{"id":1060959,"date":"2024-03-01T02:10:00","date_gmt":"2024-03-01T10:10:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&p=1060959"},"modified":"2024-09-25T04:14:29","modified_gmt":"2024-09-25T11:14:29","slug":"xiao-li","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/xiao-li\/","title":{"rendered":"\u674e\u6f47\uff1aAspire\u7684\u529b\u91cf\u2014\u2014\u5e74\u8f7b\u79d1\u7814\u4eba\u5458\u7684\u6210\u957f\u52a0\u901f\u5668\u4e0e\u6c9f\u901a\u6865\u6881"},"content":{"rendered":"\n

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\n\n\n\n

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\"\u5171\u7b51\u672a\u6765\u57ce\u6d3b\u52a8\u73b0\u573a\"
\u5171\u7b51\u672a\u6765\u57ce\u6d3b\u52a8\u73b0\u573a<\/figcaption><\/figure>\n\n\n\n

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\u201c\u5728\u6211\u770b\u6765\uff0c\u7814\u7a76\u9662\u5e0c\u671b\u901a\u8fc7 Aspire \u8fd9\u4e2a\u5e73\u53f0\uff0c\u9f13\u52b1\u3001\u6fc0\u53d1\u6211\u4eec\u8fd9\u4e9b\u5e74\u8f7b\u4eba\u5728\u5de5\u4f5c\u548c\u751f\u6d3b\u4e2d\u4fdd\u6301\u70ed\u60c5\uff0c\u53d1\u6398\u79d1\u7814\u5de5\u4f5c\u4e0e\u65e5\u5e38\u751f\u6d3b\u7684\u7f8e\u597d\uff0c\u4ee5\u66f4\u8212\u9002\u7684\u65b9\u5f0f\u6295\u8eab\u4e8e\u6240\u70ed\u7231\u7684\u4e8b\u4e1a\u4e2d\u3002\u4e8b\u5b9e\u4e0a\uff0cAspire \u786e\u5b9e\u62c9\u8fd1\u4e86\u6211\u4eec\u4e0e\u4e0d\u540c\u9886\u57df\u540c\u4e8b\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u81ea\u7531\u63d0\u51fa\u521b\u65b0\u7684\u60f3\u6cd5\u548c\u7814\u7a76\u9700\u6c42\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5411\u7ba1\u7406\u5c42\u53cd\u9988\u5efa\u8bae\u3002\u53c2\u4e0e\u5404\u79cd\u793e\u7fa4\u6d3b\u52a8\u7684\u8fc7\u7a0b\u4e0d\u4ec5\u51cf\u5c11\u4e86\u6211\u4eec\u5728\u964c\u751f\u73af\u5883\u4e2d\u7684\u8ff7\u832b\u548c\u7126\u8651\uff0c\u8fd8\u589e\u5f3a\u4e86\u6211\u4eec\u5bf9\u7814\u7a76\u9662\u7684\u5f52\u5c5e\u611f\u4e0e\u8d23\u4efb\u611f\u3002\u201d\u674e\u6f47\u8868\u793a\u3002<\/p>\n\n\n\n

\u4ece\u201c\u9996\u5e2d\u5b9e\u4e60\u751f\u201d\u5230\u8054\u57f9\u535a\u58eb\uff0c\u63a2\u7d22AI\u5728\u56fe\u5f62\u5b66\u4e2d\u7684\u5e94\u7528<\/h2>\n\n\n\n

\u867d\u71362020\u5e74\u624d\u6b63\u5f0f\u6210\u4e3a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\uff0c\u4f46\u674e\u6f47\u53ef\u662f\u7814\u7a76\u9662\u7684\u4e00\u4f4d\u201c\u8001\u4eba\u201d\u4e86\u3002\u674e\u6f47\u4e0e\u7814\u7a76\u9662\u7684\u7f18\u4efd\u59cb\u4e8e\u5341\u51e0\u5e74\u524d\uff0c\u5f53\u65f6\u8fd8\u5728\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u8bfb\u5927\u56db\u7684\u4ed6\uff0c\u52a0\u5165\u4e86\u7814\u7a76\u9662\u7684\u7f51\u7edc\u56fe\u5f62\u7ec4\uff0c\u5f00\u59cb\u4e86\u4ed6\u7684\u5b9e\u4e60\u4e4b\u65c5\u3002\u8fd9\u6bb5\u7ecf\u5386\u8ba9\u674e\u6f47\u6709\u673a\u4f1a\u4e0e\u656c\u4ef0\u7684\u5b66\u8005\u4eec\u8fd1\u8ddd\u79bb\u4ea4\u6d41\uff0c\u4e5f\u4e3a\u4ed6\u79ef\u7d2f\u4e86\u5b9d\u8d35\u7684\u77e5\u8bc6\u548c\u7ecf\u9a8c\u3002\u672c\u79d1\u6bd5\u4e1a\u540e\uff0c\u674e\u6f47\u51ed\u501f\u51fa\u4f17\u7684\u80fd\u529b\u5165\u9009\u4e86\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u8054\u5408\u57f9\u517b\u535a\u58eb\u751f\u9879\u76ee\uff0c\u8fd9\u4e00\u51b3\u5b9a\u6539\u53d8\u4e86\u4ed6\u539f\u672c\u8ba1\u5212\u51fa\u56fd\u6df1\u9020\u7684\u4eba\u751f\u8f68\u8ff9\u3002<\/p>\n\n\n\n

