{"id":1069701,"date":"2022-06-22T21:25:00","date_gmt":"2022-06-23T04:25:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&p=1069701"},"modified":"2024-09-25T01:36:00","modified_gmt":"2024-09-25T08:36:00","slug":"cvpr-2022","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/cvpr-2022\/","title":{"rendered":"CVPR 2022 | \u4e00\u952e\u89e3\u9501\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u524d\u6cbf\u8fdb\u5c55!"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6a21\u5f0f\u8bc6\u522b\u4f1a\u8bae\uff08CVPR\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u5177\u5b66\u672f\u5f71\u54cd\u529b\u7684\u9876\u7ea7\u4f1a\u8bae\u4e4b\u4e00\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e5f\u57284\u6708\u6210\u529f\u4e3e\u529e\u4e86 CVPR 2022 \u8bba\u6587\u5206\u4eab\u4f1a\u3002\u4eca\u5929\uff0c\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u9009\u4e868\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u88ab CVPR 2022 \u6536\u5f55\u7684\u4f18\u79c0\u8bba\u6587\uff0c\u5e26\u4f60\u63a2\u7d22\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u70ed\u70b9\u524d\u6cbf\uff01\u6b22\u8fce\u611f\u5174\u8da3\u7684\u8bfb\u8005\u9605\u8bfb\u8bba\u6587\u539f\u6587\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u795e\u7ecf\u538b\u7f29\u7684\u89c6\u9891\u590d\u539f<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2203.09208<\/p>\n\n\n\n

\u89c6\u9891\u590d\u539f\u4efb\u52a1\u975e\u5e38\u4f9d\u8d56\u65f6\u5e8f\u7279\u5f81\u6765\u83b7\u5f97\u66f4\u597d\u7684\u91cd\u5efa\u8d28\u91cf\u3002\u73b0\u6709\u7684\u89c6\u9891\u590d\u539f\u65b9\u6cd5\u4e3b\u8981\u5173\u6ce8\u5982\u4f55\u8bbe\u8ba1\u66f4\u597d\u7684\u7f51\u7edc\u7ed3\u6784\u53bb\u63d0\u53d6\u65f6\u5e8f\u7279\u5f81\uff0c\u4f8b\u5982\u53cc\u5411\u4f20\u64ad\u3002\u81f3\u4e8e\u5982\u4f55\u6709\u6548\u4f7f\u7528\u65f6\u5e8f\u7279\u5f81\u5e76\u548c\u5f53\u524d\u5e27\u878d\u5408\uff0c\u901a\u5e38\u5bb9\u6613\u88ab\u5ffd\u89c6\u3002\u5b9e\u9645\u4e0a\u65f6\u5e8f\u7279\u5f81\u901a\u5e38\u5305\u542b\u5927\u91cf\u566a\u58f0\u548c\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u76f4\u63a5\u4f7f\u7528\u800c\u4e0d\u7ecf\u8fc7\u4efb\u4f55\u7279\u5f81\u63d0\u7eaf\uff0c\u53cd\u800c\u4f1a\u5e72\u6270\u5f53\u524d\u5e27\u7684\u590d\u539f\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u795e\u7ecf\u538b\u7f29\u7684\u7b97\u6cd5\u6765\u5b66\u4e60\u9ad8\u6548\u7684\u65f6\u5e8f\u7279\u5f81\u8868\u8fbe\u3002\u7531\u4e8e\u795e\u7ecf\u538b\u7f29\u4e3a\u4e86\u8282\u7701\u6bd4\u7279\u4f1a\u628a\u65e0\u5173\u7684\u4fe1\u606f\u6216\u8005\u566a\u58f0\u4e22\u5f03\uff0c\u662f\u4e2a\u5929\u7136\u7684\u53bb\u566a\u8005\uff0c\u56e0\u6b64\u672c\u6587\u5229\u7528\u795e\u7ecf\u538b\u7f29\u53bb\u6709\u6548\u5730\u8fc7\u6ee4\u566a\u58f0\u7684\u5e72\u6270\u5e76\u4fdd\u7559\u65f6\u5e8f\u4e0a\u6700\u91cd\u8981\u7684\u4fe1\u606f\u3002\u5982\u56fe1 (b) \u6240\u793a\uff0c \u7814\u7a76\u5458\u4eec\u4f1a\u5728\u7279\u5f81\u878d\u5408\u4e4b\u524d\uff0c\u4f7f\u7528\u795e\u7ecf\u538b\u7f29\u53bb\u5bf9\u65f6\u5e8f\u7279\u5f81\u63d0\u7eaf\u3002\u4e3a\u4e86\u5b9e\u73b0\u5bf9\u566a\u58f0\u7684\u9c81\u68d2\u6027\uff0c\u672c\u6587\u4e3a\u538b\u7f29\u6a21\u5757\u8bbe\u8ba1\u4e86\u4e00\u79cd\u81ea\u9002\u5e94\u5e76\u4e14\u53ef\u5b66\u4e60\u7684\u91cf\u5316\u673a\u5236\uff0c\u4ee5\u4fbf\u6709\u6548\u5904\u7406\u4e0d\u540c\u7c7b\u522b\u548c\u4e0d\u540c\u7a0b\u5ea6\u7684\u566a\u58f0\u5e72\u6270\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\u548c\u91cd\u5efa\u635f\u5931\u51fd\u6570\u4f1a\u5f15\u5bfc\u91cf\u5316\u6a21\u5757\u7684\u5b66\u4e60\u3002<\/p>\n\n\n\n

