{"id":1064487,"date":"2021-05-13T01:37:00","date_gmt":"2021-05-13T08:37:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&p=1064487"},"modified":"2024-09-25T00:49:25","modified_gmt":"2024-09-25T07:49:25","slug":"pre-cvpr-2021-panel","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/pre-cvpr-2021-panel\/","title":{"rendered":"\u5b66\u672f\u65b0\u661f\u7545\u8c08\u8ba1\u7b97\u673a\u89c6\u89c9\u79d1\u7814\u4e4b\u8def\uff1a\u89c6\u89c9\u7814\u7a76\u5df2\u7ecf\u6210\u719f\uff0c\u8de8\u5b66\u79d1\u65b9\u6cd5\u6210\u4e3a\u8d8b\u52bf"},"content":{"rendered":"\n

4\u670822\u65e5\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u521b\u7814\u8bba\u575b CVPR 2021 \u8bba\u6587\u5206\u4eab\u4f1a\u5728\u7ebf\u4e0a\u4e3e\u884c\u3002\u6765\u81ea\u56fd\u5185\u5916\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u768421\u4f4d\u4f18\u79c0\u4ee3\u8868\u4e0e\u89c2\u4f17\u96f6\u8ddd\u79bb\u4ea4\u6d41\uff0c\u5206\u4eab\u4e86\u4ed6\u4eec\u5728 CVPR 2021 \u53d1\u8868\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c\u3002<\/p>\n\n\n\n

\u672c\u6b21\u8bba\u6587\u5206\u4eab\u4f1a\u7684\u5f00\u5e55\u7531\u5317\u4eac\u90ae\u7535\u5927\u5b66\u6559\u6388\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u8ba1\u7b97\u673a\u89c6\u89c9\u4e13\u59d4\u4f1a\u79d8\u4e66\u957f\u9a6c\u5360\u5b87\u4e3b\u6301\uff0c\u4ed6\u9996\u5148\u56de\u987e\u4e86\u8fd1\u56db\u5e74 CVPR \u8bba\u6587\u5206\u4eab\u4f1a\u7684\u4e3e\u529e\u76db\u51b5\u4e0e\u5f62\u5f0f\u53d8\u5316\u3002\u968f\u540e\uff0c\u5317\u4eac\u5927\u5b66\u6559\u6388\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u8ba1\u7b97\u673a\u89c6\u89c9\u4e13\u59d4\u4f1a\u4e3b\u4efb\u67e5\u7ea2\u5f6c\uff0c\u6e05\u534e\u5927\u5b66\u6559\u6388\u3001\u6e05\u534e-\u5fae\u8f6f\u8054\u5408\u5b9e\u9a8c\u5ba4\u6e05\u534e\u65b9\u4e3b\u4efb\u6e29\u6c5f\u6d9b\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\u3001\u4e2d\u56fd\u56fe\u50cf\u56fe\u5f62\u5b66\u4f1a\u526f\u79d8\u4e66\u957f\u3001\u4e2d\u56fd\u56fe\u50cf\u56fe\u5f62\u5b66\u5b66\u4f1a\u5973\u5de5\u59d4\u79d8\u4e66\u957f\u8463\u6676\uff0c\u4ee5\u53ca\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b66\u672f\u5408\u4f5c\u603b\u76d1\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u5973\u8ba1\u7b97\u673a\u5de5\u4f5c\u8005\u59d4\u5458\u4f1a\u4e3b\u4efb\u9a6c\u6b46\uff0c\u56db\u4f4d\u5609\u5bbe\u5728\u5f00\u573a\u6f14\u8bb2\u4e2d\u5206\u522b\u4ece\u4e0d\u540c\u89c6\u89d2\u9610\u8ff0\u4e86 CVPR 2021 \u8bba\u6587\u5206\u4eab\u4f1a\u4e3e\u529e\u7684\u521d\u8877\u3002<\/p>\n\n\n\n