\u201c\u8ffd\u6c42\u9ad8\u6c34\u5e73\u7684\u6280\u672f\u7814\u7a76\u624d\u662f\u6211\u7684\u6700\u7ec8\u76ee\u6807\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4f5c\u4e3a\u4e00\u4e2a\u56fd\u9645\u5316\u7684\u9876\u5c16\u7814\u7a76\u673a\u6784\uff0c\u4e3a\u6211\u63d0\u4f9b\u4e86\u4e0e\u4e16\u754c\u7ea7\u79d1\u7814\u4eba\u624d\u5171\u4e8b\u7684\u673a\u4f1a\u4ee5\u53ca\u7406\u60f3\u7684\u5b66\u4e60\u548c\u7814\u7a76\u73af\u5883\u3002\u201d\u4ece\u90a3\u4ee5\u540e\uff0c\u674e\u6f47\u5c31\u4e00\u76f4\u5728\u6df1\u5ea6\u5b66\u4e60\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u7b49\u9886\u57df\u7684\u6700\u524d\u6cbf\u8fdb\u884c\u63a2\u7d22\u3002<\/p>\n\n\n\n

2015\u5e74 ResNet \u7684\u63d0\u51fa\uff0c\u6807\u5fd7\u7740\u6df1\u5ea6\u5b66\u4e60\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u91cd\u5927\u7a81\u7834\uff0c\u968f\u540e\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5f88\u5feb\u4fbf\u53d7\u5230\u4e86\u5b66\u672f\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5e76\u9010\u6e10\u5728\u591a\u4e2a\u9886\u57df\u5f00\u59cb\u666e\u53ca\u5e94\u7528\u3002\u674e\u6f47\u6240\u5728\u7684\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7f51\u7edc\u56fe\u5f62\u7ec4\u4fbf\u662f\u6700\u65e9\u4e00\u6279\u5c06\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5e94\u7528\u4e8e\u56fe\u5f62\u5b66\u7814\u7a76\u7684\u56e2\u961f\u30022017\u5e74\uff0c\u674e\u6f47\u4f5c\u4e3a\u7b2c\u4e00\u4f5c\u8005\u5728\u56fe\u5f62\u5b66\u9886\u57df\u7684\u5168\u7403\u9876\u7ea7\u4f1a\u8bae SIGGRAPH \u4e0a\u53d1\u8868\u4e86\u8bba\u6587\u3002\u8be5\u8bba\u6587\u662f\u65e9\u671f\u63a2\u7d22\u5728\u56fe\u5f62\u5b66\u9886\u57df\u76f4\u63a5\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u8bc6\u522b\u56fe\u50cf\u6750\u8d28\u7684\u65b9\u6cd5\u4e4b\u4e00\uff0c\u7ed9\u540e\u7eed\u7814\u7a76\u5e26\u6765\u4e86\u5168\u65b0\u7684\u89c6\u89d2\u548c\u601d\u8def\u30022019\u5e74\uff0c\u674e\u6f47\u548c Mentor \u4e00\u8d77\u5c31\u4e09\u7ef4\u751f\u6210\u6280\u672f\u8fdb\u884c\u4e86\u66f4\u6df1\u5165\u7684\u7814\u7a76\uff0c\u5176\u4e2d\u5173\u4e8e\u4f7f\u7528\u591a\u6295\u5f71\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u3001\u5229\u7528\u65e0\u6807\u6ce8\u56fe\u7247\u751f\u6210\u4e09\u7ef4\u7269\u4f53\u7684\u8bba\u6587\uff0c\u88ab\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u5168\u7403\u9876\u4f1a CVPR \u63a5\u6536\u3002<\/p>\n\n\n\n