\u56fe1 (c) \u5c55\u793a\u4e86\u672c\u6587\u6a21\u578b\u6240\u5b66\u7684\u7279\u5f81\u6709\u66f4\u5f3a\u7684\u566a\u58f0\u9c81\u68d2\u6027\uff0c\u5e76\u4e14\u66f4\u63a5\u8fd1\u6765\u81ea\u5e72\u51c0\u89c6\u9891\u7684\u7279\u5f81\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u79cd\u7279\u5f81\u5b66\u4e60\u65b9\u5f0f\u5e2e\u52a9\u672c\u6587\u7684\u6a21\u578b\u5728\u591a\u4e2a\u89c6\u9891\u6062\u590d\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6700\u597d\u7684\u6027\u80fd\uff0c\u5305\u62ec\u89c6\u9891\u53bb\u566a\u3001\u89c6\u9891\u53bb\u96e8\u548c\u89c6\u9891\u53bb\u96fe\u3002\u800c\u4e14\u672c\u6587\u7684\u65b9\u6cd5\u5728\u590d\u6742\u5ea6\u4e0a\u4e5f\u4f18\u4e8e\u4e4b\u524d\u6700\u597d\u7684\u65b9\u6cd5\u3002\u5c24\u5176\u662f\u5728\u89c6\u9891\u53bb\u566a\u4efb\u52a1\u4e0a\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u6bd4 BasicVSR++ \u63d0\u9ad8\u4e860.13 dB, \u5e76\u4e14\u53ea\u6709\u5b830.23\u500d\u7684\u590d\u6742\u5ea6\u3002<\/p>\n\n\n\n

\"\u56fe1\uff1a(a)
\u56fe1\uff1a(a) \u5df2\u6709\u7684\u89c6\u9891\u590d\u539f\u6846\u67b6\uff0c(b) \u672c\u6587\u63d0\u51fa\u7684\u57fa\u4e8e\u795e\u7ecf\u538b\u7f29\u7684\u89c6\u9891\u590d\u539f\u6846\u67b6\uff0c(c) t-SNE \u53ef\u89c6\u5316\u5bf9\u6bd4\uff0c(d) \u6027\u80fd\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u57fa\u4e8e\u795e\u7ecf\u8f90\u5c04\u6d41\u5f62\u7684\u4e09\u7ef4\u53ef\u63a7\u56fe\u50cf\u751f\u6210<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/yudeng.github.io\/GRAM\/<\/p>\n\n\n\n

\u4f20\u7edf\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5df2\u7ecf\u5177\u5907\u751f\u6210\u4ee5\u5047\u4e71\u771f\u4e8c\u7ef4\u56fe\u50cf\u7684\u80fd\u529b\u3002\u4f46\u5b83\u4eec\u5e76\u4e0d\u8003\u8651\u751f\u6210\u56fe\u50cf\u4e2d\u7269\u4f53\u80cc\u540e\u7684\u4e09\u7ef4\u51e0\u4f55\u6027\u8d28\uff0c\u56e0\u6b64\u65e0\u6cd5\u751f\u6210\u7269\u4f53\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u3002\u8fd1\u4e24\u5e74\uff0c\u4e00\u4e9b\u80fd\u591f\u5b9e\u73b0\u4e09\u7ef4\u89c6\u89d2\u63a7\u5236\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u9010\u6e10\u51fa\u73b0\u3002\u7ed9\u5b9a\u4e00\u7c7b\u7269\u4f53\u7684\u5355\u89c6\u89d2\u56fe\u50cf\u96c6\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u5229\u7528\u56fe\u50cf\u4e0a\u7684\u5bf9\u6297\u5b66\u4e60\u8fc7\u7a0b\u751f\u6210\u7269\u4f53\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u3002\u5b9e\u73b0\u8fd9\u4e00\u70b9\u7684\u5173\u952e\u56e0\u7d20\u662f\u5c06\u7269\u4f53\u7684\u4e09\u7ef4\u8868\u8fbe\u4e0e\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u76f8\u7ed3\u5408\uff0c\u5176\u4e2d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u5229\u7528\u4e86\u795e\u7ecf\u8f90\u5c04\u573a\uff08NeRF\uff09\u4f5c\u4e3a\u7269\u4f53\u8868\u8fbe\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u5df2\u6709\u7684\u3001\u57fa\u4e8e NeRF \u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u56fe\u50cf\u751f\u6210\u8d28\u91cf\u4e0e\u4f20\u7edf\u7684\u4e8c\u7ef4\u56fe\u50cf\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u4ecd\u6709\u8f83\u5927\u7684\u5dee\u8ddd\u3002\u7814\u7a76\u5458\u4eec\u89c2\u5bdf\u5230\uff0c\u9020\u6210\u8fd9\u4e00\u95ee\u9898\u7684\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\u662f NeRF \u7684\u4f53\u6e32\u67d3\u8fc7\u7a0b\u4e0e\u5bf9\u6297\u5b66\u4e60\u8fc7\u7a0b\u76f8\u7ed3\u5408\u65f6\u5185\u5b58\u5f00\u9500\u8f83\u5927\uff0c\u9650\u5236\u4e86\u4f53\u6e32\u67d3\u65f6\u6bcf\u6761\u5149\u7ebf\u5141\u8bb8\u7684\u91c7\u6837\u70b9\u4e2a\u6570\u3002\u5728\u91c7\u6837\u70b9\u6570\u91cf\u6709\u9650\u65f6\uff0cNeRF \u8868\u5f81\u4e0d\u80fd\u6709\u6548\u7684\u5904\u7406\u7269\u4f53\u7684\u7cbe\u7ec6\u51e0\u4f55\u7eb9\u7406\uff0c\u4e14\u5176\u6e32\u67d3\u56fe\u50cf\u4e2d\u542b\u6709\u660e\u663e\u7684\u566a\u58f0\u56fe\u6848\uff0c\u4e25\u91cd\u5f71\u54cd\u4e86\u5bf9\u6297\u5b66\u4e60\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u795e\u7ecf\u8f90\u5c04\u6d41\u5f62\u8868\u8fbe\u6765\u89e3\u51b3 NeRF \u4e0e\u5bf9\u6297\u5b66\u4e60\u7ed3\u5408\u65f6\u7684\u4e0a\u8ff0\u95ee\u9898\u3002\u795e\u7ecf\u8f90\u5c04\u6d41\u5f62\u5c06\u8f90\u5c04\u573a\u7684\u5b66\u4e60\u4e0e\u56fe\u50cf\u6e32\u67d3\u65f6\u7684\u91c7\u6837\u70b9\u9650\u5236\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e00\u7c07\u4e8c\u7ef4\u66f2\u9762\u6d41\u5f62\u4e0a\uff0c\u6709\u52a9\u4e8e\u7f51\u7edc\u5728\u66f2\u9762\u4e0a\u5b66\u4e60\u7269\u4f53\u7684\u7cbe\u7ec6\u7ed3\u6784\uff0c\u5e76\u6709\u6548\u907f\u514d\u4e86\u56fe\u50cf\u6e32\u67d3\u65f6\u7684\u566a\u58f0\u56fe\u6848\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u57fa\u4e8e\u795e\u7ecf\u8f90\u5c04\u6d41\u5f62\u8868\u5f81\uff0c\u7814\u7a76\u5458\u4eec\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u751f\u6210\u56fe\u50cf\u7684\u771f\u5b9e\u611f\u4e0e\u5176\u89c6\u89d2\u53d8\u5316\u4e0b\u7684\u4e09\u7ef4\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n

