{"id":1069866,"date":"2022-08-30T22:51:00","date_gmt":"2022-08-31T05:51:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069866"},"modified":"2024-09-25T01:43:27","modified_gmt":"2024-09-25T08:43:27","slug":"beit-3","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/beit-3\/","title":{"rendered":"\u901a\u7528\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578bBEiT-3\uff1a\u5f15\u9886\u6587\u672c\u3001\u56fe\u50cf\u3001\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u8fc8\u5411\u201c\u5927\u4e00\u7edf\u201d"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u8fd1\u5e74\u6765\uff0c\u57fa\u7840\u6a21\u578b\uff08foundation models\uff0c\u4e5f\u88ab\u79f0\u4e3a\u9884\u8bad\u7ec3\u6a21\u578b\uff09\u7684\u7814\u7a76\u4ece\u6280\u672f\u5c42\u9762\u9010\u6e10\u8d8b\u5411\u4e8e\u5927\u4e00\u7edf\uff08the big convergence\uff09\uff0c\u4e0d\u540c\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff08\u4f8b\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8bed\u97f3\u5904\u7406\u3001\u591a\u6a21\u6001\u7b49\uff09\u7684\u57fa\u7840\u6a21\u578b\u4ece\u6280\u672f\u4e0a\u90fd\u4f9d\u8d56\u4e09\u4e2a\u65b9\u9762\uff1a\u4e00\u662f Transformers \u6210\u4e3a\u4e0d\u540c\u9886\u57df\u548c\u95ee\u9898\u7684\u901a\u7528\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u548c\u5efa\u6a21\u65b9\u5f0f\uff0c\u4e8c\u662f\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff08generative pre-training\uff09\u6210\u4e3a\u6700\u91cd\u8981\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u548c\u8bad\u7ec3\u76ee\u6807\uff0c\u4e09\u662f\u6570\u636e\u548c\u6a21\u578b\u53c2\u6570\u7684\u89c4\u6a21\u5316\uff08scaling up\uff09\u8fdb\u4e00\u6b65\u91ca\u653e\u57fa\u7840\u6a21\u578b\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>\u6280\u672f\u548c\u6a21\u578b\u7684\u7edf\u4e00\u5c06\u4f1a\u4f7f\u5f97 AI \u6a21\u578b\u9010\u6b65\u6807\u51c6\u5316\u3001\u89c4\u6a21\u5316\uff0c\u4ece\u800c\u4e3a\u5927\u8303\u56f4\u4ea7\u4e1a\u5316\u63d0\u4f9b\u57fa\u7840\u548c\u53ef\u80fd\u3002\u901a\u8fc7\u4e91\u90e8\u7f72\u548c\u4e91\u7aef\u534f\u4f5c\uff0cAI \u5c06\u6709\u53ef\u80fd\u771f\u6b63\u6210\u4e3a\u50cf\u6c34\u548c\u7535\u4e00\u6837\u7684\u201c\u65b0\u57fa\u5efa\u201d\u8d4b\u80fd\u5404\u884c\u5404\u4e1a\uff0c\u5e76\u8fdb\u4e00\u6b65\u50ac\u751f\u98a0\u8986\u6027\u7684\u5e94\u7528\u573a\u666f\u548c\u5546\u4e1a\u6a21\u5f0f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u5fae\u8f6f\u56fe\u7075\u56e2\u961f\u63a8\u51fa\u4e86\u6700\u65b0\u5347\u7ea7\u7684 BEiT-3 \u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5728\u5e7f\u6cdb\u7684\u89c6\u89c9\u53ca\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e0a\uff0c\u5305\u62ec\u76ee\u6807\u68c0\u6d4b\uff08COCO\uff09\u3001\u5b9e\u4f8b\u5206\u5272\uff08COCO\uff09\u3001\u8bed\u4e49\u5206\u5272\uff08ADE20K\uff09\u3001\u56fe\u50cf\u5206\u7c7b\uff08ImageNet\uff09\u3001\u89c6\u89c9\u63a8\u7406\uff08NLVR2\uff09\u3001\u89c6\u89c9\u95ee\u7b54\uff08VQAv2\uff09\u3001\u56fe\u7247\u63cf\u8ff0\u751f\u6210\uff08COCO\uff09\u548c\u8de8\u6a21\u6001\u68c0\u7d22\uff08Flickr30K\uff0cCOCO\uff09\u7b49\uff0c\u5b9e\u73b0\u4e86 SOTA \u7684\u8fc1\u79fb\u6027\u80fd\u3002BEiT-3 \u521b\u65b0\u7684\u8bbe\u8ba1\u548c\u51fa\u8272\u7684\u8868\u73b0\u4e3a\u591a\u6a21\u6001\u7814\u7a76\u6253\u5f00\u4e86\u65b0\u601d\u8def\uff0c\u4e5f\u9884\u793a\u7740 AI \u5927\u4e00\u7edf\u6e10\u9732\u66d9\u5149\u3002\uff08\u70b9\u51fb\u9605\u8bfb\u539f\u6587\uff0c\u67e5\u770b BEiT-3 \u8bba\u6587\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"813\" height=\"595\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-1.png\" alt=\"diagram\" class=\"wp-image-1070658\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-1.png 813w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-1-300x220.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-1-768x562.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-1-80x60.png 80w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-1-240x176.png 240w\" sizes=\"auto, (max-width: 813px) 100vw, 813px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"678\" height=\"1024\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2-678x1024.png\" alt=\"\u56fe1\uff1a\u622a\u81f32022\u5e748\u6708\uff0cBEiT-3 \u5728\u5e7f\u6cdb\u7684\u89c6\u89c9\u53ca\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e0a\u90fd\u5b9e\u73b0\u4e86 SOTA \u7684\u8fc1\u79fb\u6027\u80fd\" class=\"wp-image-1070661\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2-678x1024.png 678w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2-199x300.png 199w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2-768x1160.