\"\u674e\u6f47\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u671f\u95f4\u53c2\u52a0
\u674e\u6f47\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u671f\u95f4\u53c2\u52a0 SIGGRAPH 2017 \u5927\u4f1a<\/figcaption><\/figure>\n\n\n\n

2019\u5e746\u6708\uff0c\u5728\u5b8c\u6210\u4e86\u8fd1\u516d\u5e74\u7684\u5b66\u4e60\u5e76\u4ece\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u535a\u58eb\u6bd5\u4e1a\u540e\uff0c\u674e\u6f47\u4e5f\u4ece\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u201c\u6bd5\u4e1a\u201d\u4e86\u3002\u9762\u5bf9\u4eba\u751f\u7684\u65b0\u9009\u62e9\uff0c\u674e\u6f47\u51b3\u5b9a\u5148\u53bb\u66f4\u63a5\u8fd1\u751f\u4ea7\u5b9e\u8df5\u7684\u4e92\u8054\u7f51\u516c\u53f8\uff0c\u66f4\u7d27\u5bc6\u5730\u63a5\u89e6\u7528\u6237\uff0c\u4e86\u89e3\u7528\u6237\u7684\u9700\u6c42\uff0c\u7814\u53d1\u66f4\u591a\u7b26\u5408\u7528\u6237\u9700\u6c42\u7684\u4ea7\u54c1\u548c\u6280\u672f\u3002<\/p>\n\n\n\n

\u91cd\u56de\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\u6784\u5efa\u5a92\u4f53\u57fa\u7840<\/h2>\n\n\n\n

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\u201c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6e05\u695a\u5730\u77e5\u9053\u54ea\u4e9b\u7814\u7a76\u9886\u57df\u662f\u6709\u4ef7\u503c\u7684\uff0c\u800c\u4e14\u8fd9\u91cc\u7684\u7814\u7a76\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u53d1\u8868\u8bba\u6587\uff0c\u66f4\u662f\u4e3a\u4e86\u8ba9\u524d\u6cbf\u6280\u672f\u771f\u6b63\u5e94\u7528\u5230\u4e0d\u540c\u7684\u9886\u57df\uff0c\u5bf9\u73b0\u5b9e\u4e16\u754c\u4ea7\u751f\u79ef\u6781\u7684\u5f71\u54cd\u3002\u201d\u674e\u6f47\u76f8\u4fe1\uff0c\u901a\u7528\u578b\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5c06\u6781\u5927\u63d0\u9ad8\u591a\u5a92\u4f53\u5185\u5bb9\u521b\u4f5c\u7684\u751f\u4ea7\u6548\u7387\uff0c\u5e76\u80fd\u6fc0\u53d1\u4eba\u4eec\u7684\u521b\u4f5c\u7075\u611f\u3002<\/p>\n\n\n\n

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\"sitting
\u674e\u6f47\uff08\u7b2c\u4e8c\u6392\u53f3\u4e8c\uff09\u4e0e\u591a\u5a92\u4f53\u8ba1\u7b97\u7ec4\u7684\u540c\u4e8b\u5408\u5f71<\/figcaption><\/figure>\n\n\n\n