\"\u56fe2\uff1a\u57fa\u4e8e\u795e\u7ecf\u8f90\u5c04\u6d41\u5f62\u7684\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u793a\u610f\u56fe\"
\u56fe2\uff1a\u57fa\u4e8e\u795e\u7ecf\u8f90\u5c04\u6d41\u5f62\u7684\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

StyleSwin \u2013 \u7528Transformer\u642d\u5efa\u9002\u4e8e\u9ad8\u8d28\u91cf\u56fe\u50cf\u751f\u6210\u7684\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/styleswin-Transformer-based-gan-for-high-resolution-image-generation\/<\/p>\n\n\n\n

\u4ee5\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u4e3a\u4ee3\u8868\u7684\u56fe\u50cf\u751f\u6210\u6a21\u578b\u5728\u8fc7\u53bb\u51e0\u5e74\u95f4\u53d6\u5f97\u4e86\u5de8\u5927\u53d1\u5c55\u3002\u5176\u65e9\u671f\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u8ba9\u5bf9\u6297\u8bad\u7ec3\u66f4\u52a0\u7a33\u5b9a\uff0c\u800c\u8fd1\u5e74\u6765\u751f\u6210\u8d28\u91cf\u7684\u7a81\u7834\u5219\u4e3b\u8981\u53d7\u76ca\u4e8e\u66f4\u5177\u8868\u8fbe\u80fd\u529b\u7684\u7f51\u7edc\u7684\u63d0\u51fa\uff0c\u5982\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236\u3001\u91c7\u7528\u66f4\u5927\u7684\u7f51\u7edc\u4ee5\u53ca Style-based \u751f\u6210\u5668\u3002<\/p>\n\n\n\n

\u8fd1\u671f\uff0cTransformer \u83b7\u5f97\u4e86\u6781\u5927\u7684\u5173\u6ce8\uff0c\u5e76\u5728\u4e00\u7cfb\u5217\u5224\u522b\u4efb\u52a1\u4e2d\u53d6\u5f97\u5de8\u5927\u6210\u529f\u3002\u53d7\u6b64\u542f\u53d1\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c1d\u8bd5\u63a2\u7a76 Transformer \u7684\u4e00\u7cfb\u5217\u4f18\u5f02\u7279\u6027\uff0c\u5c24\u5176\u662f\u957f\u8ddd\u79bb\u5efa\u6a21\u80fd\u529b\uff0c\u662f\u5426\u5bf9\u751f\u6210\u4efb\u52a1\u4e5f\u6709\u5e2e\u52a9\u3002\u800c\u6784\u5efa\u57fa\u4e8e Transformer \u7684\u751f\u6210\u5668\u7f51\u7edc\uff0c\u5c31\u9700\u8981\u514b\u670d\u5728\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u751f\u6210\u65f6\u8ba1\u7b97\u590d\u6742\u5ea6\u8fc7\u9ad8\u7684\u95ee\u9898\u3002\u4e3a\u6b64\u7814\u7a76\u5458\u4eec\u91c7\u7528\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u7684 Swin Transformer \u4f5c\u4e3a\u57fa\u672c\u6a21\u5757\uff0c\u4ee5\u5728\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u6a21\u578b\u8868\u8fbe\u80fd\u529b\u95f4\u53d6\u5f97\u826f\u597d\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u8fd8\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u82e5\u5e72\u6539\u8fdb\uff0c\u4f7f\u5f97 Swin Transformer \u53ef\u4ee5\u66f4\u597d\u7684\u9002\u914d\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002\u9996\u5148\uff0c\u6574\u4e2a\u751f\u6210\u5668\u91c7\u7528\u4e86 Style-based \u7ed3\u6784\uff0c\u5e76\u63a2\u7a76\u82e5\u5e72\u79cd\u9002\u4e8e Transformer \u6a21\u5757\u7684\u98ce\u683c\u6ce8\u5165\u673a\u5236\u3002\u5176\u6b21\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7528 double attention \u6765\u4ee3\u66ff Swin Transformer \u4e2d\u7684\u91cd\u53e0\u7a97\u53e3\uff0c\u4f7f\u5f97\u6bcf\u4e00\u5c42 Transformer \u6a21\u5757\u6709\u66f4\u5927\u7684\u6ce8\u610f\u529b\u8303\u56f4\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u6307\u51fa\u5bf9\u4e8e\u751f\u6210\u6a21\u578b\uff0c\u6709\u5fc5\u8981\u540c\u65f6\u91c7\u7528\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u548c\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\u3002<\/p>\n\n\n\n