\u5982\u4eca\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u5b66\u672f\u754c\u7684\u76f8\u5173\u7814\u7a76\u5df2\u7ecf\u9010\u6e10\u8fdb\u5165\u5230\u4e00\u4e2a\u8d8a\u6765\u8d8a\u6210\u719f\u7684\u9636\u6bb5\uff0c\u4e5f\u6d8c\u73b0\u51fa\u4e86\u8bb8\u591a\u5b66\u672f\u65b0\u79c0\u3002\u56e0\u6b64\uff0c\u672c\u5c4a\u6d3b\u52a8\u7279\u522b\u9080\u8bf7\u4e86\u6765\u81ea\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u3001\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u3001\u5e03\u6717\u5927\u5b66\u3001\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\u3001\u65af\u5766\u798f\u5927\u5b66\u3001\u5357\u4eac\u7406\u5de5\u5927\u5b66\u548c\u65f7\u89c6\u7814\u7a76\u9662\u76847\u4f4d\u5b66\u672f\u65b0\u661f\uff0c\u4e00\u8d77\u7545\u8c08\u201c\u8ba1\u7b97\u673a\u89c6\u89c9\u79d1\u7814\u4e4b\u8def\u201d\uff0c\u8ba8\u8bba\u7684\u5185\u5bb9\u4ece\u7814\u7a76\u65b9\u5411\u5230\u7814\u7a76\u5fc3\u6001\uff0c\u4ee5\u53ca\u672a\u6765\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u63a2\u7d22\u65b9\u5411\u7b49\u3002<\/p>\n\n\n\n

\"graphical<\/figure>\n\n\n\n

\u4e0b\u9762\u6211\u4eec\u5c31\u4e0e\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\u672c\u6b21\u7cbe\u5f69\u7684\u4f1a\u8c08\u5185\u5bb9\uff01<\/p>\n\n\n\n

\u89c2\u770b CVPR 2021 \u8bba\u6587\u5206\u4eab\u4f1a\u5168\u7a0b\u56de\u653e\uff0c\u53ef\u8bbf\u95ee\u94fe\u63a5\uff1ahttps:\/\/space.bilibili.com\/110487933\/channel\/detail?cid=181252&ctype=0<\/p>\n\n\n\n

\u67e5\u770b\u6b64\u6b21\u5206\u4eab\u4f1a\u6240\u6709\u8bb2\u8005\u7684 PPT \u548c\u8bba\u6587\uff0c\u53ef\u8bbf\u95ee\u94fe\u63a5\uff1ahttp:\/\/paper.idea.edu.cn\/cvpr2021<\/p>\n\n\n\n

\u4f1f\u5927\u7684\u7814\u7a76\u662f\u5982\u4f55\u505a\u51fa\u7684\uff1f<\/h2>\n\n\n\n

\u738b\u4e95\u4e1c<\/strong>\uff1a\u8bf7\u4e3e\u4f8b\u8bf4\u660e\u4f60\u662f\u5982\u4f55\u5b8c\u6210\u4e00\u9879\u5de5\u4f5c\u7684\u3002\u53ef\u4ee5\u4ece\u9009\u9898\u3001\u60f3\u6cd5\u3001\u5199\u4f5c\u7b49\u89d2\u5ea6\u8be6\u7ec6\u8bf4\u660e\u3002<\/p>\n\n\n\n

\u6731\u4fca\u5f66<\/strong>\uff1a2015-16\u5e74\uff0c\u7814\u7a76 iGAN \u7684\u7ecf\u5386\u4ee4\u6211\u5370\u8c61\u6df1\u523b\u3002\u8fd9\u9879\u5de5\u4f5c\u662f\u6211\u4eec\u7528\u751f\u6210\u6a21\u578b\u6765\u89e3\u51b3\u8ba1\u7b97\u673a\u89c6\u89c9\u4ee5\u53ca\u56fe\u5f62\u5b66\u95ee\u9898\u7684\u5f00\u7aef\u3002\u5f53\u65f6\u7684\u73b0\u72b6\u662f GAN\u3001VAE\u3001\u6d41\u6a21\u578b(flow-based model)\u7b49\u751f\u6210\u6a21\u578b\u7684\u6548\u679c\u90fd\u5f88\u5dee\uff0c\u6211\u4eec\u60f3\u8fd9\u4e9b\u6a21\u578b\u76ee\u524d\u53ef\u80fd\u8d77\u4e0d\u5230\u4ec0\u4e48\u4f5c\u7528\uff0c\u4f46\u7b49\u6761\u4ef6\u6210\u719f\u4e86\uff0c\u5176\u5a01\u529b\u4e5f\u5c31\u663e\u73b0\u4e86\u3002\u57fa\u4e8e\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u6211\u4eec\u7ed3\u5408\u4f20\u7edf\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u7b97\u6cd5\uff0c\u4f8b\u5982\u5149\u6d41\uff0c\u5148\u8ba9 GAN \u751f\u6210\u4e00\u4e2a\u5927\u6982\u7684\u56fe\u50cf\uff0c\u7136\u540e\u518d\u901a\u8fc7\u5149\u6d41\u628a\u4fee\u6539\u7684\u6548\u679c\u8fc1\u79fb\u5230\u539f\u56fe\uff0c\u5b9e\u73b0\u4e86\u7528\u751f\u6210\u6a21\u578b\u8fdb\u884c\u56fe\u50cf\u7f16\u8f91\u7684\u6548\u679c\u3002\u4ece iGAN \u5f00\u59cb\uff0c\u4e4b\u540e CycleGAN\u3001Condition GANs \u7b49\u4e00\u6279 GAN \u7684\u6a21\u578b\u4e5f\u51fa\u73b0\u4e86\uff0c\u5230\u6700\u8fd1\u8bb8\u591a\u7ec4\u7684 GANs inversion \u7684\u4f18\u79c0\u5de5\u4f5c\uff0c\u90fd\u6210\u4e86\u7814\u7a76\u70ed\u70b9\u3002<\/p>\n\n\n\n

