{"id":1075047,"date":"2023-04-11T23:38:00","date_gmt":"2023-04-12T06:38:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1075047"},"modified":"2024-09-25T20:42:31","modified_gmt":"2024-09-26T03:42:31","slug":"intern-ze-liu","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/intern-ze-liu\/","title":{"rendered":"\u5b9e\u4e60\u6d3e\uff5c\u5218\u6cfd\uff1a\u9a6c\u5c14\u5956\u5f97\u4e3b\u6210\u957f\u4e4b\u8def\uff0c\u5b9a\u4f4d\u771f\u6b63\u91cd\u8981\u7684\u95ee\u9898"},"content":{"rendered":"\n<p>\u521d\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u65f6\uff0c\u5c1a\u65e0\u4efb\u4f55\u79d1\u7814\u7ecf\u9a8c\u7684\u5218\u6cfd\u4e5f\u8bb8\u60f3\u4e0d\u5230\uff0c\u4e09\u5e74\u540e\uff0c\u4ed6\u5c06\u65a9\u83b7\u9a6c\u5c14\u5956\u2014\u2014\u8ba1\u7b97\u673a\u89c6\u89c9\u56fd\u9645\u5927\u4f1a\uff08ICCV\uff09\u6700\u4f73\u8bba\u6587\u5956\uff0c\u8fd9\u4e5f\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u65b9\u9762\u7684\u6700\u9ad8\u8363\u8a89\u4e4b\u4e00\u3002 \u4e4b\u540e\uff0c\u4ed6\u66f4\u5728 2022 \u5e74\u83b7\u5f97\u5fae\u8f6f\u5b66\u8005\u5956\u5b66\u91d1\uff0c\u6210\u4e3a\u5168\u4e9a\u6d32 12 \u540d\u83b7\u5956\u8005\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p><strong>\u201c\u53d1\u73b0\u771f\u6b63\u91cd\u8981\u7684\u95ee\u9898\u3002\u201d<\/strong>\u8fd9\u662f\u4ed6\u7684\u5bfc\u5e08\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u738b\u6c38\u6559\u6388\u3001\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u90ed\u767e\u5b81\u535a\u58eb\u548c\u80e1\u701a\u535a\u58eb\u5e38\u5e38\u6302\u5728\u5634\u8fb9\u7684\u8bdd\uff0c\u5982\u4eca\uff0c\u4e5f\u662f\u4ed6\u7231\u8bf4\u7684\u8bdd\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u4ed6\u662f\u5982\u4f55\u5728\u4e00\u4f17\u6216\u5927\u6216\u5c0f\u7684\u201c\u95ee\u53f7\u201d\u4e2d\uff0c\u627e\u5230\u90a3\u4e2a\u771f\u6b63\u91cd\u8981\u7684\u95ee\u9898\uff1f\u4ed6\u53c8\u662f\u5982\u4f55\u4ece\u4e00\u5f20\u79d1\u7814\u767d\u7eb8\uff0c\u8715\u53d8\u6210\u4e3a\u53ef\u4ee5\u72ec\u5f53\u4e00\u9762\u7684\u7814\u7a76\u8005\uff1f<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u4e5f\u597d\u5947\uff0c\u90a3\u5c31\u8bf7\u63a5\u7740\u770b\u4e0b\u53bb\u5427\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/15-1-1024x683.jpg\" alt=\"\u5218\u6cfd\" class=\"wp-image-1075332\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/15-1-1024x683.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/15-1-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/15-1-768x512.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/15-1-240x160.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/15-1.