\"\u56fe3\uff1a\uff08\u5de6\uff09StyleSwin
\u56fe3\uff1a\uff08\u5de6\uff09StyleSwin \u7f51\u7edc\u7ed3\u6784\uff0c\uff08\u53f3\uff09256×256\u751f\u6210\u7ed3\u679c\u7a33\u5b9a\u8d85\u8d8a StyleGAN<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u66f4\u91cd\u8981\u7684\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u5c40\u90e8\u7a97\u53e3\u5185\u8ba1\u7b97\u6ce8\u610f\u529b\u4f1a\u6709\u4ea7\u751f\u7c7b\u4f3c\u4e8e DCT \u538b\u7f29\u65f6\u7684\u5757\u72b6\u7455\u75b5\uff08blocking artifact\uff09\uff0c\u8fd9\u4e2a\u95ee\u9898\u4ec5\u5728\u751f\u6210\u4efb\u52a1\u4e2d\u624d\u4f1a\u88ab\u6ce8\u610f\u5230\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u5c0f\u6ce2\u53d8\u6362\u7684\u5224\u522b\u5668\u6a21\u578b\u5728\u9891\u57df\u7a7a\u95f4\u8bc6\u522b\u8fd9\u79cd\u5757\u72b6\u7455\u75b5\u7684\u65b9\u6cd5\uff0c\u6709\u6548\u63d0\u5347\u4e86\u8089\u773c\u611f\u77e5\u4e0b\u7684\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n

\u672c\u6587\u63d0\u51fa\u7684 StyleSwin \u5728\u82e5\u5e72\u6570\u636e\u96c6\uff0cFFHQ, CelebA-HQ, LSUN church, LSUN car\u7b49\u6807\u51c6\u6570\u636e\u96c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u751f\u6210\u8d28\u91cf\u3002\u5728256×256\u5206\u8fa8\u7387\u4e0a\uff0cStyleSwin \u8d85\u8d8a\u4e86\u73b0\u6709\u6240\u6709 GAN \u7684\u65b9\u6cd5\uff0c\u57281024×1024\u5206\u8fa8\u7387\u4e0a\u53d6\u5f97\u548c StyleGAN2 \u76f8\u5f53\u7684\u56fe\u50cf\u8d28\u91cf\u3002\u672c\u6587\u7684\u610f\u4e49\u5728\u4e8e\u9996\u6b21\u9a8c\u8bc1\u4e86 Transformer \u6a21\u578b\u5728\u9ad8\u5206\u8fa8\u7387\u3001\u9ad8\u8d28\u91cf\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\uff0c\u5bf9\u751f\u6210\u7f51\u7edc\u57fa\u7840\u7f51\u7edc\u7684\u53d1\u5c55\u505a\u51fa\u4e86\u65b0\u7684\u542f\u53d1\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u91cf\u5316\u53bb\u566a\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u5230\u6587\u672c\u751f\u6210<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2111.14822<\/p>\n\n\n\n

\u6587\u672c\u5230\u56fe\u50cf\u7684\u751f\u6210\u662f\u8fd1\u4e9b\u5e74\u6765\u7684\u4e00\u4e2a\u70ed\u70b9\u751f\u6210\u95ee\u9898\u3002\u4e4b\u524d\u7684\u76f8\u5173\u5de5\u4f5c\u4e3b\u8981\u5206\u4e3a\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u548c\u81ea\u56de\u5f52\u6a21\u578b\u4e24\u5927\u7c7b\u3002\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u53d7\u9650\u4e8e\u62df\u5408\u80fd\u529b\uff0c\u5f80\u5f80\u53ea\u80fd\u62df\u5408\u5355\u4e2a\u573a\u666f\u6216\u8005\u7c7b\u522b\u7684\u56fe\u50cf\u3002\u81ea\u56de\u5f52\u6a21\u578b\u5219\u5c06\u56fe\u50cf\u751f\u6210\u95ee\u9898\u8f6c\u6362\u6210\u4e86\u5e8f\u5217\u5316\u751f\u6210\u95ee\u9898\uff0c\u7136\u800c\uff0c\u8be5\u65b9\u6cd5\u5177\u6709\u5355\u5411\u504f\u5dee\u3001\u8bef\u5dee\u7d2f\u79ef\u7684\u95ee\u9898\uff0c\u5e76\u4e14\u751f\u6210\u56fe\u50cf\u7684\u901f\u5ea6\u8f83\u6162\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u751f\u6210\u6a21\u578b\uff0c\u91cf\u5316\u53bb\u566a\u6269\u6563\u6a21\u578b\uff08VQ-Diffusion\uff09\uff0c\u8be5\u65b9\u6cd5\u80fd\u5f88\u597d\u5730\u89e3\u51b3\u4ee5\u4e0a\u95ee\u9898\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u65b9\u6cd5\u9996\u5148\u5229\u7528\u77e2\u91cf\u91cf\u5316\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VQVAE\uff09\u5c06\u56fe\u50cf\u7f16\u7801\u6210\u79bb\u6563\u7f16\u7801\uff0c\u518d\u5229\u7528\u6761\u4ef6\u5316\u7684\u53bb\u566a\u6269\u6563\u6a21\u578b\uff08DDPM\uff09\u62df\u5408\u9690\u7a7a\u95f4\u7684\u5206\u5e03\u3002<\/p>\n\n\n\n

\u4e0e\u8fde\u7eed\u7a7a\u95f4\u7684\u91cf\u5316\u53bb\u566a\u6a21\u578b\u4e0d\u540c\uff0c\u4e3a\u4e86\u62df\u5408\u79bb\u6563\u7684\u6570\u636e\u5206\u5e03\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u6982\u7387\u8f6c\u79fb\u77e9\u9635\u800c\u4e0d\u662f\u9ad8\u65af\u566a\u58f0\uff0c\u5728\u53bb\u566a\u6269\u6563\u6a21\u578b\u7684\u52a0\u566a\u6b65\u9aa4\u4e2d\u5bf9\u76ee\u6807\u5206\u5e03\u52a0\u566a\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u906e\u6321\u4e0e\u66ff\u6362\u7684\u52a0\u566a\u7b56\u7565\uff0c\u53ef\u4ee5\u6210\u529f\u5730\u907f\u514d\u8bef\u5dee\u7d2f\u79ef\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u5229\u7528\u53cc\u5411\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u53bb\u566a\uff0c\u8be5\u65b9\u6cd5\u907f\u514d\u4e86\u5355\u5411\u504f\u5dee\u7684\u95ee\u9898\u3002\u672c\u6587\u8fd8\u63d0\u51fa\u4e86\u7ed9\u79bb\u6563\u6269\u6563\u6a21\u578b\u52a0\u4e0a\u91cd\u53c2\u6570\u5316\u6280\u5de7\uff0c\u4ece\u800c\u6709\u6548\u5730\u5e73\u8861\u751f\u6210\u901f\u5ea6\u548c\u56fe\u50cf\u8d28\u91cf\u3002\u91cf\u5316\u53bb\u566a\u6269\u6563\u6a21\u578b\u7684\u793a\u610f\u56fe\u5982\u56fe4\u6240\u793a\uff1a<\/p>\n\n\n\n