\u8fd9\u4ef6\u4e8b\u7ed9\u6211\u7684\u542f\u53d1\u662f\uff1a\u4e00\u4e9b\u6280\u672f\u53ef\u80fd\u53d7\u9650\u4e8e\u6761\u4ef6\u4e0d\u6210\u719f\uff0c\u4f8b\u5982 GPU \u7684\u529f\u6548\uff0c\u65e0\u6cd5\u53d1\u6325\u5176\u5e94\u6709\u7684\u4f5c\u7528\u3002\u4f46\u662f\uff0c\u4f60\u80fd\u770b\u5230\u5b83\u7684\u8d8b\u52bf\uff0c\u603b\u6709\u4e00\u5929\uff0c\u5b83\u4f1a\u53d8\u6210\u201c\u53ef\u884c\u201d\u7684\u3002\u8fd9\u65f6\u5019\uff0c\u5982\u679c\u4f60\u63d0\u524d\u5f00\u5c55\u4e00\u4e9b\u5de5\u4f5c\uff0c\u5c31\u80fd\u4ea7\u751f\u4e00\u4e9b\u5f71\u54cd\u529b\u3002<\/p>\n\n\n\n

\u5f20\u7965\u96e8<\/strong>\uff1a\u53bb\u5e74\u6211\u4eec\u6709\u4e00\u7bc7\u6587\u7ae0\u88ab CVPR \u6536\u5f55\u4e3a oral\uff0c\u4e3b\u8981\u5de5\u4f5c\u662f\u5173\u4e8e\u5bc6\u96c6\u7269\u4f53\u7684\u68c0\u6d4b\u3002\u8fd9\u9879\u7814\u7a76\u6211\u4eec\u8fdb\u884c\u4e86\u4e09\u5e74\uff0c\u6240\u4ee5\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u575a\u6301\u7684\u6545\u4e8b\u3002<\/p>\n\n\n\n