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9a\u4f4d-\u597d\u98ce\u51ed\u501f\u529b-\u9001\u6211\u4e0a\u9752\u4e91\">\u5b9a\u4f4d\uff1a\u597d\u98ce\u51ed\u501f\u529b\uff0c\u9001\u6211\u4e0a\u9752\u4e91<\/h2>\n\n\n\n<p>\u60f3\u505a\u79d1\u7814\uff0c\u8fd9\u662f\u5218\u6cfd\u9009\u62e9\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66-\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u57f9\u517b\u535a\u58eb\u751f\u9879\u76ee\u7684\u6734\u7d20\u521d\u5fc3\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0c\u9ad8\u6c34\u5e73\u7684\u5bfc\u5e08\u548c\u5408\u4f5c\u8005\uff0c\u81ea\u7531\u7684\u5b66\u672f\u73af\u5883\u548c\u5145\u8db3\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u652f\u6491\u7740\u4ed6\u4ece\u5165\u95e8\u5230\u72ec\u5f53\u4e00\u9762\u3002\u5218\u6cfd\u975e\u5e38\u611f\u8c22\u6bcd\u6821\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u4e3a\u4ed6\u63d0\u4f9b\u8fd9\u4e48\u597d\u7684\u673a\u4f1a\uff0c\u8ba9\u4ed6\u53ef\u4ee5\u901a\u8fc7\u8054\u57f9\u535a\u58eb\u9879\u76ee\u5f00\u59cb\u81ea\u5df1\u7684\u79d1\u7814\u4e4b\u8def\u3002<\/p>\n\n\n\n<p>\u79d1\u7814\u4e4b\u9014\u5e76\u975e\u4e00\u9a6c\u5e73\u5ddd\u7684\u5eb7\u5e84\u5927\u9053\uff0c\u5218\u6cfd\u5bf9\u8fd9\u6761\u9669\u9014\u4e0a\u7684\u201c\u5f15\u8def\u4eba\u201d\u4eec\u4e00\u76f4\u5fc3\u6000\u611f\u6fc0\u2014\u2014\u5b66\u6821\u5bfc\u5e08\u738b\u6c38\u6559\u6388\uff0c\u7ed9\u4e88\u4e86\u4ed6\u8bb8\u591a\u5177\u6709\u5efa\u8bbe\u6027\u7684\u65b9\u5411\u5efa\u8bae\u548c\u5145\u5206\u81ea\u7531\u7684\u53d1\u5c55\u7a7a\u95f4\uff1b\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5bfc\u5e08\u90ed\u767e\u5b81\u535a\u58eb\u548c\u80e1\u701a\u535a\u58eb\uff0c\u5219\u5e26\u9886\u7740\u4ed6\u4e00\u6b65\u6b65\u60f3\u9009\u9898\u3001\u63a8\u8fdb\u5b9e\u9a8c\uff0c\u5728\u57f9\u517b\u624e\u5b9e\u79d1\u7814\u6280\u80fd\u3001\u638c\u63e1\u5177\u4f53\u6280\u672f\u7ec6\u8282\u3001\u4f20\u6388\u73cd\u8d35\u79d1\u7814\u7ecf\u9a8c\u7684\u540c\u65f6\uff0c\u66f4\u5f15\u9886\u7740\u4ed6\u53bb\u53d1\u73b0\u771f\u6b63\u91cd\u8981\u7684\u95ee\u9898\uff0c\u505a\u771f\u6b63\u6709\u4ef7\u503c\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p><strong>\u201c\u5b9a\u4f4d\u610f\u8bc6\u201d\uff0c\u662f\u80e1\u701a\u8001\u5e08\u6307\u5bfc\u65f6\u7684\u5173\u952e\u8bcd\uff0c\u5373\u5728\u505a\u4e00\u9879\u7814\u7a76\u65f6\uff0c\u9700\u8981\u8003\u8651\u9886\u57df\u672c\u8eab\u6240\u5904\u7684\u72b6\u6001\u548c\u4f4d\u7f6e\uff0c\u4ec0\u4e48\u7814\u7a76\u662f\u5b83\u771f\u6b63\u9700\u8981\u7684\u3002<\/strong>\u521d\u5165\u7814\u7a76\u9662\u65f6\uff0c\u5218\u6cfd\u5c31\u6295\u5165\u4e86\u5f88\u591a\u7684\u65f6\u95f4\u548c\u7cbe\u529b\u53bb\u7ed8\u5236\u81ea\u5df1\u7684\u201c\u8ba4\u77e5\u5730\u56fe\u201d\uff0c\u601d\u8003\u76ee\u524d\u7684\u53d1\u5c55\u4f4d\u7f6e\u548c\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\uff0c\u518d\u53bb\u5224\u65ad\u54ea\u4e9b\u662f\u771f\u7684\u503c\u5f97\u53bb\u505a\u7684\u4e1c\u897f\u3002<\/p>\n\n\n\n<p>\u5728 Mentor \u7684\u5e26\u9886\u4e0b\uff0c\u5218\u6cfd\u4e0e\u5c0f\u7ec4\u6210\u5458\u51b3\u5b9a\u805a\u7126\u4e8e\u901a\u7528\u89c6\u89c9\u67b6\u6784\u7684\u8bbe\u8ba1\u548c\u89c6\u89c9\u5927\u6a21\u578b\u7814\u7a76\uff0c\u5e76\u5c1d\u8bd5\u7740\u4ece\u4e4b\u524d\u7ec4\u5185\u7684\u8fde\u7eed\u6027\u7814\u7a76\u4e2d\u6c72\u53d6\u7075\u611f\uff0c<strong>\u6700\u7ec8\u5e76\u63d0\u51fa\u4e86\u53ef\u4ee5\u9002\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684 Swin Transformer\u3002\u57fa\u4e8e\u6b64\u6210\u679c\uff0c\u5218\u6cfd\u4f5c\u4e3a\u7b2c\u4e00\u4f5c\u8005\u5728 ICCV 2021 \u4e0a\u53d1\u8868\u8bba\u6587\u5e76\u83b7\u5f97\u6700\u4f73\u8bba\u6587\u3002<\/strong>\u8fd9\u662f\u7b2c\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u901a\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u9aa8\u5e72\u7f51\u7edc\uff0c\u5728\u7269\u4f53\u68c0\u6d4b\u548c\u8bed\u4e49\u5206\u5272\u7b49\u4efb\u52a1\u4e2d\u5927\u5e45\u5ea6\u5237\u65b0\u6b64\u524d\u7eaa\u5f55\uff0c\u5728\u5de5\u4e1a\u754c\u548c\u5b66\u672f\u754c\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u5173\u6ce8\u548c\u4f7f\u7528\uff0c\u8bba\u6587\u76ee\u524d\u5df2\u88ab\u5f15\u7528\u8fd1 7000 \u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-1024x576.png\" alt=\"ICCV 2021 \u6700\u4f73\u8bba\u6587\u83b7\u5956\u8bc1\u4e66\" class=\"wp-image-1075335\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-1024x576.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-768x432.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-1066x600.png 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-640x360.png 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16-960x540.png 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/16.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">ICCV 2021 \u6700\u4f73\u8bba\u6587\u83b7\u5956\u8bc1\u4e66<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u597d\u7684\u7814\u7a76\u5e76\u975e\u4e00\u8e74\u800c\u5c31\uff0c\u202fSwin Transformer\u202f \u4e5f\u662f\u9010\u6b65\u5b8c\u6210\u4e86\u4ece\u201c\u594f\u6548\u201d\u5230\u201c\u505a\u597d\u201d\u518d\u5230\u201c\u5353\u8d8a\u201d\u7684\u98de\u8dc3<\/strong>\u2014\u2014\u5218\u6cfd\u548c\u540c\u4f34\u4eec\u5148\u662f\u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\u8fdb\u884c\u521d\u6b65\u5c1d\u8bd5\uff0c\u518d\u662f\u5728\u4ee5\u76ee\u6807\u68c0\u6d4b\u548c\u8bed\u4e49\u5206\u5272\u4e3a\u4ee3\u8868\u7684\u66f4\u5e7f\u6cdb\u7684\u89c6\u89c9\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u4f5c\u7528\uff0c\u5747\u53d6\u5f97\u4ee4\u4eba\u6ee1\u610f\u7684\u8868\u73b0\u4e4b\u540e\uff0c\u4ed6\u4eec\u8fdb\u4e00\u6b65\u5728\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6709\u6548\u6027\u68c0\u9a8c\u3002<\/p>\n\n\n\n<p>Swin Transformer \u7684\u6210\u529f\u4e5f\u4e0d\u662f\u4ed6\u4eec\u7684\u7ec8\u70b9\u3002\u6b64\u540e\uff0c\u901a\u8fc7\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7ec4\u97e6\u798f\u5982\u535a\u58eb\u56e2\u961f\u7684\u8de8\u7ec4\u5408\u4f5c\uff0c\u4ed6\u4eec\u8fd8\u57fa\u4e8e\u6b64\u5f00\u53d1\u4e86\u7b2c\u4e00\u4e2a\u901a\u7528\u7684\u89c6\u89c9\u5927\u6a21\u578b