\"\u56fe4\uff1aVQ-Diffusion
\u56fe4\uff1aVQ-Diffusion \u7684\u7b97\u6cd5\u6d41\u7a0b\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u672c\u6587\u5728\u5f88\u591a\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u7684\u6570\u636e\u96c6\u4e0a\u505a\u4e86\u5b9e\u9a8c\uff0c\u5305\u62ec CUB-200\uff0cOxford-102\uff0c\u4ee5\u53ca MSCOCO\u3002\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u76f8\u6bd4\uff0c\u91c7\u7528\u76f8\u4f3c\u53c2\u6570\u91cf\u65f6\uff0c\u91cf\u5316\u6269\u6563\u6a21\u578b\u80fd\u5728\u751f\u6210\u901f\u5ea6\u5feb15\u500d\u7684\u60c5\u51b5\u4e0b\uff0c\u83b7\u5f97\u66f4\u597d\u7684\u751f\u6210\u7ed3\u679c\u3002\u4e0e\u4e4b\u524d\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8be5\u7b97\u6cd5\u5219\u80fd\u5904\u7406\u66f4\u590d\u6742\u7684\u573a\u666f\uff0c\u6781\u5927\u63d0\u5347\u751f\u6210\u56fe\u50cf\u7684\u8d28\u91cf\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u8fd8\u5177\u6709\u666e\u9002\u6027\uff0c\u53ef\u7528\u4e8e\u65e0\u6761\u4ef6\u56fe\u50cf\u751f\u6210\uff08\u5982 FFHQ\uff09\u548c\u6761\u4ef6\u56fe\u50cf\u751f\u6210\uff08\u5982 ImageNet\uff09\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u591a\u6a21\u6001\u8fc1\u79fb\u5b66\u4e60\u7684\u624b\u8bed\u7ffb\u8bd1\u6a21\u578b<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2203.04287<\/p>\n\n\n\n

\u5168\u4e16\u754c\u67097000\u4e07\u804b\u4eba\u5728\u4f7f\u7528\u7740200\u591a\u79cd\u624b\u8bed\uff0c\u7814\u7a76\u624b\u8bed\u7ffb\u8bd1\uff08SLT\uff09\u6709\u52a9\u4e8e\u589e\u8fdb\u804b\u4eba\u548c\u542c\u4eba\u4e4b\u95f4\u7684\u6c9f\u901a\u3002\u8fd1\u51e0\u5e74\u6765\uff0c\u673a\u5668\u624b\u8bed\u7ffb\u8bd1\uff08SLT\uff09\u9075\u5faa\u673a\u5668\u6587\u672c\uff08NMT\uff09\u7ffb\u8bd1\u6846\u67b6\uff0c\u91c7\u7528\u7f16\u7801-\u89e3\u7801\u5668\u67b6\u6784\u5c06\u89c6\u89c9\u4fe1\u53f7\u7ffb\u8bd1\u6210\u81ea\u7136\u8bed\u8a00\u3002\u7136\u800c\uff0c\u4e0e NMT \u7684\u6210\u529f\u76f8\u6bd4\uff0cSLT \u5b58\u5728\u7740\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u6709\u6548\u7684\u591a\u6a21\u6001\u8fc1\u79fb\u5b66\u4e60\u624b\u8bed\u7ffb\u8bd1\u6a21\u578b\uff0c\u91c7\u7528\u9010\u6b65\u9884\u8bad\u7ec3\u7684\u65b9\u6cd5\uff1a\u5148\u540e\u5c06\u6a21\u578b\u5728\u901a\u7528\u57df\u548c\u57df\u5185\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u3002\u901a\u8fc7\u4ece\u73b0\u6709\u6570\u636e\u96c6\u4e2d\u8fc1\u79fb\u77e5\u8bc6\uff0c\u7814\u7a76\u5458\u4eec\u5e0c\u671b\u53ef\u4ee5\u51cf\u5c11\u5bf9\u6570\u636e\u7684\u4f9d\u8d56\u3002\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u624b\u8bed\u8f6c\u5199\u6807\u6ce8\uff08Gloss\uff09\u4f5c\u4e3a\u4e2d\u95f4\u8868\u793a\uff0c\u5c06 SLT \u5206\u89e3\u4e3a Sign2Gloss \u548c Gloss2Text\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5728\u4e24\u4e2a\u57df\u4e0a\u5206\u522b\u5bf9\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u5757\u8fdb\u884c\u9884\u8bad\u7ec3\u3002<\/p>\n\n\n\n