\u8be5\u9879\u7814\u7a76\u5f00\u59cb\u4e8e2017\u5e74\u3002\u5f53\u65f6\u6211\u4eec\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9047\u5230\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u6bd4\u5982\u5728\u591a\u4eba\u901a\u8fc7\u4e00\u4e2a\u5361\u53e3\u7684\u573a\u666f\u4e0b\uff0c\u7531\u4e8e\u5b58\u5728\u76f8\u4e92\u906e\u6321\u7684\u60c5\u51b5\uff0c\u6709\u4e9b\u4eba AI \u6a21\u578b\u68c0\u6d4b\u4e0d\u51fa\u6765\u3002\u4e3a\u4e86\u653b\u514b\u5bc6\u96c6\u573a\u666f\u4e0b\u7684\u68c0\u6d4b\u95ee\u9898\uff0c\u6211\u4eec\u6210\u7acb\u4e86\u4e13\u95e8\u7684\u7814\u53d1\u5c0f\u7ec4\u3002\u8003\u8651\u5230 NMS \uff08\u975e\u6781\u5927\u6291\u5236\uff09\u540e\u5904\u7406\u662f\u5bfc\u81f4\u5bc6\u96c6\u573a\u666f\u4e0b\u6f0f\u68c0\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\uff0c\u5f53\u65f6\u6211\u4eec\u5148\u5c1d\u8bd5\u7684\u65b9\u6cd5\u662f\u5148\u9884\u6d4b\u533a\u57df\u91cc\u7684\u4eba\u6570\uff0c\u7136\u540e\u518d\u5206\u522b\u5bf9\u6bcf\u4e2a\u4eba\u8f93\u51fa\u5305\u56f4\u6846\u3002\u7136\u800c\u5c06\u6b64\u65b9\u6cd5\u8fd0\u7528\u5230\u4ea7\u54c1\u4e0a\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u6548\u679c\u975e\u5e38\u5dee\u3002\u6211\u4eec\u4e5f\u5c1d\u8bd5\u4e86\u8bb8\u591a\u5176\u4ed6\u65b9\u6cd5\uff0c\u4f46\u4ecd\u7136\u4e0d\u8d77\u4f5c\u7528\u3002\u540e\u6765\u6211\u4eec\u610f\u8bc6\u5230\uff0c\u7531\u4e8e\u5bc6\u96c6\u573a\u666f\u4e0b\u7684\u8bad\u7ec3\u6570\u636e\u6bd4\u8f83\u5c11\uff0c\u5f3a\u884c\u8ba9\u7b97\u6cd5\u8fdb\u884c\u5b66\u4e60\u4f1a\u9047\u5230\u4e25\u91cd\u7684\u6837\u672c\u4e0d\u5747\u8861\u95ee\u9898\u3002\u6b64\u540e\uff0c\u6211\u4eec\u82b1\u4e86\u534a\u5e74\u591a\u7684\u65f6\u95f4\u8fdb\u884c\u6570\u636e\u7684\u91c7\u96c6\u3001\u6807\u6ce8\u5de5\u4f5c\uff0c\u6784\u5efa\u4e86\u4e00\u4e07\u591a\u5f20\u5305\u542b\u4e25\u91cd\u906e\u6321\u573a\u666f\u7684\u6570\u636e\u96c6\uff0c\u53732018\u5e74\u5f00\u6e90\u7684 CrowdHuman \u6570\u636e\u96c6\u3002<\/p>\n\n\n\n