Swin Transformer V2\uff0c\u8fd9\u4e5f\u662f\u6b64\u524d\u6700\u5927\u7684\u7a20\u5bc6\u89c6\u89c9\u6a21\u578b\u2014\u2014<strong>\u6c38\u8fdc\u4e0d\u6b62\u6b65\u73b0\u6709\u7814\u7a76\uff0c\u4e0d\u65ad\u8c03\u9ad8\u79d1\u7814\u671f\u671b\uff0c\u89e6\u78b0\u66f4\u9ad8\u7684\u79d1\u7814\u8fb9\u754c\uff0c\u8fd9\u662f\u5c5e\u4e8e\u4ed6\u4eec\u7684\u6fc0\u60c5\u548c\u6d6a\u6f2b\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e00\u8fc7\u7a0b\u4e5f\u662f\u6311\u6218\u8ba4\u77e5\u8fb9\u754c\u3001\u91cd\u65b0\u5b9a\u4e49\u81ea\u6211\u7684\u8fc7\u7a0b\u3002\u201c\u5176\u5b9e\uff0c\u5931\u8d25\u7684\u60c5\u51b5\u6bd4\u8f83\u591a\uff0c\u4f46\u5931\u8d25\u4e5f\u662f\u6210\u679c\u7684\u4e00\u90e8\u5206\u3002\u201d\u5728\u6df1\u591c\u7684\u5b9e\u9a8c\u5ba4\u91cc\uff0c\u4ed6\u4f34\u968f\u7740\u8ba1\u7b97\u673a\u8fd0\u4f5c\u65f6\u7684\u55e1\u9e23\u58f0\u5728\u6c99\u53d1\u4e0a\u5165\u7761\u3002\u4f46\u662f\uff0c\u5728\u4e0d\u65ad\u201c\u6298\u8fd4\u8dd1\u201d\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ed6\u53cd\u800c\u5bf9\u90a3\u4e9b\u201c\u53cd\u76f4\u89c9\u201d\u7684\u8282\u70b9\u66f4\u4e3a\u7559\u610f\u548c\u597d\u5947\uff0c\u8f6c\u800c\u601d\u8003\u8fd9\u4e9b\u53cd\u5e38\u73b0\u8c61\u80cc\u540e\u7684\u672c\u8d28\u662f\u4ec0\u4e48\uff0c\u7ee7\u800c\u5728\u201c\u7ea0\u8bef\u201d\u4e2d\u518d\u6b21\u6811\u7acb\u4e86\u5bf9\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u7684\u81ea\u4fe1\u3002<\/p>\n\n\n\n<p><strong>\u201c\u9996\u5148\u8981\u9009\u62e9\u6b63\u786e\u7684\u65b9\u5411\uff0c\u540c\u65f6\u660e\u786e\u76ee\u524d\u7684\u53d1\u5c55\u60c5\u51b5\uff0c\u6562\u4e8e\u505a\u5177\u6709\u6311\u6218\u4f46\u662f\u91cd\u8981\u7684\u95ee\u9898\u3002\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\uff0c\u6b63\u786e\u7684\u65b9\u5411\u6bd4\u5177\u4f53\u7684\u6280\u672f\u66f4\u91cd\u8981\u3002\u201d<\/strong>\u5218\u6cfd\u5982\u6b64\u603b\u7ed3\u9053\u3002\u968f\u7740\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4ed6\u5df2\u7ecf\u5728\u5927\u8bed\u8a00\u6a21\u578b 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id=\"\u8fde\u63a5-\u4ee5\u540c\u9053\u4e3a\u670b-\u4ee5\u540c\u4e49\u4e3a\u53cb\">\u8fde\u63a5\uff1a\u4ee5\u540c\u9053\u4e3a\u670b\uff0c\u4ee5\u540c\u4e49\u4e3a\u53cb<\/h2>\n\n\n\n<p>\u5728\u5218\u6cfd\u770b\u6765\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u5438\u5f15\u4ed6\u7684\u5730\u65b9\uff0c\u8fd8\u662f\u201c\u4eba\u201d\u672c\u8eab\u3002<\/p>\n\n\n\n<p><strong>\u201c\u4e0e\u5bfc\u5e08\u6c9f\u901a\u662f\u8bfb\u535a\u9053\u8def\u4e0a\u7684\u4e0d\u4e8c\u6cd5\u95e8\u3002\u201d<\/strong>\u5218\u6cfd\u8bf4\uff0c\u4f5c\u4e3a\u5b66\u751f\uff0c\u81ea\u5df1\u8981\u79ef\u6781\u4e3b\u52a8\u4e00\u70b9\uff0c\u591a\u5411\u5bfc\u5e08\u4eec\u8bf7\u6559\uff0c\u540c\u65f6\u4e0d\u8981\u5bb3\u7f9e\u4e8e\u8868\u8fbe\u81ea\u5df1\u7684\u771f\u5b9e\u60f3\u6cd5\uff0c\u624d\u