\"\u56fe5\uff1a\u7814\u7a76\u5458\u4eec\u5c06\u624b\u8bed\u7ffb\u8bd1\u62c6\u5206\u6210\u4e3a\u89c6\u89c9\u4efb\u52a1\uff08\u5de6\u4fa7\uff09\u548c\u8bed\u8a00\u4efb\u52a1\uff08\u53f3\u4fa7\uff09\uff0c\u5e76\u7528\u4e00\u4e2a\u89c6\u89c9-\u8bed\u8a00\u6620\u5c04\u5668\uff08V-L
\u56fe5\uff1a\u7814\u7a76\u5458\u4eec\u5c06\u624b\u8bed\u7ffb\u8bd1\u62c6\u5206\u6210\u4e3a\u89c6\u89c9\u4efb\u52a1\uff08\u5de6\u4fa7\uff09\u548c\u8bed\u8a00\u4efb\u52a1\uff08\u53f3\u4fa7\uff09\uff0c\u5e76\u7528\u4e00\u4e2a\u89c6\u89c9-\u8bed\u8a00\u6620\u5c04\u5668\uff08V-L Mapper\uff09\u6765\u8fde\u63a5\u4e24\u4e2a\u4efb\u52a1\uff0c\u4e4b\u540e\u5206\u522b\u5bf9\u89c6\u89c9\u548c\u8bed\u8a00\u7f51\u7edc\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b9e\u73b0\u8fc1\u79fb\u5b66\u4e60\uff0c\u6700\u540e\u5bf9\u6574\u4e2a\u6a21\u578b\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\u3002<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u672c\u6587\u7684\u6a21\u578b\u5305\u62ec\uff1a\u4e00\u4e2a\u7528\u4e8e\u63d0\u53d6\u89c6\u9891\u7279\u5f81\u7684\u89c6\u89c9\u6a21\u5757\u3001\u4e00\u4e2a\u5c06\u89c6\u9891\u7279\u5f81\u7ffb\u8bd1\u6210\u6587\u672c\u7684\u8bed\u8a00\u6a21\u5757\u548c\u4e00\u4e2a\u8fde\u63a5\u4ee5\u4e0a\u4e24\u4e2a\u6a21\u5757\u7684\u89c6\u89c9-\u8bed\u8a00\u6620\u5c04\u5668\u3002\u5bf9\u4e8e\u89c6\u89c9\u6a21\u5757\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u5728 Kinetics-400\uff08\u52a8\u4f5c\u8bc6\u522b\u6570\u636e\u96c6\uff09\u548c WLASL\uff08\u7f8e\u56fd\u624b\u8bed\u5355\u8bcd\u8bc6\u522b\u6570\u636e\u96c6\uff09\u4e0a\u9884\u8bad\u7ec3 S3D \u7f51\u7edc\uff0c\u4e4b\u540e\u5728\u76ee\u6807\u6570\u636e\u96c6\u4e0a\u4ee5 Sign2Gloss \u4e3a\u8bad\u7ec3\u4efb\u52a1\u8fdb\u4e00\u6b65\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668\u3002\u5bf9\u4e8e\u8bed\u8a00\u6a21\u5757\uff0c\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u4e86\u5728\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u9884\u8bad\u7ec3\u8fc7\u7684 mBART \u6a21\u578b\uff0c\u4e4b\u540e\u5728\u76ee\u6807\u6570\u636e\u4e0a\u5229\u7528 Gloss2Text \u8fdb\u4e00\u6b65\u8bad\u7ec3\u8bed\u8a00\u6a21\u5757\u3002\u5229\u7528\u4e00\u4e2a\u7531\u4e24\u5c42 MLP \u7ec4\u6210\u7684 V-L \u6620\u5c04\u5668\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u89c6\u89c9\u7279\u5f81\u53d8\u6362\u5230\u4e86\u7ffb\u8bd1\u7f51\u7edc\u7684\u8f93\u5165\u4e2d\u3002\u8fd9\u6837\uff0c\u4e24\u4e2a\u9884\u8bad\u7ec3\u6a21\u5757\u901a\u8fc7\u89c6\u89c9\u7279\u5f81\u8fde\u63a5\u8d77\u6765\uff0c\u6574\u4e2a\u6a21\u578b\u5c06\u53ef\u4ee5\u5b9e\u73b0\u8054\u5408\u8bad\u7ec3\u3002<\/p>\n\n\n\n

\u672c\u6587\u7684\u6a21\u578b\u5927\u5e45\u8d85\u8fc7\u4e86\u4e4b\u524d\u7684\u624b\u8bed\u7ffb\u8bd1\u65b9\u6cd5\uff1a\u5728 Phoenix-2014T \u548c CSL-Daily \u4e0a\u5206\u522b\u8fbe\u5230\u4e8628.4\u548c23.9\u7684 BLEU-4\u3002\u6b64\u5916\uff0c\u672c\u6587\u4e5f\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u4e86\u8be5\u8fc1\u79fb\u5b66\u4e60\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

\u91cd\u65b0\u601d\u8003\u5bf9\u6bd4\u5b66\u4e60\u4e2d\u7684\u6700\u5c0f\u5145\u5206\u8868\u793a<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2203.07004<\/p>\n\n\n\n