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2-1017x1536.png 1017w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2-119x180.png 119w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-2.png 1256w\" sizes=\"auto, (max-width: 678px) 100vw, 678px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1a\u622a\u81f32022\u5e748\u6708\uff0cBEiT-3 \u5728\u5e7f\u6cdb\u7684\u89c6\u89c9\u53ca\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e0a\u90fd\u5b9e\u73b0\u4e86 SOTA \u7684\u8fc1\u79fb\u6027\u80fd<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5728\u65e9\u671f\u5bf9\u4e8e AI \u548c\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u63a2\u7d22\u4e2d\uff0c\u79d1\u7814\u4eba\u5458\u90fd\u662f\u4e13\u6ce8\u4e8e\u7814\u7a76\u5355\u6a21\u6001\u6a21\u578b\uff0c\u5e76\u5229\u7528\u5355\u4e00\u6a21\u6001\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u6587\u672c\u6570\u636e\u8bad\u7ec3\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\u6a21\u578b\uff0c\u57fa\u4e8e\u56fe\u50cf\u6570\u636e\u8bad\u7ec3\u8ba1\u7b97\u673a\u89c6\u89c9 (CV) \u6a21\u578b\uff0c\u4f7f\u7528\u97f3\u9891\u6570\u636e\u8bad\u7ec3\u8bed\u97f3\u6a21\u578b\u7b49\u7b49\u3002\u7136\u800c\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u89c6\u9891\u7b49\u5f62\u5f0f\u5f88\u591a\u60c5\u51b5\u4e0b\u90fd\u4e0d\u662f\u72ec\u7acb\u5b58\u5728\u7684\uff0c\u800c\u662f\u4ee5\u66f4\u590d\u6742\u7684\u65b9\u5f0f\u878d\u5408\u5448\u73b0\uff0c\u56e0\u6b64\u5728\u4eba\u5de5\u667a\u80fd\u7684\u63a2\u7d22\u4e2d\uff0c\u8de8\u6a21\u6001\u3001\u591a\u6a21\u6001\u4e5f\u6210\u4e86\u8fd1\u51e0\u5e74\u4e1a\u754c\u7814\u7a76\u7684\u91cd\u70b9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6b63\u5728\u8d8b\u5411-\u5927\u4e00\u7edf\">\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6b63\u5728\u8d8b\u5411\u201c\u5927\u4e00\u7edf\u201d<\/h2>\n\n\n\n<p>\u201c\u8fd1\u5e74\u6765\uff0c\u8bed\u8a00\u3001\u89c6\u89c9\u548c\u591a\u6a21\u6001\u7b49\u9886\u57df\u7684\u9884\u8bad\u7ec3\u5f00\u59cb\u5448\u73b0\u5927\u4e00\u7edf\uff08big convergence\uff09\u8d8b\u52bf\u3002\u901a\u8fc7\u5bf9\u5927\u91cf\u6570\u636e\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u5c06\u6a21\u578b\u8fc1\u79fb\u5230\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u4e0a\u3002\u8fd9\u79cd\u9884\u8bad\u7ec3\u4e00\u4e2a\u901a\u7528\u57fa\u7840\u6a21\u578b\u6765\u5904\u7406\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u7684\u6a21\u5f0f\u5df2\u7ecf\u5438\u5f15\u4e86\u8d8a\u6765\u8d8a\u591a\u79d1\u7814\u4eba\u5458\u7684\u5173\u6ce8\uff0c\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u4e3b\u7ba1\u7814\u7a76\u5458\u8463\u529b\u8868\u793a\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u770b\u5230\uff0c\u5927\u4e00\u7edf\u7684\u8d8b\u52bf\u5df2\u7ecf\u5728\u4e09\u4e2a\u65b9\u9762\u9010\u6e10\u663e\u73b0\uff0c\u5206\u522b\u662f\u9aa8\u5e72\u7f51\u7edc(backbone)\u3001\u9884\u8bad\u7ec3\u4efb\u52a1\u548c\u89c4\u6a21\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u9aa8\u5e72\u7f51\u7edc\u9010\u6e10\u7edf\u4e00\u3002\u6a21\u578b\u67b6\u6784\u7684\u7edf\u4e00\uff0c\u4e3a\u9884\u8bad\u7ec3\u7684\u5927\u4e00\u7edf\u63d0\u4f9b\u4e86\u57fa\u7840\u3002\u5728\u8fd9\u4e2a\u601d\u60f3\u6307\u5f15\u4e0b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u9aa8\u5e72\u7f51\u7edc Multiway Transformer\uff0c\u53ef\u4ee5\u540c\u65f6\u7f16\u7801\u591a\u79cd\u6a21\u6001\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u6a21\u5757\u5316\u7684\u8bbe\u8ba1\uff0c\u7edf\u4e00\u67b6\u6784\u53ef\u4ee5\u7528\u4e8e\u4e0d\u540c\u7684\u89c6\u89c9\u53ca\u89c6\u89c9-\u8bed\u8a00\u4e0b\u6e38\u4efb\u52a1\u3002\u53d7\u5230 UniLM\uff08\u7edf\u4e00\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff09\u7684\u542f\u53d1\uff0c\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e5f\u53ef\u4ee5\u8fdb\u884c\u7edf\u4e00\u5efa\u6a21\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u57fa\u4e8e\u63a9\u7801\u6570\u636e\u5efa\u6a21\uff08masked data modeling\uff09\u7684\u9884\u8bad\u7ec3\u5df2\u6210\u529f\u5e94\u7528\u4e8e\u591a\u79cd\u6a21\u6001\uff0c\u5982\u6587\u672c\u548c\u56fe\u50cf\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c06\u56fe\u50cf\u770b\u4f5c\u4e00\u79cd\u8bed\u8a00\uff0c\u5b9e\u73b0\u4e86\u4ee5\u76f8\u540c\u7684\u65b9\u5f0f\u5904\u7406\u6587\u672c\u548c\u56fe\u50cf\u4e24\u79cd\u6a21\u6001\u4efb\u52a1\u7684\u76ee\u7684\u3002\u81ea\u6b64\uff0c\u56fe\u50cf-\u6587\u672c\u5bf9\u53ef\u4ee5\u88ab\u7528\u4f5c\u201c\u5e73\u884c\u53e5\u5b50\u201d\u6765\u5b66\u4e60\u6a21\u6001\u4e4b\u95f4\u7684\u5bf9\u9f50\u3002\u901a\u8fc7\u6570\u636e\u7684\u5f52\u4e00\u5316\u5904\u7406\uff0c\u8fd8\u53ef\u4ee5\u5229\u7528\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u6765\u7edf\u4e00\u5730\u8fdb\u884c\u5927\u89c4\u6a21\u8868\u793a\u5b66\u4e60\u3002BEiT-3 \u5728\u89c6\u89c9\u3001\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e0a\u8fbe\u5230 SOTA \u6027\u80fd\u4e5f\u8bc1\u660e\u4e86\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\uff0c\u6269\u5927\u6a21\u578b\u89c4\u6a21\u548c\u6570\u636e\u5927\u5c0f\u53ef\u63d0\u9ad8\u57fa\u7840\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u4e0b\u6e38\u8fc1\u79fb\u80fd\u529b\u3002\u9075\u5faa\u8fd9\u4e00\u7406\u5ff5\uff0c\u79d1\u7814\u4eba\u5458\u9010\u6e10\u5c06\u6a21\u578b\u89c4\u6a21\u6269\u5927\u5230\u4e86\u6570\u5341\u4ebf\u4e2a\u53c2\u6570\uff0c\u4f8b\u5982\u5728 NLP \u9886\u57df\uff0cMegatron-Turing NLG \u6a21\u578b\u67095300\u4ebf\u53c2\u6570\uff0c\u8fd9\u4e9b\u5927\u6a21\u578b\u5728\u8bed\u8a00\u7406\u89e3\u3001\u8bed\u8a00\u751f\u6210\u7b49\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6210\u6548\uff1b\u5728 CV \u9886\u57df\uff0cSwin Transformer v2.0\u5177\u670930\u4ebf\u53c2\u6570\uff0c\u5e76\u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\u5237\u65b0\u4e86\u7eaa\u5f55\uff0c\u8bc1\u660e\u4e86\u89c6\u89c9\u5927\u6a21\u578b\u5728\u5e7f\u6cdb\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u4f18\u52bf\u3002\u518d\u52a0\u4e4b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u5c06\u56fe\u50cf\u89c6\u4e3a\u4e00\u79cd\u8bed\u8a00\u7684\u65b9\u5f0f\uff0c\u53ef\u76f4\u63a5\u590d\u7528\u5df2\u6709\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ece\u800c\u66f4\u6709\u5229\u4e8e\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u7684\u6269\u5927\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"beit-\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3a\u89c6\u89c9\u57fa\u7840\u5927\u6a21\u578b\u5f00\u521b\u65b0\u65b9\u5411\">BEiT:\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3a\u89c6\u89c9\u57fa\u7840\u5927\u6a21\u578b\u5f00\u521b\u65b0\u65b9\u5411<\/h2>\n\n\n\n<p>\u5728 CV \u9886\u57df\u7684\u6a21\u578b\u5b66\u4e60\u4e2d\uff0c\u901a\u5e38\u4f7f\u7528\u7684\u662f\u6709\u76d1\u7763\u9884\u8bad\u7ec3\uff0c\u5229\u7528\u6709\u6807\u6ce8\u7684\u6570\u636e\u3002\u4f46\u968f\u7740\u89c6\u89c9\u6a21\u578b\u7684\u4e0d\u65ad\u6269\u5927\uff0c\u6807\u6ce8\u6570\u636e\u96be\u4ee5\u6ee1\u8db3\u6a21\u578b\u9700\u6c42\uff0c\u5f53\u6a21\u578b\u8fbe\u5230\u4e00\u5b9a\u89c4\u6a21\u65f6\uff0c\u5373\u4f7f\u6a21\u578b\u518d\u6269\u5927\uff0c\u4e5f\u65e0\u6cd5\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u6570\u636e\u9965\u997f(data hungry) \u3002\u56e0\u6b64\uff0c\u79d1\u7814\u4eba\u5458\u5f00\u59cb\u4f7f\u7528\u65e0\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u81ea\u76d1\u7763\u5b66\u4e60\uff0c\u4ee5\u6b64\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u53c2\u6570\u3002\u4ee5\u5f80\u5728 CV \u9886\u57df\uff0c\u65e0\u6807\u6ce8\u6570\u636e\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u5e38\u91c7\u7528\u5bf9\u6bd4\u5b66\u4e60\u3002\u4f46\u5bf9\u6bd4\u5b66\u4e60\u5b58\u5728\u4e00\u4e2a\u95ee\u9898\uff0c\u5c31\u662f\u5bf9\u56fe\u50cf\u5e72\u6270\u64cd\u4f5c\u8fc7\u4e8e\u4f9d\u8d56\u3002\u5f53\u566a\u58f0\u592a\u7b80\u5355\u65f6\uff0c\u6a21\u578b\u5b66\u4e60\u4e0d\u5230\u6709\u7528\u7684\u77e5\u8bc6\uff1b\u800c\u5bf9\u56fe\u50cf\u6539\u53d8\u8fc7\u5927\uff0c\u751a\u81f3\u9762\u76ee\u5168\u975e\u65f6\uff0c\u6a21\u578b\u65e0\u6cd5\u8fdb\u884c\u6709\u6548\u5b66\u4e60\u3002\u6240\u4ee5\u5bf9\u6bd4\u5b66\u4e60\u5f88\u96be\u628a\u63e1\u8fd9\u4e4b\u95f4\u7684\u5e73\u8861\uff0c\u4e14\u9700\u8981\u5927\u6279\u91cf\u8bad\u7ec3\uff0c\u5bf9\u663e\u5b58\u548c\u5de5\u7a0b\u5b9e\u73b0\u8981\u6c42\u5f88\u9ad8\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u63a9\u7801\u56fe\u50cf\u5efa\u6a21 (Masked Image Modeling, MIM)\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u63a8\u51fa\u4e86 BEiT \u6a21\u578b\u3002\u4e0e\u6587\u672c\u4e0d\u540c\uff0c\u56fe\u50cf\u662f\u8fde\u7eed\u4fe1\u53f7\uff0c\u90a3\u8981\u5982\u4f55\u5b9e\u73b0\u63a9\u7801\u8bad\u7ec3\u5462\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u56fe\u7247\u8f6c\u5316\u6210\u4e86\u4e24\u79cd\u8868\u793a\u89c6\u56fe\u3002\u4e00\u662f\uff0c\u901a\u8fc7\u7f16\u7801\u5b66\u4e60 Tokenizer\uff0c\u5c06\u56fe\u50cf\u53d8\u6210\u79bb\u6563\u7684\u89c6\u89c9\u7b26\u53f7\uff08visual token\uff09\uff0c\u7c7b\u4f3c\u6587\u672c\uff1b\u4e8c\u662f\uff0c\u5c06\u56fe\u50cf\u5207\u6210\u591a\u4e2a\u5c0f\u201c\u50cf\u7d20\u5757\u201d(patch)\uff0c\u6bcf\u4e2a\u50cf\u7d20\u5757\u76f8\u5f53\u4e8e\u4e00\u4e2a\u5b57\u7b26\u3002\u8fd9\u6837\uff0c\u5728\u7528 BEiT \u9884\u8bad\u7ec3\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u968f\u673a\u906e\u76d6\u56fe\u50cf\u7684\u90e8\u5206\u50cf\u7d20\u5757\uff0c\u5e76\u5c06\u5176\u66ff\u6362\u4e3a\u7279\u6b8a\u7684\u63a9\u7801\u7b26\u53f7[M]\uff0c\u7136\u540e\u5728\u9aa8\u5e72\u7f51\u7edc ViT \u4e2d\u4e0d\u65ad\u5b66\u4e60\u3001\u9884\u6d4b\u5b9e\u9645\u56fe\u7247\u7684\u6837\u5b50\u3002\u5728 BEiT \u9884\u8bad\u7ec3\u540e\uff0c\u901a\u8fc7\u5728\u9884\u8bad\u7ec3\u7f16\u7801\u4e0a\u6dfb\u52a0\u4efb\u52a1\u5c42\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u5fae\u8c03\u4e0b\u6e38\u4efb\u52a1\u7684\u6a21\u578b\u53c2\u6570\u3002\u5728\u56fe\u50cf\u5206\u7c7b\u548c\u8bed\u4e49\u5206\u5272\u65b9\u9762\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u4ee5\u524d\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u76f8\u6bd4\uff0cBEiT\u6a21\u578b\u83b7\u5f97\u4e86\u66f4\u51fa\u8272\u7684\u7ed3\u679c\u3002\u540c\u65f6\uff0cBEiT \u5bf9\u8d85\u5927\u6a21\u578b\uff08\u59821B\u621610B\uff09\u4e5f\u66f4\u6709\u5e2e\u52a9\uff0c\u7279\u522b\u662f\u5f53\u6807\u8bb0\u6570\u636e\u4e0d\u8db3\u4ee5\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u6709\u76d1\u7763\u9884\u8bad\u7ec3\u65f6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"758\" height=\"389\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-3.png\" alt=\"\u56fe2\uff1aBEiT\u9884\u8bad\u7ec3\u793a\u610f\u56fe\" class=\"wp-image-1070664\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-3.png 758w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-3-300x154.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-3-240x123.png 240w\" sizes=\"auto, (max-width: 758px) 100vw, 758px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1aBEiT\u9884\u8bad\u7ec3\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>BEiT\u76f8\u5173\u8bba\u6587\u88ab ICLR 2022 \u5927\u4f1a\u63a5\u6536\u4e3a Oral Presentation\uff08\u53e3\u5934\u62a5\u544a\u8bba\u6587\uff0c54 out of 3391\uff09\u3002ICLR \u5927\u4f1a\u8bc4\u5ba1\u59d4\u5458\u4f1a\u8ba4\u4e3a\uff0cBEiT \u4e3a\u89c6\u89c9\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u7814\u7a76\u5f00\u521b\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u65b9\u5411\uff0c\u9996\u6b21\u5c06\u63a9\u7801\u9884\u8bad\u7ec3\u5e94\u7528\u5728\u4e86 CV \u9886\u57df\u975e\u5e38\u5177\u6709\u521b\u65b0\u6027\u3002\uff08\u4e86\u89e3\u66f4\u591a\u8be6\u60c5\uff0c\u8bf7\u67e5\u770bBEiT\u8bba\u6587\u539f\u6587\uff1ahttps:\/\/openreview.net\/forum?id=p-BhZSz59o4\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"173\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4-1024x173.png\" alt=\"\u56fe3\uff1aBEiT\u8bba\u6587\u5728ICLR 2022\u7684\u8bc4\u5ba1\u610f\u89c1\" class=\"wp-image-1070667\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4-1024x173.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4-300x51.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4-768x130.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4-240x41.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4-1280x217.png 1280w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-4.png 1282w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1aBEiT\u8bba\u6587\u5728ICLR 2022\u7684\u8bc4\u5ba1\u610f\u89c1\uff08\u8be6\u60c5\u8bf7\u8bbf\u95ee\uff1ahttps:\/\/openreview.net\/forum?id=p-BhZSz59o4\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"beit-3\u4e3a-ai-\u591a\u6a21\u6001\u57fa\u7840\u5927\u6a21\u578b\u7814\u7a76\u6253\u5f00\u65b0\u601d\u8def\">BEiT-3\u4e3a AI \u591a\u6a21\u6001\u57fa\u7840\u5927\u6a21\u578b\u7814\u7a76\u6253\u5f00\u65b0\u601d\u8def<\/h2>\n\n\n\n<p>\u5728 BEiT \u7684\u57fa\u7840\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5728 BEiT-2 \u4e2d\u8fdb\u4e00\u6b65\u4e30\u5bcc\u4e86\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u8bed\u4e49\u4fe1\u606f\uff08\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u67e5\u770b BEiT-2 \u8bba\u6587\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2208.06366\uff09\u3002\u8fd1\u65e5\uff0c\u7814\u7a76\u5458\u4eec\u53c8\u5c06\u5176\u5347\u7ea7\u5230\u4e86 BEiT-3\u3002BEiT-3 \u5229\u7528\u4e00\u4e2a\u5171\u4eab\u7684 Multiway Transformer \u7ed3\u6784\uff0c\u901a\u8fc7\u5728\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u6570\u636e\u4e0a\u8fdb\u884c\u63a9\u7801\u6570\u636e\u5efa\u6a21\u5b8c\u6210\u9884\u8bad\u7ec3\uff0c\u5e76\u53ef\u8fc1\u79fb\u5230\u5404\u79cd\u89c6\u89c9\u3001\u89c6\u89c9-\u8bed\u8a00\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"672\" height=\"318\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-5.png\" alt=\"\u56fe4\uff1aBEiT-3 \u9884\u8bad\u7ec3\u793a\u610f\u56fe\" class=\"wp-image-1070670\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-5.png 672w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-5-300x142.