80fd\u5728\u4ea4\u6d41\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u5207\u5b9e\u7684\u6ecb\u517b\u4e0e\u8fdb\u6b65\u3002\u65e0\u8bba\u662f\u65e5\u5e38\u7684\u89c1\u9762\u4e0e\u5403\u996d\uff0c\u8fd8\u662f\u56e2\u5efa\u65f6\u6f2b\u6b65\u4e8e\u690d\u7269\u56ed\u548c\u5706\u660e\u56ed\uff0c\u4ed6\u4eec\u603b\u662f\u4f1a\u5728\u4ea4\u8c08\u4e2d\u78b0\u649e\u51fa\u5d2d\u65b0\u7684\u601d\u7ef4\u706b\u82b1\uff0c\u4ece\u800c\u5efa\u7acb\u8d77\u65e5\u76ca\u6df1\u523b\u7684\u3001\u5145\u6ee1\u4eba\u60c5\u5473\u7684\u8fde\u63a5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"769\" height=\"1024\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/17-1-769x1024.jpg\" alt=\"\u5218\u6cfd\uff08\u5de6\u4e00\uff09\u4e0e\u80e1\u701a\u5bfc\u5e08\uff08\u53f3\u4e00\uff09\u5408\u5f71\" class=\"wp-image-1075338\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/17-1-769x1024.jpg 769w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/17-1-225x300.jpg 225w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/17-1-768x1023.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/17-1-135x180.jpg 135w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/17-1.jpg 1080w\" sizes=\"auto, (max-width: 769px) 100vw, 769px\" \/><figcaption class=\"wp-element-caption\">\u5218\u6cfd\uff08\u5de6\u4e00\uff09\u4e0e\u80e1\u701a\u5bfc\u5e08\uff08\u53f3\u4e00\uff09\u5408\u5f71<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u540c\u6837\u4f18\u79c0\u8d64\u8bda\u3001\u773c\u5e95\u6709\u5149\u7684\u540c\u9f84\u4eba\u4eec\uff0c\u4e5f\u4e3a\u4ed6\u7684\u79d1\u7814\u4e0e\u751f\u6d3b\u6253\u5f00\u53e6\u4e00\u91cd\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u79d1\u7814\u4e2d\uff0c\u4ed6\u4eec\u5e38\u5e38\u805a\u5728\u4e00\u8d77\u5934\u8111\u98ce\u66b4\uff0c\u901a\u529b\u5408\u4f5c\uff0c\u4e00\u62cd\u5373\u5408\u3002\u201c<strong>\u5982\u679c\u4f60\u6709\u60f3\u6cd5\uff0c\u968f\u65f6\u53ef\u4ee5\u627e\u5230\u60f3\u8981\u4e00\u8d77\u8ba8\u8bba\u7684\u4eba\u3002<\/strong>\u56e0\u4e3a\u5927\u5bb6\u80fd\u529b\u548c\u7406\u89e3\u529b\u90fd\u5f88\u5f3a\uff0c\u4e5f\u6709\u4e00\u4e9b\u5408\u4f5c\u7ecf\u9a8c\uff0c\u6211\u4eec\u56e2\u961f\u57fa\u672c\u4e0d\u4f1a\u6d6a\u8d39\u4ec0\u4e48\u65f6\u95f4\u5728\u65e0\u6548\u7684\u6c9f\u901a\u4e0a\uff0c\u5408\u4f5c\u8fc7\u7a0b\u662f\u975e\u5e38\u6109\u5feb\u7684\u3002\u201d\u5728\u4eba\u5458\u5b89\u6392\u4e0a\uff0c\u4ed6\u4eec\u5f80\u5f80\u5f3a\u8c03\u201c\u6700\u5408\u9002\u7684\u4eba\u53bb\u505a\u6700\u5408\u9002\u7684\u4e8b\u201d\u3002\u5176\u4e2d\uff0c\u8de8\u7ec4\u5408\u4f5c\u66f4\u662f\u63d0\u4f9b\u4e86\u53d6\u957f\u8865\u77ed\u3001\u4e30\u5bcc\u89c6\u91ce\u7684\u5b9d\u8d35\u5951\u673a\uff0c\u5e76\u5e26\u6765 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/18-1-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/18-1-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/18-1-240x180.