\u4f5c\u4e3a\u4e00\u79cd\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u5bf9\u6bd4\u5b66\u4e60\u8fd1\u5e74\u6765\u88ab\u5f53\u4f5c\u9884\u8bad\u7ec3\u7684\u4e3b\u8981\u65b9\u6cd5\u5e7f\u6cdb\u5e94\u7528\u4e8e\u89c6\u9891\u548c\u56fe\u50cf\u9886\u57df\u3002\u7531\u4e8e\u5bf9\u6bd4\u5b66\u4e60\u4f7f\u7528\u6570\u636e\u7684\u4e0d\u540c\u201c\u89c6\u89d2\u201d\u4e92\u76f8\u76d1\u7763\uff0c\u5b66\u4e60\u5230\u7684\u6570\u636e\u8868\u793a\u5f80\u5f80\u53ea\u5305\u542b\u201c\u89c6\u89d2\u201d\u4e4b\u95f4\u7684\u7684\u5171\u4eab\u4fe1\u606f\uff0c\u800c\u6392\u65a5\u5b83\u4eec\u7684\u975e\u5171\u4eab\u4fe1\u606f\u3002\u6362\u8a00\u4e4b\uff0c\u5bf9\u6bd4\u5b66\u4e60\u6700\u7ec8\u7684\u7ed3\u679c\u662f\u5b66\u4e60\u5230\u4e86\u4e0d\u540c\u201c\u89c6\u89d2\u201d\u4e4b\u95f4\u7684\u6700\u5c0f\u5145\u5206\u8868\u793a\u3002\u8fd9\u6837\u5c31\u4ea7\u751f\u4e86\u4e00\u4e2a\u7591\u95ee\u2014\u2014\u88ab\u6392\u65a5\u6389\u7684\u975e\u5171\u4eab\u4fe1\u606f\u662f\u4e0d\u662f\u5305\u542b\u5bf9\u4e0b\u6e38\u4efb\u52a1\u6709\u8d21\u732e\u7684\u5185\u5bb9\uff1f\u7531\u4e8e\u201c\u89c6\u89d2\u201d\u7684\u4ea7\u751f\u9ad8\u5ea6\u4f9d\u8d56\u589e\u5f3a\u65b9\u6cd5\uff0c\u800c\u4e0b\u6e38\u4efb\u52a1\u76f8\u5173\u7684\u4fe1\u606f\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5f80\u5f80\u662f\u7f3a\u5931\u7684\uff0c\u6240\u4ee5\u4ece\u76f4\u89c2\u4e0a\u770b\u8fd9\u79cd\u53ef\u80fd\u6027\u7684\u786e\u5b58\u5728\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u4ece\u4fe1\u606f\u8bba\u65b9\u9762\u8fdb\u884c\u4e25\u8c28\u7684\u63a8\u7406\u8bc1\u660e\u548c\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u6700\u5c0f\u5145\u5206\u8868\u793a\u6392\u65a5\u7684\u975e\u5171\u4eab\u4fe1\u606f\u4e2d\u786e\u5b9e\u5305\u542b\u4e0b\u6e38\u4efb\u52a1\u76f8\u5173\u7684\u6709\u7528\u4fe1\u606f\uff0c\u4ece\u800c\u63ed\u793a\u4e86\u5bf9\u6bd4\u5b66\u4e60\u6709\u8fc7\u62df\u5230\u201c\u89c6\u89d2\u201d\u5171\u4eab\u4fe1\u606f\u7684\u98ce\u9669\u3002\u8fd9\u79cd\u98ce\u9669\u4f1a\u4e25\u91cd\u964d\u4f4e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u901a\u7528\u6027\u548c\u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\u5bf9\u6bd4\u5b66\u4e60\u5e94\u8be5\u5b66\u4e60\u201c\u89c6\u89d2\u201d\u4e4b\u95f4\u7684\u5145\u5206\u8868\u793a\u800c\u4e0d\u662f\u6700\u5c0f\u5145\u5206\u8868\u793a\uff0c\u5e76\u4e14\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u6709\u6548\u800c\u4e14\u901a\u7528\u7684\u65b9\u6cd5\uff1a\u589e\u52a0\u5bf9\u6bd4\u5b66\u4e60\u4e2d\u201c\u89c6\u89d2\u201d\u4e4b\u95f4\u7684\u4e92\u4fe1\u606f\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u5728\u5b66\u4e60\u201c\u89c6\u89d2\u201d\u5171\u4eab\u4fe1\u606f\u7684\u540c\u65f6\uff0c\u4e5f\u5c3d\u53ef\u80fd\u5b66\u4e60\u4e0b\u6e38\u4efb\u52a1\u76f8\u5173\u7684\u975e\u5171\u4eab\u4fe1\u606f\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e24\u79cd\u901a\u7528\u7684\u9884\u8bad\u7ec3\u7b56\u7565\uff0c\u4e00\u79cd\u662f\u901a\u8fc7\u91cd\u6784\u8f93\u5165\u6570\u636e\u5f15\u5165\u66f4\u591a\u7684\u539f\u59cb\u8f93\u5165\u4fe1\u606f\u8fbe\u5230\u589e\u52a0\u975e\u5171\u4eab\u4fe1\u606f\u7684\u76ee\u7684\uff1b\u53e6\u4e00\u79cd\u662f\u901a\u8fc7\u52a0\u5165\u6b63\u5219\u9879\u8ba1\u7b97\u4e92\u4fe1\u606f\u7684\u4e0b\u9650\u6765\u76f4\u63a5\u63d0\u9ad8\u4e92\u4fe1\u3002\u5927\u91cf\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u63d0\u51fa\u7684\u9884\u8bad\u7ec3\u7b56\u7565\u5728\u5206\u7c7b\uff0c\u68c0\u6d4b\u548c\u5206\u5272\u7b49\u4e00\u7cfb\u5217\u4e0b\u6e38\u4efb\u52a1\u4e2d\u90fd\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u7cbe\u5ea6\u3002<\/p>\n\n\n\n

\"\u56fe6\uff1a\u5bf9\u6bd4\u5b66\u4e60\u4e2d\u5145\u5206\u8868\u793a\u548c\u6700\u5c0f\u5145\u5206\u8868\u793a\u7684\u4fe1\u606f\u5206\u5e03\u56fe\"
\u56fe6\uff1a\u5bf9\u6bd4\u5b66\u4e60\u4e2d\u5145\u5206\u8868\u793a\u548c\u6700\u5c0f\u5145\u5206\u8868\u793a\u7684\u4fe1\u606f\u5206\u5e03\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

SimMIM\uff1a\u4e00\u4e2a\u7b80\u5355\u7684\u56fe\u50cf\u63a9\u7801\u5efa\u6a21\u6846\u67b6<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2111.09886
\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/SimMIM<\/p>\n\n\n\n