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\u201c\u5c3d\u7ba1\u6211\u5728\u6b63\u5f0f\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e4b\u524d\u5df2\u7ecf\u6709\u8fc7\u4e00\u6bb5\u8f83\u957f\u7684\u5b9e\u4e60\u7ecf\u5386\uff0c\u4f46\u5728\u4ece\u4e8b\u4ea7\u54c1\u5f00\u53d1\u4e00\u6bb5\u65f6\u95f4\u540e\u91cd\u65b0\u56de\u5f52\u5b66\u672f\u7814\u7a76\uff0c\u5728\u8fc7\u6e21\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4ecd\u9762\u4e34\u4e86\u4e00\u4e9b\u6311\u6218\u3002\u501f\u52a9 Aspire\uff0c\u6211\u53ef\u4ee5\u8bf4\u662f\u2018\u65e0\u75db\u2019\u5730\u6e21\u8fc7\u4e86\u9002\u5e94\u671f\uff0c\u91cd\u65b0\u878d\u5165\u4e86\u7814\u7a76\u9662\u8fd9\u4e2a\u5927\u5bb6\u5ead\u3002\u201d\u674e\u6f47\u8bf4\u3002 \u674e\u6f47\u63d0\u5230\u7684 Aspire 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\u8fd8\u9f13\u52b1\u65b0\u5458\u5de5\u5927\u80c6\u8868\u8fbe\u81ea\u5df1\u7684\u60f3\u6cd5\u548c\u5efa\u8bae\uff0c\u4e3a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5e26\u6765\u65b0\u9c9c\u7684\u89c6\u89d2\u548c\u6d3b\u529b\uff0c\u4fc3\u8fdb\u4e0d\u540c\u4ee3\u9645\u79d1\u7814\u4eba\u5458\u4e4b\u95f4\u7684\u601d\u60f3\u78b0\u649e\u3002\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6210\u7acb25\u5468\u5e74\u7684\u5e86\u795d\u6d3b\u52a8\u4e2d\uff0c\u674e\u6f47\u548c\u5176\u4ed6 Aspire 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\u8fd8\u4e3a\u5e74\u8f7b\u5458\u5de5\u642d\u5efa\u4e86\u4e0e\u7814\u7a76\u9662\u7ba1\u7406\u5c42\u6c9f\u901a\u7684\u6865\u6881\uff0c\u5e2e\u52a9\u7ba1\u7406\u5c42\u66f4\u5feb\u3001\u66f4\u597d\u5730\u7406\u89e3\u5e74\u8f7b\u5458\u5de5\u7684\u9700\u6c42\u548c\u60f3\u6cd5\uff0c\u4e3a\u7814\u7a76\u9662\u7684\u53d1\u5c55\u5efa\u8a00\u732e\u7b56\u3002Aspire \u4f1a\u5b9a\u671f\u4e3e\u529e\u7ebf\u4e0a\u7ebf\u4e0b\u6c9f\u901a\u4f1a\uff0c\u5efa\u7acb\u5e74\u8f7b\u4eba\u81ea\u5df1\u7684\u4ea4\u6d41\u6c9f\u901a\u6e20\u9053\u3002\u5728 Aspire \u7ec4\u7ec7\u91cc\uff0c\u6ca1\u6709\u65b0\u8001\u5458\u5de5\u6216\u662f\u4e0a\u4e0b\u7ea7\u7684\u5355\u5411\u6559\u80b2\uff0c\u5e74\u8f7b\u7684\u7814\u7a76\u5458\u4eec\u53ef\u4ee5\u7545\u6240\u6b32\u8a00\uff0c\u5185\u5bb9\u6db5\u76d6\u5e74\u8f7b\u7fa4\u4f53\u7684\u5174\u8da3\u70b9\u3001\u5f53\u4e0b\u79d1\u7814\u7684\u65b0\u8d8b\u52bf\u3001\u5bf9\u7814\u7a76\u9662\u7814\u7a76\u6c1b\u56f4\u548c\u53d8\u5316\u7684\u770b\u6cd5\u3001\u5bf9\u5b66\u672f\u9886\u57df\u548c\u79d1\u7814\u73af\u5883\u7684\u89c2\u5bdf\u7b49\u591a\u4e2a\u65b9\u9762\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u66f4\u597d\u5730\u8425\u9020\u5f00\u653e\u3001\u5305\u5bb9\u7684\u6587\u5316\uff0cAspire \u8fd8\u4f1a\u4e0d\u5b9a\u671f\u5f00\u5c55\u95ee\u5377\u8c03\u67e5\uff0c\u8ba9\u6bcf\u4e00\u4f4d\u5e74\u8f7b\u7684 Aspire \u6210\u5458\u90fd\u80fd\u6709\u673a\u4f1a\u63d0\u51fa\u81ea\u5df1\u5173\u6ce8\u7684\u95ee\u9898\uff0c\u53d1\u51fa\u81ea\u5df1\u7684\u58f0\u97f3\u3002\u901a\u8fc7 