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/18-1.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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class=\"wp-block-heading\" id=\"\u89e6\u7c7b\u65c1\u901a-\u505a\u79d1\u7814\u5982\u70f9\u5c0f\u9c9c\">\u89e6\u7c7b\u65c1\u901a\uff1a\u505a\u79d1\u7814\u5982\u70f9\u5c0f\u9c9c<\/h2>\n\n\n\n<p>\u70f9\u996a\uff0c\u662f\u5218\u6cfd\u9664\u79d1\u7814\u5916\u7684\u53e6\u4e00\u5927\u7231\u597d\u3002\u5bf9\u6b64\uff0c\u4ed6\u7b11\u9053\uff1a<strong>\u201c\u5728\u638c\u63e1\u65b9\u6cd5\u8bba\u7684\u57fa\u7840\u4e0a\uff0c\u600e\u4e48\u505a\u90fd\u633a\u597d\u5403\u7684\u3002\u201d<\/strong><\/p>\n\n\n\n<p>\u5c1d\u904d\u9178\u751c\u82e6\u8fa3\uff0c\u65b9\u77e5\u79d1\u7814\u6ecb\u5473\u3002\u201c\u5176\u5b9e\uff0c\u60f3\u51fa\u597d\u7684\u7075\u611f\u662f\u5f88\u56f0\u96be\u7684\u4e00\u4ef6\u4e8b\uff0c\u6709\u4e9b\u65f6\u5019\u5728\u4e0d\u786e\u5b9a\u81ea\u5df1\u7684\u60f3\u6cd5\u662f\u5426\u662f\u6b63\u786e\u7684\u65f6\u5019\uff0c\u53ef\u4ee5\u5148\u884c\u52a8\u8d77\u6765\uff0c\u901a\u8fc7\u5b9e\u9a8c\u53cd\u9988\u6765\u5bfb\u627e\u7075\u611f\u3002\u201d\u4e5f\u6b63\u662f\u5728\u4e00\u904d\u904d\u7684\u884c\u52a8\u4e0e\u8bd5\u9519\u4e2d\uff0c\u4ed6\u4ece\u201c\u5b66\u5f92\u201d\u6210\u957f\u4e3a\u72ec\u5f53\u4e00\u9762\u7684\u201c\u5927\u53a8\u201d\uff0c\u6253\u4e0b\u4e86\u624e\u5b9e\u7684\u79d1\u7814\u57fa\u7840\uff0c\u5e76\u9524\u70bc\u4e86\u826f\u597d\u7684\u79d1\u7814\u5fc3\u6001\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u5bb6\u4e61\u5f53\u5730\u7684\u201c\u9c81\u83dc\u201d\u4e4b\u5916\uff0c\u5218\u6cfd\u4e5f\u5e38\u5e38\u4ece\u5176\u5b83\u201c\u83dc\u7cfb\u201d\u4e2d\u83b7\u5f97\u7075\u611f\u7684\u542f\u53d1\u3002\u5728\u8054\u57f9\u535a\u58eb\u751f\u7684\u5b66\u672f\u5206\u4eab\u4f1a\u4e0a\uff0c\u4ed6\u4eec\u6beb\u65e0\u4fdd\u7559\u5730\u5206\u4eab\u5f7c\u6b64\u7684\u6210\u5c31\u4e0e\u56f0\u5883\uff1b\u5728 CVPR 2022 \u7684\u9884\u8bb2\u4f1a\u4e2d\uff0c\u4ed6\u4eec\u5206\u4eab\u81ea\u5df1\u7684\u79d1\u7814\u6210\u679c\u4e0e\u611f\u609f\uff0c\u4e00\u540c\u7acb\u4e8e\u79d1\u6280\u98d3\u98ce\u7684\u524d\u6cbf\uff0c\u89e6\u6478\u65f6\u4ee3\u7684\u8109\u640f\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u4ed6\u7ed3\u8bc6\u4e86\u6765\u81ea\u4e0d\u540c\u9886\u57df\u7684\u4f18\u79c0\u7814\u7a76\u5458\u548c\u535a\u58eb\u540c\u50da\uff0c\u5c31\u8bb8\u591a\u5f00\u653e\u7684\u79d1\u7814\u95ee\u9898\u8fdb\u884c\u6df1\u5165\u7684\u63a2\u8ba8\uff0c\u518d\u6b21\u5f00\u62d3\u548c\u5145\u5b9e\u4e86\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\uff0c\u53d1\u6398\u5230\u66f4\u591a\u5177\u6709\u7814\u7a76\u6f5c\u529b\u7684\u9886\u57df\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1-683x1024.jpg\" alt=\"\u5218\u6cfd\u53c2\u4e0e VALSE \u8fdb\u884c\u5b66\u672f\u6c47\u62a5\" class=\"wp-image-1075344\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1-683x1024.jpg 683w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1-200x300.jpg 200w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1-768x1152.