\u6709\u4e86\u5408\u9002\u7684\u6570\u636e\u96c6\uff0c\u7b97\u6cd5\u7684\u51c6\u786e\u6027\uff08Average Precision\uff0cAP\uff09\u4e5f\u63d0\u9ad8\u4e86\u3002\u4f46\u662f\u4ea7\u54c1\u843d\u5730\u5374\u4f9d\u7136\u56f0\u96be\u2014\u2014FP\uff08\u8bef\u68c0\u7387\uff09\u6307\u6807\u76f8\u5bf9\u57fa\u7ebf\uff08baseline\uff09\u5927\u5e45\u5ea6\u589e\u52a0\u3002\u7a76\u5176\u539f\u56e0\uff0c\u6211\u4eec\u7684\u89e3\u51b3\u601d\u8def\u4e3b\u8981\u505c\u7559\u5728\u66ff\u4ee3 NMS \u4e0a\uff0c\u6211\u4eec\u5c1d\u8bd5\u4e86\u5f88\u591a\u65b9\u6cd5\uff08\u6bd4\u5982\u4f7f\u7528\u5fae\u8f6f\u7684Relation Networks\uff09\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u786e\u5b9e\u63d0\u9ad8\u4e86\u5bc6\u96c6\u573a\u666f\u7684\u68c0\u51fa\u7387\uff0c\u4f46\u540c\u65f6\u975e\u5bc6\u96c6\u573a\u666f\u7684\u8bef\u68c0\u7387\u4e5f\u5347\u9ad8\u4e86\u3002\u5982\u4f55\u5728\u63d0\u9ad8\u5bc6\u96c6\u573a\u666f\u51c6\u786e\u7387\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u7a00\u758f\u573a\u666f\u7684\u6027\u80fd\u4e0d\u635f\u5931\uff0c\u6210\u4e3a\u4e00\u4e2a\u975e\u5e38\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u7ecf\u8fc7\u7ec6\u81f4\u5730\u5206\u6790\uff0c\u6211\u4eec\u53d1\u73b0 NMS \u867d\u7136\u5bf9\u5bc6\u96c6\u573a\u666f\u4e0d\u53cb\u597d\uff0c\u4f46\u662f\u5728\u6291\u5236 FP\uff08\u5c24\u5176\u662f\u7a00\u758f\u573a\u666f\u7684 FP\uff09\u65b9\u9762\u6709\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f5c\u7528\u3002\u56e0\u6b64\u6211\u4eec\u8f6c\u6362\u4e86\u7814\u7a76\u65b9\u5411\uff0c\u7814\u7a76\u5982\u4f55\u907f\u514d NMS \u9519\u8bef\u5730\u538b\u6291\u4e34\u8fd1\u7684\u7269\u4f53\u3002\u6700\u7ec8\u57282019\u5e74\u5e95\uff0c\u7ecf\u8fc7\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u53cd\u590d\u8bd5\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u4e00\u79cd\u975e\u5e38\u7b80\u5355\u7684\u65b9\u6cd5\uff1a\u53ea\u9700\u8981\u5728\u68c0\u6d4b\u7b97\u6cd5\u6846\u67b6\u4e2d\u8ba9\u7279\u5f81\u56fe\u7684\u6bcf\u4e2a\u5c40\u90e8\u5206\u522b\u9884\u6d4b\u7269\u4f53\u7684\u96c6\u5408\uff08\u5305\u542b\u90bb\u57df\u5185\u7684\u6240\u6709\u7269\u4f53\uff09\uff0c\u7136\u540e\u7528\u96c6\u5408 NMS \u53d6\u4ee3\u666e\u901a\u7684 NMS\uff0c\u5c31\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u5bc6\u96c6\u573a\u666f\u7684\u68c0\u6d4b\u6027\u80fd\u3002\u8fd9\u4e2a\u65b9\u6cd5\u867d\u7136\u7b80\u5355\uff0c\u4f46\u662f\u5374\u8ba9\u6a21\u578b\u975e\u5e38\u9c81\u68d2\uff0c\u540c\u65f6\u89e3\u51b3\u4e86\u5bc6\u96c6\u548c\u975e\u5bc6\u96c6\u573a\u666f\u7684\u68c0\u6d4b\u95ee\u9898\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u8fd9\u4e2a\u5c0f\u6545\u4e8b\uff0c\u6211\u60f3\u544a\u8bc9\u5927\u5bb6\u4e24\u4ef6\u4e8b\u60c5\uff1a1.\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u8981\u6c42\u5b58\u5728\u5dee\u522b\uff1b2.\u76f8\u4fe1\u575a\u6301\u7684\u529b\u91cf\u3002\u4e0a\u9762\u63d0\u5230\u7684\u5de5\u4f5c\uff0c\u524d\u524d\u540e\u540e\u201c\u71ac\u8d70\u4e86\u201d10\u591a\u4f4d\u5b9e\u4e60\u751f\uff0c\u5f88\u591a\u4eba\u8bd5\u4e86\u5f88\u591a\u65b9\u6cd5\uff0c\u5927\u591a\u6570\u4eba\u575a\u6301\u4e0d\u4f4f\u5c31\u79bb\u804c\u4e86\u3002\u53ea\u6709\u4e00\u4f4d\u5b9e\u4e60\u751f\u4ece\u5f00\u59cb\u5c31\u8ddf\u7740\u6211\u4eec\u56e2\u961f\uff0c\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\u53d1\u6325\u4e86\u975e\u5e38\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n

