770\">\u8de8\u6a21\u6001\u68c0\u7d22<\/mark>\u3001\u53ef\u63a7\u751f\u6210\u548c\u5f3a\u5927\u7684\u5f00\u7bb1\u5373\u7528\u6027\u80fd\u3002\u8fd9\u662f\u7b2c\u4e00\u6b21\u5355\u4e2a\u89c6\u89c9\u6a21\u578b\u53ef\u4ee5\u4ee5\u4efb\u610f\u5230\u4efb\u610f\u7684\u65b9\u5f0f\u89e3\u51b3\u6570\u5341\u4e2a\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u4f1a\u635f\u5bb3\u6027\u80fd\uff0c\u5e76\u4e14\u6ca1\u6709\u4efb\u4f55\u4f20\u7edf\u7684<mark data-type=\"tech_tasks\" data-id=\"277abca5-a8d9-4ea0-89d6-3f6d6b3372c5\">\u591a\u4efb\u52a1\u5b66\u4e60<\/mark>\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u6837\u6027\uff1a\u6dfb\u52a0\u5bf9\u66f4\u591a\u7ed3\u6784\u5316\u6570\u636e\u7684\u652f\u6301\uff0c\u4f8b\u5982\u4eba\u4f53\u59ff\u6001\u3001SAM \u5b9e\u4f8b\u3001\u5143\u6570\u636e\u7b49\u7b49\u3002\u00a0<\/p>\n<\/li>\n<li>\n<p>tokenization\uff1a\u4f7f\u7528\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u65b9\u6cd5\u7814\u7a76\u4e0d\u540c\u6a21\u6001\u7684\u79bb\u6563 tokenization\uff0c\u4f8b\u5982\u5168\u5c40\u56fe\u50cf\u5d4c\u5165\u3001\u4eba\u4f53\u59ff\u6001\u548c\u8bed\u4e49\u5b9e\u4f8b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6269\u5c55\uff1a\u5c06\u6a21\u578b\u5927\u5c0f\u6269\u5c55\u81f3 3B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5c06\u6570\u636e\u96c6\u6269\u5c55\u81f3 0.5B \u6837\u672c\u3002\u00a0<\/p>\n<\/li>\n<li>\n<p>\u534f\u540c\u8bad\u7ec3\uff1a\u540c\u65f6\u5728\u89c6\u89c9\u548c\u8bed\u8a00\u4e0a\u534f\u540c\u8bad\u7ec3\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u91c7\u7528 4M \u9884\u8bad\u7ec3\u65b9\u6848\uff08\u8be5\u7814\u7a76\u540c\u6837\u6765\u81ea EPFL \u548c\u82f9\u679c\uff0c\u5728\u53bb\u5e74\u53d1\u5e03\uff09\uff0c\u5176\u88ab\u8bc1\u660e\u662f\u4e00\u79cd\u901a\u7528\u65b9\u6cd5\uff0c\u53ef\u4ee5\u6709\u6548\u6269\u5c55\u5230\u591a\u6a21\u6001\u3002<\/p>\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u4fdd\u6301\u67b6\u6784\u548c\u591a\u6a21\u6001\u63a9\u7801\u8bad\u7ec3\u76ee\u6807\u4e0d\u53d8\uff0c\u901a\u8fc7\u6269\u5927\u6a21\u578b\u548c\u6570\u636e\u96c6\u7684\u89c4\u6a21\u3001\u589e\u52a0\u8bad\u7ec3\u6a21\u578b\u6240\u6d89\u53ca\u7684\u6a21\u6001\u7c7b\u578b\u548c\u6570\u91cf\uff0c\u5e76\u4e14\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\uff0c\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\u548c\u9002\u5e94\u6027\u3002<\/p>\n<p>\u6a21\u6001\u5206\u4e3a\u4ee5\u4e0b\u51e0\u5927\u7c7b\u522b\uff1aRGB\u3001\u51e0\u4f55\u3001\u8bed\u4e49\u3001\u8fb9\u7f18\u3001\u7279\u5f81\u56fe\u3001\u5143\u6570\u636e\u548c\u6587\u672c\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d82edfc6d84bf952165194a9086659e8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d82edfc6d84bf952165194a9086659e8.png\"><\/a><\/p>\n<p><strong>Tokenization<\/strong><\/p>\n<p>Tokenization \u4e3b\u8981\u5305\u62ec\u5c06\u4e0d\u540c\u6a21\u6001\u548c\u4efb\u52a1\u8f6c\u6362\u4e3a\u5e8f\u5217\u6216\u79bb\u6563 token\uff0c\u4ece\u800c\u7edf\u4e00\u5b83\u4eec\u7684\u8868\u793a\u7a7a\u95f4\u3002\u7814\u7a76\u8005\u4f7f\u7528\u4e0d\u540c\u7684 tokenization \u65b9\u6cd5\u6765\u79bb\u6563\u5177\u6709\u4e0d\u540c\u7279\u5f81\u7684\u6a21\u6001\uff0c\u5982\u56fe 3 \u6240\u793a\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u672c\u6587\u91c7\u7528\u4e86\u4e09\u79cd tokenizer\uff0c\u5305\u62ec ViT tokenizer\u3001MLP tokenizer \u4ee5\u53ca\u6587\u672c tokenizer\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-901f7cd7872b311bce8cf1d7cca20a63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-901f7cd7872b311bce8cf1d7cca20a63.png\"><\/a><\/p>\n<p>\u5728\u67b6\u6784\u9009\u62e9\u4e0a\uff0c\u672c\u6587\u91c7\u7528\u57fa\u4e8e Transformer \u7684 4M \u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u67b6\u6784\uff0c\u5e76\u6dfb\u52a0\u989d\u5916\u7684\u6a21\u6001\u5d4c\u5165\u4ee5\u9002\u5e94\u65b0\u6a21\u6001\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u8bba\u6587\u5c55\u793a\u4e86 4M-21 \u591a\u6a21\u6001\u80fd\u529b\u3002<\/p>\n<p><strong>\u591a\u6a21\u6001\u751f\u6210<\/strong><\/p>\n<p>\u57fa\u4e8e\u8fed\u4ee3\u89e3\u7801 token \uff0c4M-21 \u53ef\u4ee5\u7528\u6765\u9884\u6d4b\u4efb\u610f\u8bad\u7ec3\u6a21\u6001\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u672c\u6587\u53ef\u4ee5\u4ece\u7ed9\u5b9a\u7684\u8f93\u5165\u6a21\u6001\u4ee5\u4e00\u81f4\u7684\u65b9\u5f0f\u751f\u6210\u6240\u6709\u6a21\u6001\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-877b5e4f6570b1c73dea0f3e5e41abbb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-877b5e4f6570b1c73dea0f3e5e41abbb.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u7531\u4e8e\u8be5\u7814\u7a76\u53ef\u4ee5\u6709\u6761\u4ef6\u548c\u65e0\u6761\u4ef6\u5730\u4ece\u5176\u4ed6\u6a21\u6001\u7684\u4efb\u4f55\u5b50\u96c6\u751f\u6210\u4efb\u4f55\u8bad\u7ec3\u6a21\u6001\uff0c\u56e0\u6b64\u5b83\u652f\u6301\u51e0\u79cd\u65b9\u6cd5\u6765\u6267\u884c\u7ec6\u7c92\u5ea6\u548c\u591a\u6a21\u6001\u751f\u6210\uff0c\u5982\u56fe 4 \u6240\u793a\uff0c\u4f8b\u5982\u6267\u884c\u591a\u6a21\u6001\u7f16\u8f91\u3002\u6b64\u5916\uff0c4M-21 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