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1-1024x1536.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1-120x180.jpg 120w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/19-1.jpg 1080w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><figcaption class=\"wp-element-caption\">\u5218\u6cfd\u53c2\u4e0e VALSE \u8fdb\u884c\u5b66\u672f\u6c47\u62a5<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u800c\u9876\u7ea7\u7684\u201c\u53a8\u5e08\u201d\u548c\u201c\u7814\u7a76\u8005\u201d\uff0c\u90fd\u9700\u8981\u5728\u719f\u6089\u7a0b\u5f0f\u7684\u57fa\u7840\u4e0a\u6253\u7834\u5e38\u89c4\uff0c\u521b\u9020\u5c5e\u4e8e\u81ea\u5df1\u7684\u4f5c\u54c1\u3002<strong>\u201c\u6216\u8bb8\u6211\u4eec\u9700\u8981\u66f4\u6709\u60f3\u8c61\u529b\u4e00\u4e9b\uff0c\u4e0d\u8981\u592a\u5faa\u89c4\u8e48\u77e9\uff0c\u624d\u80fd\u5e26\u6765\u66f4\u591a\u7684\u53ef\u80fd\u6027\u3002\u201d<\/strong>\u5728\u5218\u6cfd\u770b\u6765\uff0c\u4ed6\u6700\u5927\u7684\u671f\u671b\u5c31\u662f\u5b9e\u73b0\u201c\u6709\u773c\u775b\u7684AGI\u201d\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4e3a AI \u201c\u753b\u9f99\u70b9\u775b\u201d\uff1b\u800c\u66f4\u672a\u6765\u7684\u671f\u671b\u662f\uff0c\u53ef\u4ee5\u5b9e\u73b0\u771f\u6b63\u50cf\u4eba\u4e00\u6837\uff0c\u5728\u8bed\u8a00\u3001\u89c6\u89c9\u3001\u8fd0\u52a8\u3001\u51b3\u7b56\u89c4\u5212\u7b49\u9886\u57df\u66f4\u52a0\u901a\u7528\u7684 AGI\u3002<\/p>\n\n\n\n<p>\u8bf4\u5230\u8fd9\u4e00\u70b9\u65f6\uff0c\u4ed6\u7684\u773c\u775b\u4e5f\u662f\u4eae\u7684\u3002<\/p>\n\n\n\n<p>\u5c71\u9ad8\u81ea\u6709\u5ba2\u884c\u8def\uff0c\u6c34\u6df1\u81ea\u6709\u6e21\u8239\u4eba\u3002<strong>\u63a5\u4e0b\u6765\uff0c\u5218\u6cfd\u8fd8\u5c06\u6000\u63e3\u7740\u66f4\u591a\u7684\u7591\u95ee\uff0c\u548c\u66f4\u591a\u7684\u7b54\u6848\uff0c\u201c\u60f3\u505a\u79d1\u7814\u201c\u7684\u521d\u5fc3\uff0c\u4ee5\u53ca\u201c\u53d1\u73b0\u771f\u6b63\u91cd\u8981\u7684\u95ee\u9898\u201d\u7684\u7406\u5ff5\uff0c\u4e00\u76f4\u8d70\u4e0b\u53bb\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mentor-\u5bc4\u8bed\">Mentor \u5bc4\u8bed<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"662\" height=\"119\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241666150.png\" alt=\"text\" class=\"wp-image-1075347\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241666150.png 662w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241666150-300x54.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241666150-655x119.