\u5434\u4f73\u4fca<\/strong>\uff1a\u6211\u6765\u8c08\u8c08\u5728\u5408\u4f5c\u8fc7\u7a0b\u4e2d\u5b66\u5230\u7684\u4e00\u4e9b\u7ecf\u9a8c\uff0c\u5176\u5b9e\u7528\u4e00\u4e2a\u8bcd\u5c31\u53ef\u4ee5\u6982\u62ec\uff1a\u7cbe\u76ca\u6c42\u7cbe\u3002\u6211\u6700\u65e9\u505a\u7814\u7a76\u662f\u4fca\u5f66\u5e26\u7740\u6211\u4e00\u8d77\u505a\u7684\uff0c\u6700\u8fd1\u51e0\u5e74\u548c\u4fca\u5f66\u3001\u8212\u7136\u4e5f\u90fd\u6709\u5408\u4f5c\u3002\u5728\u5408\u4f5c\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ed6\u4eec\u59cb\u7ec8\u601d\u8003\u5982\u4f55\u628a\u7ed3\u679c\u518d\u63d0\u9ad8\u4e00\u70b9\u3002\u6709\u4e00\u6b21\u6a21\u578b\u751f\u6210\u4e86\u4e00\u5f20\u56fe\u7247\uff0c\u5728\u6211\u770b\u6765\uff0c\u7ed3\u679c\u5df2\u7ecf\u975e\u5e38\u597d\u4e86\uff0c\u4f46\u662f\u4fca\u5f66\u5374\u8bf4\uff0c\u8fd8\u53ef\u4ee5\u518d\u201c\u5b8c\u7f8e\u201d\u4e00\u4e9b\u3002\u4e0d\u4ec5\u662f\u6a21\u578b\uff0c\u5728\u4e00\u4e9b\u5c55\u793a\u5de5\u4f5c\u4e0a\uff0c\u4ed6\u4eec\u5bf9\u8d28\u91cf\u4e5f\u6709\u7740\u5f88\u9ad8\u7684\u8981\u6c42\uff0c\u5927\u5bb6\u53ef\u4ee5\u53bb\u4ed6\u4eec\u7684\u8bba\u6587\u4e3b\u9875\u4e0a\u770b\u770b\u76f8\u5173\u7684 demo\uff0c\u6bcf\u4e00\u4e2a\u90fd\u505a\u5f88\u7ec6\u81f4\uff0c\u90fd\u529b\u6c42\u7ed9\u8bfb\u8005\u7559\u4e0b\u6700\u597d\u7684\u5370\u8c61\u3002<\/p>\n\n\n\n

\u6c64\u601d\u5b87<\/strong>\uff1a\u6211\u4eca\u5e74\u5728 CVPR \u4e0a\u7684\u4e00\u4e2a\u5de5\u4f5c\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u6211\u5bf9\u672a\u6765\u7814\u7a76\u7684\u9884\u671f\u3002\u8fd9\u4e2a\u9884\u671f\u5728\u4e24\u4e09\u5e74\u5185\u53ef\u80fd\u5c31\u80fd\u9a8c\u8bc1\u5b83\u662f\u5426\u6b63\u786e\u3002\u5de5\u4f5c\u7684\u4e3b\u8981\u5185\u5bb9\u662f\u5728\u56fe\u50cf\u548c\u89c6\u9891\u4e2d\u7814\u7a76\u4eba\u7684\u884c\u4e3a\u3001\u52a8\u673a\u3001\u59ff\u52bf\u7b49\u3002\u56db\u5e74\u524d\uff0c\u5927\u591a\u6570\u7814\u7a76\u8005\u7684\u65b9\u5411\u90fd\u96c6\u4e2d\u4e8e\u5355\u4eba\u548c\u591a\u4eba\u7684\u59ff\u52bf\uff0c\u4f8b\u5982 OpenPose \u8fd9\u4e00\u6df1\u5ea6\u5b66\u4e60\u5e93\u3002\u6700\u8fd1\uff0c\u5927\u5bb6\u5f00\u59cb\u7814\u7a76 3D body\uff0c\u4f8b\u5982\u66f2\u9762\u91cd\u5efa\uff08Surface Reconstruction \uff09\u3002\u672a\u6765\uff0c\u6211\u4eec\u9884\u6d4b\u4eba\u4e0e\u573a\u666f\u3001\u7269\u4f53\u7684\u5171\u540c\u7684\u91cd\u5efa\u4f1a\u6210\u4e3a\u91cd\u70b9\u3002\u56e0\u4e3a\uff0c\u4eba\u5728\u73b0\u5b9e\u4e2d\u7ecf\u5e38\u548c\u73af\u5883\u3001\u7269\u4f53\u4ea4\u4e92\u3002\u540c\u65f6\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u975e\u5e38\u56f0\u96be\u7684\u7814\u7a76\u65b9\u5411\uff0c\u56e0\u4e3a\u906e\u6321\u3001\u4eba\u7684\u59ff\u52bf\u7684\u591a\u6837\u6027\u7b49\u56e0\u7d20\u7684\u5b58\u5728\u3002<\/p>\n\n\n\n