Aspire \u8fd9\u4e00\u5e73\u53f0\uff0c\u7814\u7a76\u9662\u7684\u7ba1\u7406\u5c42\u80fd\u591f\u53ca\u65f6\u4e86\u89e3\u5e74\u8f7b\u5458\u5de5\u6700\u771f\u5b9e\u7684\u9700\u6c42\u548c\u9047\u5230\u7684\u6311\u6218\uff0c\u786e\u4fdd\u76f8\u5173\u95ee\u9898\u80fd\u591f\u5f97\u5230\u5feb\u901f\u7684\u54cd\u5e94\u548c\u89e3\u51b3\u3002 \u201c\u5728\u6211\u770b\u6765\uff0c\u7814\u7a76\u9662\u5e0c\u671b\u901a\u8fc7 Aspire \u8fd9\u4e2a\u5e73\u53f0\uff0c\u9f13\u52b1\u3001\u6fc0\u53d1\u6211\u4eec\u8fd9\u4e9b\u5e74\u8f7b\u4eba\u5728\u5de5\u4f5c\u548c\u751f\u6d3b\u4e2d\u4fdd\u6301\u70ed\u60c5\uff0c\u53d1\u6398\u79d1\u7814\u5de5\u4f5c\u4e0e\u65e5\u5e38\u751f\u6d3b\u7684\u7f8e\u597d\uff0c\u4ee5\u66f4\u8212\u9002\u7684\u65b9\u5f0f\u6295\u8eab\u4e8e\u6240\u70ed\u7231\u7684\u4e8b\u4e1a\u4e2d\u3002\u4e8b\u5b9e\u4e0a\uff0cAspire \u786e\u5b9e\u62c9\u8fd1\u4e86\u6211\u4eec\u4e0e\u4e0d\u540c\u9886\u57df\u540c\u4e8b\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u81ea\u7531\u63d0\u51fa\u521b\u65b0\u7684\u60f3\u6cd5\u548c\u7814\u7a76\u9700\u6c42\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5411\u7ba1\u7406\u5c42\u53cd\u9988\u5efa\u8bae\u3002\u53c2\u4e0e\u5404\u79cd\u793e\u7fa4\u6d3b\u52a8\u7684\u8fc7\u7a0b\u4e0d\u4ec5\u51cf\u5c11\u4e86\u6211\u4eec\u5728\u964c\u751f\u73af\u5883\u4e2d\u7684\u8ff7\u832b\u548c\u7126\u8651\uff0c\u8fd8\u589e\u5f3a\u4e86\u6211\u4eec\u5bf9\u7814\u7a76\u9662\u7684\u5f52\u5c5e\u611f\u4e0e\u8d23\u4efb\u611f\u3002\u201d\u674e\u6f47\u8868\u793a\u3002 \u867d\u71362020\u5e74\u624d\u6b63\u5f0f\u6210\u4e3a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\uff0c\u4f46\u674e\u6f47\u53ef\u662f\u7814\u7a76\u9662\u7684\u4e00\u4f4d\u201c\u8001\u4eba\u201d\u4e86\u3002\u674e\u6f47\u4e0e\u7814\u7a76\u9662\u7684\u7f18\u4efd\u59cb\u4e8e\u5341\u51e0\u5e74\u524d\uff0c\u5f53\u65f6\u8fd8\u5728\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u8bfb\u5927\u56db\u7684\u4ed6\uff0c\u52a0\u5165\u4e86\u7814\u7a76\u9662\u7684\u7f51\u7edc\u56fe\u5f62\u7ec4\uff0c\u5f00\u59cb\u4e86\u4ed6\u7684\u5b9e\u4e60\u4e4b\u65c5\u3002\u8fd9\u6bb5\u7ecf\u5386\u8ba9\u674e\u6f47\u6709\u673a\u4f1a\u4e0e\u656c\u4ef0\u7684\u5b66\u8005\u4eec\u8fd1\u8ddd\u79bb\u4ea4\u6d41\uff0c\u4e5f\u4e3a\u4ed6\u79ef\u7d2f\u4e86\u5b9d\u8d35\u7684\u77e5\u8bc6\u548c\u7ecf\u9a8c\u3002\u672c\u79d1\u6bd5\u4e1a\u540e\uff0c\u674e\u6f47\u51ed\u501f\u51fa\u4f17\u7684\u80fd\u529b\u5165\u9009\u4e86\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u8054\u5408\u57f9\u517b\u535a\u58eb\u751f\u9879\u76ee\uff0c\u8fd9\u4e00\u51b3\u5b9a\u6539\u53d8\u4e86\u4ed6\u539f\u672c\u8ba1\u5212\u51fa\u56fd\u6df1\u9020\u7684\u4eba\u751f\u8f68\u8ff9\u3002 \u201c\u8ffd\u6c42\u9ad8\u6c34\u5e73\u7684\u6280\u672f\u7814\u7a76\u624d\u662f\u6211\u7684\u6700\u7ec8\u76ee\u6807\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4f5c\u4e3a\u4e00\u4e2a\u56fd\u9645\u5316\u7684\u9876\u5c16\u7814\u7a76\u673a\u6784\uff0c\u4e3a\u6211\u63d0\u4f9b\u4e86\u4e0e\u4e16\u754c\u7ea7\u79d1\u7814\u4eba\u624d\u5171\u4e8b\u7684\u673a\u4f1a\u4ee5\u53ca\u7406\u60f3\u7684\u5b66\u4e60\u548c\u7814\u7a76\u73af\u5883\u3002\u201d\u4ece\u90a3\u4ee5\u540e\uff0c\u674e\u6f47\u5c31\u4e00\u76f4\u5728\u6df1\u5ea6\u5b66\u4e60\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u7b49\u9886\u57df\u7684\u6700\u524d\u6cbf\u8fdb\u884c\u63a2\u7d22\u3002 2015\u5e74 ResNet \u7684\u63d0\u51fa\uff0c\u6807\u5fd7\u7740\u6df1\u5ea6\u5b66\u4e60\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u91cd\u5927\u7a81\u7834\uff0c\u968f\u540e\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5f88\u5feb\u4fbf\u53d7\u5230\u4e86\u5b66\u672f\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5e76\u9010\u6e10\u5728\u591a\u4e2a\u9886\u57df\u5f00\u59cb\u666e\u53ca\u5e94\u7528\u3002\u674e\u6f47\u6240\u5728\u7684\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7f51\u7edc\u56fe\u5f62\u7ec4\u4fbf\u662f\u6700\u65e9\u4e00\u6279\u5c06\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5e94\u7528\u4e8e\u56fe\u5f62\u5b66\u7814\u7a76\u7684\u56e2\u961f\u30022017\u5e74\uff0c\u674e\u6f47\u4f5c\u4e3a\u7b2c\u4e00\u4f5c\u8005\u5728\u56fe\u5f62\u5b66\u9886\u57df\u7684\u5168\u7403\u9876\u7ea7\u4f1a\u8bae SIGGRAPH \u4e0a\u53d1\u8868\u4e86\u8bba\u6587\u3002\u8be5\u8bba\u6587\u662f\u65e9\u671f\u63a2\u7d22\u5728\u56fe\u5f62\u5b66\u9886\u57df\u76f4\u63a5\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u8bc6\u522b\u56fe\u50cf\u6750\u8d28\u7684\u65b9\u6cd5\u4e4b\u4e00\uff0c\u7ed9\u540e\u7eed\u7814\u7a76\u5e26\u6765\u4e86\u5168\u65b0\u7684\u89c6\u89d2\u548c\u601d\u8def\u30022019\u5e74\uff0c\u674e\u6f47\u548c Mentor \u4e00\u8d77\u5c31\u4e09\u7ef4\u751f\u6210\u6280\u672f\u8fdb\u884c\u4e86\u66f4\u6df1\u5165\u7684\u7814\u7a76\uff0c\u5176\u4e2d\u5173\u4e8e\u4f7f\u7528\u591a\u6295\u5f71\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u3001\u5229\u7528\u65e0\u6807\u6ce8\u56fe\u7247\u751f\u6210\u4e09\u7ef4\u7269\u4f53\u7684\u8bba\u6587\uff0c\u88ab\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u5168\u7403\u9876\u4f1a CVPR \u63a5\u6536\u3002 2019\u5e746\u6708\uff0c\u5728\u5b8c\u6210\u4e86\u8fd1\u516d\u5e74\u7684\u5b66\u4e60\u5e76\u4ece\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u535a\u58eb\u6bd5\u4e1a\u540e\uff0c\u674e\u6f47\u4e5f\u4ece\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u201c\u6bd5\u4e1a\u201d\u4e86\u3002\u9762\u5bf9\u4eba\u751f\u7684\u65b0\u9009\u62e9\uff0c\u674e\u6f47\u51b3\u5b9a\u5148\u53bb\u66f4\u63a5\u8fd1\u751f\u4ea7\u5b9e\u8df5\u7684\u4e92\u8054\u7f51\u516c\u53f8\uff0c\u66f4\u7d27\u5bc6\u5730\u63a5\u89e6\u7528\u6237\uff0c\u4e86\u89e3\u7528\u6237\u7684\u9700\u6c42\uff0c\u7814\u53d1\u66f4\u591a\u7b26\u5408\u7528\u6237\u9700\u6c42\u7684\u4ea7\u54c1\u548c\u6280\u672f\u3002 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