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241666150-240x43.png 240w\" sizes=\"auto, (max-width: 662px) 100vw, 662px\" \/><\/figure>\n\n\n\n<p>\u505a\u7814\u7a76\u4e0d\u662f\u4ec0\u4e48\u4e8b\u90fd\u505a\uff0c\u9075\u5faa\u201c\u7126\u70b9\u6cd5\u5219\u201d\uff0c\u628a 80% \u7684\u7cbe\u529b\u653e\u5728 20% \u7684\u79d1\u9898\u4e0a\uff0c\u90a3\u4e48 20% \u7684\u5de5\u4f5c\u4f1a\u5e26\u6765 80% \u7684\u5f71\u54cd\u529b\u3002\u795d\u8d3a\u5218\u6cfd\u540c\u5b66\u5728\u79d1\u7814\u4e2d\u53d6\u5f97\u7684\u6210\u7ee9\uff0c\u5e0c\u671b\u4ed6\u80fd\u6301\u7eed\u628a\u8fd9\u6837\u7684\u89c2\u5ff5\u6839\u690d\u5728\u79d1\u7814\u5de5\u4f5c\u4e2d\uff0c\u5728\u672a\u6765\u53d6\u5f97\u66f4\u8000\u773c\u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"651\" height=\"113\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241682320.png\" alt=\"text\" class=\"wp-image-1075350\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241682320.png 651w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241682320-300x52.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/04\/1686241682320-240x42.png 240w\" sizes=\"auto, (max-width: 651px) 100vw, 651px\" \/><\/figure>\n\n\n\n<p>\u5218\u6cfd\u540c\u5b66\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u4e94\u5e74\u65f6\u95f4\u91cc\uff0c\u6df1\u8015\u89c6\u89c9\u57fa\u7840\u5efa\u6a21\u3002\u4ed6\u5728\u6b65\u5165\u79d1\u7814\u521d\u671f\u5c31\u5728 3D \u9886\u57df\u5c0f\u8bd5\u725b\u5200\uff0c\u505a\u51fa GroupFree-3D \u548c PosPool \u7b49\u5de5\u4f5c\uff0c\u5c1d\u8bd5\u6539\u53d8\u9886\u57df\u7684\u8ba4\u77e5\u548c\u524d\u8fdb\u65b9\u5411\u3002\u6b64\u540e\uff0c\u4ed6\u53c8\u7ec8\u4e8e\u4e0d\u8d1f\u4f17\u671b\u7684\u505a\u51fa\u4e86 Swin Transformer \u8fd9\u4e00\u91cc\u7a0b\u7891\u5de5\u4f5c\uff0c\u4fc3\u8fdb\u4e86\u89c6\u89c9\u548c\u8bed\u8a00\u5728\u5efa\u6a21\u4e0a\u8d8b\u5411\u7edf\u4e00\u3002<\/p>\n\n\n\n<p>\u751f\u6d3b\u4e2d\u7684\u5218\u6cfd\u540c\u5b66\u5bf9\u79d1\u7814\u6709\u6781\u5927\u7684\u70ed\u5ff1\uff0c\u5177\u6709\u6781\u5f3a\u7684\u6267\u884c\u529b\u548c\u94bb\u7814\u7cbe\u795e\uff0c\u6781\u5177\u6d1e\u89c1\u548c\u521b\u9020\u529b\u3002\u770b\u5230\u4ed6\u6bcf\u6b21\u8ddf\u6211\u63a2\u8ba8\u79d1\u7814\u60f3\u6cd5\u65f6\u5019\u773c\u91cc\u7684\u5149\u8292\uff0c\u4ee5\u53ca\u6df1\u591c\u65f6\u5e38\u594b\u6218\u7684\u5fd9\u788c\u8eab\u5f71\uff0c\u6211\u5c31\u4f1a\u575a\u4fe1\uff0c\u672a\u6765\u7684\u4ed6\u4e00\u5b9a\u4f1a\u5728\u4ed6\u6240\u611f\u5174\u8da3\u7684\u9886\u57df\u91cc\u6301\u7eed\u53d1\u5149\u53d1\u70ed\uff0c\u53d6\u5f97\u66f4\u5927\u7a81\u7834\u548c\u521b\u9020\u51fa\u72ec\u7279\u4ef7\u503c\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u521d\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u65f6\uff0c\u5c1a\u65e0\u4efb\u4f55\u79d1\u7814\u7ecf\u9a8c\u7684\u5218\u6cfd\u4e5f\u8bb8\u60f3\u4e0d\u5230\uff0c\u4e09\u5e74\u540e\uff0c\u4ed6\u5c06\u65a9\u83b7\u9a6c\u5c14\u5956\u2014\u2014\u8ba1\u7b97\u673a\u89c6\u89c9\u56fd\u9645\u5927\u4f1a\uff08ICCV\uff09\u6700\u4f73\u8bba\u6587\u5956\uff0c\u8fd9\u4e5f\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u65b9\u9762\u7684\u6700\u9ad8\u8363\u8a89\u4e4b\u4e00\u3002 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