\u5982\u4f55\u514b\u670d\u8fd9\u4e2a\u7814\u7a76\u65b9\u5411\u4e0a\u5b58\u5728\u7684\u56f0\u96be\uff1f\u6211\u4eec\u8ba4\u4e3a\u9884\u8bbe\uff08prior\uff09\u4eba\u4f53\u4f53\u578b\u975e\u5e38\u91cd\u8981\u3002\u5173\u4e8e\u9884\u8bbe\uff0c\u5f53\u524d\u7528\u7684\u6700\u591a\u7684\u662f SMPL \u6a21\u578b\uff08simple body model\uff09\uff0c\u4f46 SMPL \u5728\u4ea4\u4e92\u65b9\u9762\u201c\u5dee\u5f3a\u4eba\u610f\u201d\u3002\u56e0\u6b64\uff0c\u57fa\u4e8e\u4ee5\u4e0a\u89c2\u5bdf\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u89c2\u70b9\u3001\u65b0\u7684\u9884\u8bbe\u6a21\u578b\uff0c\u671f\u671b\u6a21\u578b\u7ed9\u51fa\u7684\u9884\u6d4b\u662f\u9ad8\u51c6\u786e\u7387\u548c\u9ad8\u6548\u7684\uff0c\u540c\u65f6\u4e5f\u548c SMPL \u6a21\u578b\u662f\u517c\u5bb9\u7684\u3002\u5f53\u7136\uff0c\u8fd9\u9879\u5de5\u4f5c\u4e5f\u88ab\u4eca\u5e74\u7684 CVPR \u4f1a\u8bae\u6240\u8ba4\u53ef\u3002<\/p>\n\n\n\n

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4\u670822\u65e5\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u521b\u7814\u8bba\u575b CVPR 2021 \u8bba\u6587\u5206\u4eab\u4f1a\u5728\u7ebf\u4e0a\u4e3e\u884c\u3002\u6765\u81ea\u56fd\u5185\u5916\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u768421\u4f4d\u4f18\u79c0\u4ee3\u8868\u4e0e\u89c2\u4f17\u96f6\u8ddd\u79bb\u4ea4\u6d41\uff0c\u5206\u4eab\u4e86\u4ed6\u4eec\u5728 CVPR 2021 \u53d1\u8868\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c\u3002 \u672c\u6b21\u8bba\u6587\u5206\u4eab\u4f1a\u7684\u5f00\u5e55\u7531\u5317\u4eac\u90ae\u7535\u5927\u5b66\u6559\u6388\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u8ba1\u7b97\u673a\u89c6\u89c9\u4e13\u59d4\u4f1a\u79d8\u4e66\u957f\u9a6c\u5360\u5b87\u4e3b\u6301\uff0c\u4ed6\u9996\u5148\u56de\u987e\u4e86\u8fd1\u56db\u5e74 CVPR \u8bba\u6587\u5206\u4eab\u4f1a\u7684\u4e3e\u529e\u76db\u51b5\u4e0e\u5f62\u5f0f\u53d8\u5316\u3002\u968f\u540e\uff0c\u5317\u4eac\u5927\u5b66\u6559\u6388\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u8ba1\u7b97\u673a\u89c6\u89c9\u4e13\u59d4\u4f1a\u4e3b\u4efb\u67e5\u7ea2\u5f6c\uff0c\u6e05\u534e\u5927\u5b66\u6559\u6388\u3001\u6e05\u534e-\u5fae\u8f6f\u8054\u5408\u5b9e\u9a8c\u5ba4\u6e05\u534e\u65b9\u4e3b\u4efb\u6e29\u6c5f\u6d9b\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\u3001\u4e2d\u56fd\u56fe\u50cf\u56fe\u5f62\u5b66\u4f1a\u526f\u79d8\u4e66\u957f\u3001\u4e2d\u56fd\u56fe\u50cf\u56fe\u5f62\u5b66\u5b66\u4f1a\u5973\u5de5\u59d4\u79d8\u4e66\u957f\u8463\u6676\uff0c\u4ee5\u53ca\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b66\u672f\u5408\u4f5c\u603b\u76d1\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u5973\u8ba1\u7b97\u673a\u5de5\u4f5c\u8005\u59d4\u5458\u4f1a\u4e3b\u4efb\u9a6c\u6b46\uff0c\u56db\u4f4d\u5609\u5bbe\u5728\u5f00\u573a\u6f14\u8bb2\u4e2d\u5206\u522b\u4ece\u4e0d\u540c\u89c6\u89d2\u9610\u8ff0\u4e86 CVPR 2021 \u8bba\u6587\u5206\u4eab\u4f1a\u4e3e\u529e\u7684\u521d\u8877\u3002 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