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-5-240x114.png 240w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe4\uff1aBEiT-3 \u9884\u8bad\u7ec3\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>BEiT-3 \u7684\u521b\u65b0\u4e4b\u5904\u5305\u542b\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<p>\u9aa8\u5e72\u7f51\u7edc\uff1aMultiway Transformer\u3002\u7814\u7a76\u5458\u4eec\u5c06 Multiway Transformer \u4f5c\u4e3a\u9aa8\u5e72\u7f51\u7edc\u4ee5\u5bf9\u4e0d\u540c\u6a21\u6001\u8fdb\u884c\u7f16\u7801\u3002\u6bcf\u4e2a Multiway Transformer \u7531\u4e00\u4e2a\u5171\u4eab\u7684\u81ea\u6ce8\u610f\u529b\u6a21\u5757\uff08self-attention\uff09\u548c\u591a\u4e2a\u6a21\u6001\u4e13\u5bb6(modality experts)\u7ec4\u6210\uff0c\u6bcf\u4e2a\u6a21\u6001\u4e13\u5bb6\u90fd\u662f\u4e00\u4e2a\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08feed-forward network\uff09\u3002\u5171\u4eab\u81ea\u6ce8\u610f\u529b\u6a21\u5757\u53ef\u4ee5\u6709\u6548\u5b66\u4e60\u4e0d\u540c\u6a21\u6001\u4fe1\u606f\u7684\u5bf9\u9f50\uff0c\u5e76\u5bf9\u4e0d\u540c\u6a21\u6001\u4fe1\u606f\u6df1\u5ea6\u878d\u5408\u7f16\u7801\u4f7f\u5176\u66f4\u597d\u5730\u5e94\u7528\u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e0a\u3002\u6839\u636e\u5f53\u524d\u8f93\u5165\u7684\u6a21\u6001\u7c7b\u522b\uff0cMultiway Transformer \u4f1a\u9009\u62e9\u4e0d\u540c\u6a21\u6001\u4e13\u5bb6\u5bf9\u5176\u8fdb\u884c\u7f16\u7801\u4ee5\u5b66\u4e60\u66f4\u591a\u6a21\u6001\u7279\u5b9a\u7684\u4fe1\u606f\u3002\u6bcf\u5c42 Multiway Transformer \u5305\u542b\u4e00\u4e2a\u89c6\u89c9\u4e13\u5bb6\u548c\u4e00\u4e2a\u8bed\u8a00\u4e13\u5bb6\uff0c\u800c\u524d\u4e09\u5c42 Multiway Transformer \u62e5\u6709\u4e3a\u878d\u5408\u7f16\u7801\u5668\u8bbe\u8ba1\u7684\u89c6\u89c9-\u8bed\u8a00\u4e13\u5bb6\u3002\u9488\u5bf9\u4e0d\u540c\u6a21\u6001\u7edf\u4e00\u7684\u9aa8\u5e72\u7f51\u7edc\u4f7f\u5f97 BEiT-3 \u80fd\u591f\u5e7f\u6cdb\u5730\u652f\u6301\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002\u5982\u56fe4\u6240\u793a\uff0cBEiT-3 \u53ef\u4ee5\u7528\u4f5c\u5404\u79cd\u89c6\u89c9\u4efb\u52a1\u7684\u9aa8\u5e72\u7f51\u7edc\uff0c\u5305\u62ec\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u5b9e\u4f8b\u5206\u5272\u548c\u8bed\u4e49\u5206\u5272\uff0c\u8fd8\u53ef\u4ee5\u5fae\u8c03\u4e3a\u53cc\u7f16\u7801\u5668\u7528\u4e8e\u56fe\u50cf\u6587\u672c\u68c0\u7d22\uff0c\u4ee5\u53ca\u7528\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u7684\u878d\u5408\u7f16\u7801\u5668\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"744\" height=\"434\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-6.png\" alt=\"\u56fe5\uff1aBEiT-3 \u53ef\u8fc1\u79fb\u5230\u5404\u79cd\u89c6\u89c9\u3001\u89c6\u89c9-\u8bed\u8a00\u7684\u4e0b\u6e38\u4efb\u52a1\" class=\"wp-image-1070673\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-6.png 744w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-6-300x175.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-6-480x280.png 480w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/beit-3-6-240x140.png 240w\" sizes=\"auto, (max-width: 744px) 100vw, 744px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe5\uff1aBEiT-3 \u53ef\u8fc1\u79fb\u5230\u5404\u79cd\u89c6\u89c9\u3001\u89c6\u89c9-\u8bed\u8a00\u7684\u4e0b\u6e38\u4efb\u52a1<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u4efb\u52a1\uff1a\u63a9\u7801\u6570\u636e\u5efa\u6a21 \uff08masked data modeling\uff09\u3002\u7814\u7a76\u5458\u4eec\u5728\u5355\u6a21\u6001\uff08\u5373\u56fe\u50cf\u4e0e\u6587\u672c\uff09\u548c\u591a\u6a21\u6001\u6570\u636e\uff08\u5373\u56fe\u50cf-\u6587\u672c\u5bf9\uff09\u4e0a\u901a\u8fc7\u7edf\u4e00\u7684\u63a9\u7801-\u9884\u6d4b\u4efb\u52a1\u8fdb\u884c BEiT-3 \u9884\u8bad\u7ec3\u3002\u9884\u8bad\u7ec3\u671f\u95f4\uff0c\u4f1a\u968f\u673a\u63a9\u76d6\u4e00\u5b9a\u767e\u5206\u6bd4\u7684\u6587\u672c\u5b57\u7b26\u6216\u50cf\u7d20\u5757\uff0c\u6a21\u578b\u901a\u8fc7\u88ab\u8bad\u7ec3\u6062\u590d\u63a9\u76d6\u7684\u6587\u672c\u5b57\u7b26\u6216\u5176\u89c6\u89c9\u7b26\u53f7\uff0c\u6765\u5b66\u4e60\u4e0d\u540c\u6a21\u6001\u7684\u8868\u793a\u53ca\u4e0d\u540c\u6a21\u6001\u95f4\u7684\u5bf9\u9f50\u3002\u4e0d\u540c\u4e8e\u4e4b\u524d\u7684\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u91c7\u7528\u591a\u4e2a\u9884\u8bad\u7ec3\u4efb\u52a1\uff0cBEiT-3 \u4ec5\u4f7f\u7528\u4e00\u4e2a\u7edf\u4e00\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u8fd9\u5bf9\u4e8e\u66f4\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u66f4\u52a0\u53cb\u597d\u3002\u7531\u4e8e\u4f7f\u7528\u751f\u6210\u5f0f\u4efb\u52a1\u8fdb\u884c\u9884\u8bad\u7ec3\uff0cBEiT-3 \u76f8\u5bf9\u4e8e\u57fa\u4e8e\u5bf9\u6bd4\u5b66\u4e60\u7684\u6a21\u578b\u4e5f\u4e0d\u9700\u8981\u5927\u6279\u91cf\u8bad\u7ec3\uff0c\u4ece\u800c\u7f13\u89e3\u4e86 GPU \u663e\u5b58\u5360\u7528\u8fc7\u5927\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6269\u5927\u6a21\u578b\u89c4\u6a21\uff1aBEiT-3 \u753140\u5c42 Multiway Transformer \u7ec4\u6210\uff0c\u6a21\u578b\u5171\u5305\u542b19\u4ebf\u4e2a\u53c2\u6570\u3002\u5728\u9884\u8bad\u7ec3\u6570\u636e\u4e0a\uff0cBEiT-3 \u57fa\u4e8e\u591a\u4e2a\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u591a\u6a21\u6001\u6570\u636e\u4ece\u4e94\u4e2a\u516c\u5f00\u6570\u636e\u96c6\u4e2d\u6536\u96c6\u4e86\u5927\u7ea61,500\u4e07\u56fe\u50cf\u548c2,100\u4e07\u56fe\u50cf-\u6587\u672c\u5bf9\uff1b\u5355\u6a21\u6001\u6570\u636e\u4f7f\u7528\u4e861,400\u4e07\u56fe\u50cf\u548c160GB\u6587\u672c\u8bed\u6599\u3002<\/p>\n\n\n\n<p>\u201cBEiT \u7cfb\u5217\u7814\u7a76\u6709\u4e00\u4e2a\u4e00\u4ee5\u8d2f\u4e4b\u7684\u601d\u60f3\u548c\u539f\u5219\uff0c\u5c31\u662f\u6211\u4eec\u8ba4\u4e3a\u4ece\u901a\u7528\u6280\u672f\u5c42\u9762\u770b\u56fe\u50cf\u4e5f\u53ef\u89c6\u4e3a\u4e00\u79cd\u2018\u8bed\u8a00\u2019\uff08Imglish\uff09\uff0c\u4ece\u800c\u53ef\u4ee5\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u5bf9\u56fe\u50cf\u3001\u6587\u672c\u548c\u56fe\u50cf-\u6587\u672c\u5bf9\u8fdb\u884c\u5efa\u6a21\u548c\u5b66\u4e60\u3002\u5982\u679c\u8bf4 BEiT \u5f15\u9886\u548c\u63a8\u8fdb\u4e86\u751f\u6210\u5f0f\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\u4ece NLP \u5230 CV \u7684\u7edf\u4e00\uff0c\u90a3\u4e48\uff0cBEiT-3 \u5b9e\u73b0\u4e86\u751f\u6210\u5f0f\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u7edf\u4e00\uff0c\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u9996\u5e2d\u7814\u7a76\u5458\u97e6\u798f\u5982\u8bf4\u3002<\/p>\n\n\n\n<p>BEiT-3 \u4f7f\u7528 Multiway Transformer \u6709\u6548\u5efa\u6a21\u4e0d\u540c\u7684\u89c6\u89c9\u3001\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u7684 mask data modeling \u4f5c\u4e3a\u9884\u8bad\u7ec3\u76ee\u6807\uff0c\u8fd9\u4f7f\u5f97 BEiT-3 \u6210\u4e3a\u4e86\u901a\u7528\u57fa\u7840\u6a21\u578b\u7684\u91cd\u8981\u57fa\u77f3\u3002\u201cBEiT-3 \u65e2\u7b80\u5355\u53c8\u6709\u6548\uff0c\u4e3a\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u6269\u5c55\u6253\u5f00\u4e86\u4e00\u4e2a\u65b0\u65b9\u5411\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8fd8\u5c06\u6301\u7eed\u8fdb\u884c\u5bf9 BEiT \u7684\u7814\u7a76\uff0c\u4ee5\u4fc3\u8fdb\u8de8\u8bed\u8a00\u548c\u8de8\u6a21\u6001\u7684\u8fc1\u79fb\uff0c\u63a8\u52a8\u4e0d\u540c\u4efb\u52a1\u3001\u8bed\u8a00\u548c\u6a21\u6001\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u751a\u81f3\u6a21\u578b\u7684\u5927\u4e00\u7edf\u3002\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u591a\u6a21\u6001\u548c\u901a\u7528\u57fa\u7840\u6a21\u578b\u7814\u7a76\u8fd8\u6709\u66f4\u5e7f\u9614\u7684\u7a7a\u95f4\u7b49\u5f85\u63a2\u7d22\">\u591a\u6a21\u6001\u548c\u901a\u7528\u57fa\u7840\u6a21\u578b\u7814\u7a76\u8fd8\u6709\u66f4\u5e7f\u9614\u7684\u7a7a\u95f4\u7b49\u5f85\u63a2\u7d22<\/h2>\n\n\n\n<p>\u4eba\u7684\u611f\u77e5\u548c\u667a\u80fd\u5929\u751f\u5c31\u662f\u591a\u6a21\u6001\u7684\uff0c\u4e0d\u4f1a\u5c40\u9650\u5728\u6587\u672c\u6216\u56fe\u50cf\u7b49\u5355\u4e00\u7684\u6a21\u6001\u4e0a\u3002\u56e0\u6b64\uff0c\u591a\u6a21\u6001\u662f\u672a\u6765\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u548c\u5e94\u7528\u65b9\u5411\u3002\u53e6\u5916\uff0c\u7531\u4e8e\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8fdb\u5c55\uff0cAI \u7684\u7814\u7a76\u5448\u73b0\u51fa\u5927\u5b66\u79d1\u8d8b\u52bf\uff0c\u4e0d\u540c\u9886\u57df\u7684\u8303\u5f0f\u3001\u6280\u672f\u548c\u6a21\u578b\u4e5f\u5728\u8d8b\u8fd1\u5927\u4e00\u7edf\u3002\u8de8\u5b66\u79d1\u3001\u8de8\u9886\u57df\u7684\u5408\u4f5c\u5c06\u66f4\u52a0\u5bb9\u6613\u548c\u666e\u904d\uff0c\u4e0d\u540c\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\u4e5f\u66f4\u5bb9\u6613\u76f8\u4e92\u63a8\u8fdb\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u4fc3\u8fdb\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u201c\u5c24\u5176\u662f\u901a\u7528\u57fa\u7840\u6a21\u578b\u548c\u901a\u624d\u6a21\u578b\u7b49\u9886\u57df\u7684\u7814\u7a76\uff0c\u5c06\u8ba9 AI \u7814\u7a76\u8fce\u6765\u66f4\u52a0\u6fc0\u52a8\u4eba\u5fc3\u7684\u673a\u9047\u548c\u53d1\u5c55\u3002\u800c\u6280\u672f\u548c\u6a21\u578b\u7684\u7edf\u4e00\u4f1a\u4f7f\u5f97 AI \u6a21\u578b\u9010\u6b65\u6807\u51c6\u5316\u3001\u89c4\u6a21\u5316\uff0c\u8fdb\u800c\u4e3a\u5927\u8303\u56f4\u4ea7\u4e1a\u5316\u63d0\u4f9b\u57fa\u7840\u548c\u53ef\u80fd\u3002\u901a\u8fc7\u4e91\u90e8\u7f72\u548c\u4e91\u7aef\u534f\u4f5c\uff0cAI \u5c06\u6709\u53ef\u80fd\u771f\u6b63\u6210\u4e3a\u50cf\u6c34\u548c\u7535\u4e00\u6837\u7684\u2018\u65b0\u57fa\u5efa\u2019\u8d4b\u80fd\u5404\u884c\u5404\u4e1a\uff0c\u5e76\u8fdb\u4e00\u6b65\u50ac\u751f\u98a0\u8986\u6027\u7684\u5e94\u7528\u573a\u666f\u548c\u5546\u4e1a\u6a21\u5f0f\uff0c\u201d \u97e6\u798f\u5982\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u5173\u4e8e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\u9886\u57df\u7684\u7814\u7a76\uff0c\u8bf7\u8bbf\u95ee<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/unilm\">https:\/\/github.com\/microsoft\/unilm<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u76f8\u5173\u8bba\u6587\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>BEiT: BERT Pre-Training of Image Transformers<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=p-BhZSz59o4\">https:\/\/openreview.net\/forum?id=p-BhZSz59o4<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>BEiT-2: Masked Image Modeling with Vector-Quantized Visual Tokenizers<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2208.06366\">https:\/\/arxiv.org\/abs\/2208.06366<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks\uff08BEiT-3\uff09<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2208.10442\">https:\/\/arxiv.org\/abs\/2208.10442<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u8fd1\u5e74\u6765\uff0c\u57fa\u7840\u6a21\u578b\uff08foundation models\uff0c\u4e5f\u88ab\u79f0\u4e3a\u9884\u8bad\u7ec3\u6a21\u578b\uff09\u7684\u7814\u7a76\u4ece\u6280\u672f\u5c42\u9762\u9010\u6e10\u8d8b\u5411\u4e8e\u5927\u4e00\u7edf\uff08the big convergence\uff09\uff0c\u4e0d\u540c\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff08\u4f8b\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8bed\u97f3\u5904\u7406\u3001\u591a\u6a21\u6001\u7b49\uff09\u7684\u57fa\u7840\u6a21\u578b\u4ece\u6280\u672f\u4e0a\u90fd\u4f9d\u8d56\u4e09\u4e2a\u65b9\u9762\uff1a\u4e00\u662f Transformers \u6210\u4e3a\u4e0d\u540c\u9886\u57df\u548c\u95ee\u9898\u7684\u901a\u7528\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u548c\u5efa\u6a21\u65b9\u5f0f\uff0c\u4e8c\u662f\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff08generative pre-training\uff09\u6210\u4e3a\u6700\u91cd\u8981\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u548c\u8bad\u7ec3\u76ee\u6807\uff0c\u4e09\u662f\u6570\u636e\u548c\u6a21\u578b\u53c2\u6570\u7684\u89c4\u6a21\u5316\uff08scaling up\uff09\u8fdb\u4e00\u6b65\u91ca\u653e\u57fa\u7840\u6a21\u578b\u7684\u6f5c\u529b\u3002 \u6280\u672f\u548c\u6a21\u578b\u7684\u7edf\u4e00\u5c06\u4f1a\u4f7f\u5f97 AI \u6a21\u578b\u9010\u6b65\u6807\u51c6\u5316\u3001\u89c4\u6a21\u5316\uff0c\u4ece\u800c\u4e3a\u5927\u8303\u56f4\u4ea7\u4e1a\u5316\u63d0\u4f9b\u57fa\u7840\u548c\u53ef\u80fd\u3002\u901a\u8fc7\u4e91\u90e8\u7f72\u548c\u4e91\u7aef\u534f\u4f5c\uff0cAI \u5c06\u6709\u53ef\u80fd\u771f\u6b63\u6210\u4e3a\u50cf\u6c34\u548c\u7535\u4e00\u6837\u7684\u201c\u65b0\u57fa\u5efa\u201d\u8d4b\u80fd\u5404\u884c\u5404\u4e1a\uff0c\u5e76\u8fdb\u4e00\u6b65\u50ac\u751f\u98a0\u8986\u6027\u7684\u5e94\u7528\u573a\u666f\u548c\u5546\u4e1a\u6a21\u5f0f\u3002 \u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u5fae\u8f6f\u56fe\u7075\u56e2\u961f\u63a8\u51fa\u4e86\u6700\u65b0\u5347\u7ea7\u7684 BEiT-3 \u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5728\u5e7f\u6cdb\u7684\u89c6\u89c9\u53ca\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e0a\uff0c\u5305\u62ec\u76ee\u6807\u68c0\u6d4b\uff08COCO\uff09\u3001\u5b9e\u4f8b\u5206\u5272\uff08COCO\uff09\u3001\u8bed\u4e49\u5206\u5272\uff08ADE20K\uff09\u3001\u56fe\u50cf\u5206\u7c7b\uff08ImageNet\uff09\u3001\u89c6\u89c9\u63a8\u7406\uff08NLVR2\uff09\u3001\u89c6\u89c9\u95ee\u7b54\uff08VQAv2\uff09\u3001\u56fe\u7247\u63cf\u8ff0\u751f\u6210\uff08COCO\uff09\u548c\u8de8\u6a21\u6001\u68c0\u7d22\uff08Flickr30K\uff0cCOCO\uff09\u7b49\uff0c\u5b9e\u73b0\u4e86 SOTA \u7684\u8fc1\u79fb\u6027\u80fd\u3002BEiT-3 \u521b\u65b0\u7684\u8bbe\u8ba1\u548c\u51fa\u8272\u7684\u8868\u73b0\u4e3a\u591a\u6a21\u6001\u7814\u7a76\u6253\u5f00\u4e86\u65b0\u601d\u8def\uff0c\u4e5f\u9884\u793a\u7740 AI \u5927\u4e00\u7edf\u6e10\u9732\u66d9\u5149\u3002\uff08\u70b9\u51fb\u9605\u8bfb\u539f\u6587\uff0c\u67e5\u770b BEiT-3 \u8bba\u6587\uff09 \u4e8b\u5b9e\u4e0a\uff0c\u5728\u65e9\u671f\u5bf9\u4e8e AI \u548c\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u63a2\u7d22\u4e2d\uff0c\u79d1\u7814\u4eba\u5458\u90fd\u662f\u4e13\u6ce8\u4e8e\u7814\u7a76\u5355\u6a21\u6001\u6a21\u578b\uff0c\u5e76\u5229\u7528\u5355\u4e00\u6a21\u6001\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u6587\u672c\u6570\u636e\u8bad\u7ec3\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\u6a21\u578b\uff0c\u57fa\u4e8e\u56fe\u50cf\u6570\u636e\u8bad\u7ec3\u8ba1\u7b97\u673a\u89c6\u89c9 (CV) \u6a21\u578b\uff0c\u4f7f\u7528\u97f3\u9891\u6570\u636e\u8bad\u7ec3\u8bed\u97f3\u6a21\u578b\u7b49\u7b49\u3002\u7136\u800c\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u89c6\u9891\u7b49\u5f62\u5f0f\u5f88\u591a\u60c5\u51b5\u4e0b\u90fd\u4e0d\u662f\u72ec\u7acb\u5b58\u5728\u7684\uff0c\u800c\u662f\u4ee5\u66f4\u590d\u6742\u7684\u65b9\u5f0f\u878d\u5408\u5448\u73b0\uff0c\u56e0\u6b64\u5728\u4eba\u5de5\u667a\u80fd\u7684\u63a2\u7d22\u4e2d\uff0c\u8de8\u6a21\u6001\u3001\u591a\u6a21\u6001\u4e5f\u6210\u4e86\u8fd1\u51e0\u5e74\u4e1a\u754c\u7814\u7a76\u7684\u91cd\u70b9\u3002 \u201c\u8fd1\u5e74\u6765\uff0c\u8bed\u8a00\u3001\u89c6\u89c9\u548c\u591a\u6a21\u6001\u7b49\u9886\u57df\u7684\u9884\u8bad\u7ec3\u5f00\u59cb\u5448\u73b0\u5927\u4e00\u7edf\uff08big convergence\uff09\u8d8b\u52bf\u3002\u901a\u8fc7\u5bf9\u5927\u91cf\u6570\u636e\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u5c06\u6a21\u578b\u8fc1\u79fb\u5230\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u4e0a\u3002\u8fd9\u79cd\u9884\u8bad\u7ec3\u4e00\u4e2a\u901a\u7528\u57fa\u7840\u6a21\u578b\u6765\u5904\u7406\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u7684\u6a21\u5f0f\u5df2\u7ecf\u5438\u5f15\u4e86\u8d8a\u6765\u8d8a\u591a\u79d1\u7814\u4eba\u5458\u7684\u5173\u6ce8\uff0c\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u4e3b\u7ba1\u7814\u7a76\u5458\u8463\u529b\u8868\u793a\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u770b\u5230\uff0c\u5927\u4e00\u7edf\u7684\u8d8b\u52bf\u5df2\u7ecf\u5728\u4e09\u4e2a\u65b9\u9762\u9010\u6e10\u663e\u73b0\uff0c\u5206\u522b\u662f\u9aa8\u5e72\u7f51\u7edc(backbone)\u3001\u9884\u8bad\u7ec3\u4efb\u52a1\u548c\u89c4\u6a21\u63d0\u5347\u3002 \u9996\u5148\uff0c\u9aa8\u5e72\u7f51\u7edc\u9010\u6e10\u7edf\u4e00\u3002\u6a21\u578b\u67b6\u6784\u7684\u7edf\u4e00\uff0c\u4e3a\u9884\u8bad\u7ec3\u7684\u5927\u4e00\u7edf\u63d0\u4f9b\u4e86\u57fa\u7840\u3002\u5728\u8fd9\u4e2a\u601d\u60f3\u6307\u5f15\u4e0b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u9aa8\u5e72\u7f51\u7edc Multiway Transformer\uff0c\u53ef\u4ee5\u540c\u65f6\u7f16\u7801\u591a\u79cd\u6a21\u6001\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u6a21\u5757\u5316\u7684\u8bbe\u8ba1\uff0c\u7edf\u4e00\u67b6\u6784\u53ef\u4ee5\u7528\u4e8e\u4e0d\u540c\u7684\u89c6\u89c9\u53ca\u89c6\u89c9-\u8bed\u8a00\u4e0b\u6e38\u4efb\u52a1\u3002\u53d7\u5230 UniLM\uff08\u7edf\u4e00\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff09\u7684\u542f\u53d1\uff0c\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e5f\u53ef\u4ee5\u8fdb\u884c\u7edf\u4e00\u5efa\u6a21\u3002 \u5176\u6b21\uff0c\u57fa\u4e8e\u63a9\u7801\u6570\u636e\u5efa\u6a21\uff08masked data modeling\uff09\u7684\u9884\u8bad\u7ec3\u5df2\u6210\u529f\u5e94\u7528\u4e8e\u591a\u79cd\u6a21\u6001\uff0c\u5982\u6587\u672c\u548c\u56fe\u50cf\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c06\u56fe\u50cf\u770b\u4f5c\u4e00\u79cd\u8bed\u8a00\uff0c\u5b9e\u73b0\u4e86\u4ee5\u76f8\u540c\u7684\u65b9\u5f0f\u5904\u7406\u6587\u672c\u548c\u56fe\u50cf\u4e24\u79cd\u6a21\u6001\u4efb\u52a1\u7684\u76ee\u7684\u3002\u81ea\u6b64\uff0c\u56fe\u50cf-\u6587\u672c\u5bf9\u53ef\u4ee5\u88ab\u7528\u4f5c\u201c\u5e73\u884c\u53e5\u5b50\u201d\u6765\u5b66\u4e60\u6a21\u6001\u4e4b\u95f4\u7684\u5bf9\u9f50\u3002\u901a\u8fc7\u6570\u636e\u7684\u5f52\u4e00\u5316\u5904\u7406\uff0c\u8fd8\u53ef\u4ee5\u5229\u7528\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u6765\u7edf\u4e00\u5730\u8fdb\u884c\u5927\u89c4\u6a21\u8868\u793a\u5b66\u4e60\u3002BEiT-3 \u5728\u89c6\u89c9\u3001\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e0a\u8fbe\u5230 SOTA \u6027\u80fd\u4e5f\u8bc1\u660e\u4e86\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u7684\u4f18\u8d8a\u6027\u3002 \u7b2c\u4e09\uff0c\u6269\u5927\u6a21\u578b\u89c4\u6a21\u548c\u6570\u636e\u5927\u5c0f\u53ef\u63d0\u9ad8\u57fa\u7840\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u4e0b\u6e38\u8fc1\u79fb\u80fd\u529b\u3002\u9075\u5faa\u8fd9\u4e00\u7406\u5ff5\uff0c\u79d1\u7814\u4eba\u5458\u9010\u6e10\u5c06\u6a21\u578b\u89c4\u6a21\u6269\u5927\u5230\u4e86\u6570\u5341\u4ebf\u4e2a\u53c2\u6570\uff0c\u4f8b\u5982\u5728 NLP \u9886\u57df\uff0cMegatron-Turing NLG \u6a21\u578b\u67095300\u4ebf\u53c2\u6570\uff0c\u8fd9\u4e9b\u5927\u6a21\u578b\u5728\u8bed\u8a00\u7406\u89e3\u3001\u8bed\u8a00\u751f\u6210\u7b49\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6210\u6548\uff1b\u5728 CV \u9886\u57df\uff0cSwin Transformer 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