\u63a9\u7801\u4fe1\u53f7\u5efa\u6a21\uff08Masked Signal Modeling\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u5229\u7528\u90e8\u5206\u53ef\u89c1\u4fe1\u606f\u6765\u9884\u6d4b\u4e0d\u53ef\u89c1\u4fe1\u606f\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002\u5176\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u4e2d\u7684\u5e94\u7528\u2014\u2014\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff08Masked Language Modeling, MLM\uff09\u5df2\u7ecf\u6210\u4e3a\u4e86 NLP \u9886\u57df\u4e2d\u6700\u5177\u4ee3\u8868\u6027\u4e14\u5e94\u7528\u6700\u5e7f\u6cdb\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u4e8b\u5b9e\u4e0a\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4e5f\u51fa\u73b0\u4e86\u4e00\u7cfb\u5217\u4f7f\u7528\u63a9\u7801\u56fe\u50cf\u5efa\u6a21\uff08Masked Image Modeling, MIM\uff09\u6765\u8fdb\u884c\u89c6\u89c9\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u5c1d\u8bd5\uff0c\u4f46\u4e4b\u524d\u7684\u65b9\u6cd5\u5f80\u5f80\u9700\u8981\u5f15\u5165\u989d\u5916\u7684\u8bbe\u8ba1\u3002\u672c\u6587\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u9884\u8bad\u7ec3\u6846\u67b6 SimMIM\uff0c\u8bc1\u660e\u4e86\u4ec5\u4f7f\u7528\u7b80\u5355\u7684\u968f\u673a\u63a9\u7801\u7b56\u7565\u4ee5\u53ca\u5355\u5c42\u7ebf\u6027\u89e3\u7801\u5668\u6765\u6062\u590d\u539f\u59cb\u56fe\u50cf\u4fe1\u53f7\u5c31\u53ef\u4ee5\u5b9e\u73b0\u826f\u597d\u7684\u89c6\u89c9\u6a21\u578b\u9884\u8bad\u7ec3\uff0c\u5e76\u5b66\u4e60\u5230\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\u8868\u5f81\u3002<\/p>\n\n\n\n

\"\u56fe7\uff1aSimMIM
\u56fe7\uff1aSimMIM \u4f7f\u7528\u7b80\u5355\u7684\u968f\u673a\u63a9\u7801\u7b56\u7565\u548c\u4e00\u4e2a\u8f7b\u91cf\u7684\u5355\u5c42\u7ebf\u6027\u89e3\u7801\u5668\u6765\u91cd\u6784\u56fe\u50cf\u7684\u539f\u59cb\u4fe1\u53f7\uff0c\u5e76\u4f7f\u7528\u7b80\u5355\u7684 l1 \u635f\u5931\u51fd\u6570\u8fdb\u884c\u9884\u8bad\u7ec3\u3002<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

SimMIM \u53ef\u4ee5\u9002\u914d\u4efb\u610f\u7684\u57fa\u7840\u7f51\u7edc\uff0c\u5305\u62ec ViT\uff0cSwin \u4ee5\u53ca ConvNets\u3002\u5982\u56fe8\uff08\u5de6\uff09\u6240\u793a\uff0c\u5728\u4f7f\u7528 ViT-B \u65f6\uff0cSimMIM \u53d6\u5f97\u4e86\u6bd4\u5176\u4ed6\u65b9\u6cd5\u66f4\u597d\u7684\u5fae\u8c03\u6027\u80fd\uff0c\u540c\u65f6\u82b1\u8d39\u7684\u8bad\u7ec3\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n\n\n\n

\"\u56fe8\uff1a\uff08\u5de6\uff09SimMIM
\u56fe8\uff1a\uff08\u5de6\uff09SimMIM \u4e0e\u5176\u4ed6\u65b9\u6cd5\u5728\u4f7f\u7528 ViT-B \u65f6\u7684\u6027\u80fd\u6bd4\u8f83\u3002\uff08\u53f3\uff09SimMIM \u5728\u4f7f\u7528 Swin \u65f6\u4e0e\u6709\u76d1\u7763\u9884\u8bad\u7ec3\uff08Supervised Pre-training\uff09\u7684\u6bd4\u8f83\u3002<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u56fe8\uff08\u53f3\uff09\u5219\u5c55\u793a\u4e86 SimMIM \u5728\u4f7f\u7528 Swin \u65f6\u53d6\u5f97\u4e86\u6bd4\u6709\u76d1\u7763\u9884\u8bad\u7ec3\uff08Supervised pre-training\uff09\u66f4\u597d\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u6a21\u578b\u8d8a\u5927\uff0cSimMIM \u7684\u4f18\u52bf\u5c31\u8d8a\u660e\u663e\uff0c\u8fd9\u8bf4\u660e SimMIM \u662f\u4e00\u4e2a\u826f\u597d\u7684\u6a21\u578b\u6269\u5c55\u5b66\u4e60\u5668\uff08model scalable learner\uff09\u3002\u901a\u8fc7\u4f7f\u7528 SimMIM\uff0c\u5177\u67093B\u53c2\u6570\u91cf\u7684 Swin-G \u53ef\u4ee5\u5728 ImageNet-1K \u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\u53d6\u5f9790.2%\u7684 Top-1 Acc\u3002<\/p>\n\n\n\n

SimMIM \u4e0d\u4ec5\u9002\u7528\u4e8e\u57fa\u4e8e Transformer \u7684\u7f51\u7edc\uff0c\u5176\u5bf9 ConvNets \u4e5f\u540c\u6837\u6709\u6548\u3002ResNet-50\u00d74 \u4f7f\u7528 SimMIM \u53ef\u4ee5\u53d6\u5f9781.6%\u7684 Top-1 Acc\uff0c\u9ad8\u4e8e\u6709\u76d1\u7763\u9884\u8bad\u7ec3\u83b7\u5f97\u768480.7%\u7684\u7ed3\u679c\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u8bc1\u660e\u4e86 SimMIM \u7684\u5e7f\u6cdb\u9002\u7528\u6027\u3002<\/p>\n\n\n\n

\u5b66\u4e60\u8f68\u8ff9\u611f\u77e5Transformer\u7684\u89c6\u9891\u8d85\u5206\u8fa8\u7387\u7f51\u7edc<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2204.04216
\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/researchmm\/TTVSR<\/p>\n\n\n\n

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\"\u56fe9\uff1a\u57fa\u4e8e\u8f68\u8ff9\u611f\u77e5\u7684\u89c6\u9891\u8d85\u5206\u8fa8\u7387
\u56fe9\uff1a\u57fa\u4e8e\u8f68\u8ff9\u611f\u77e5\u7684\u89c6\u9891\u8d85\u5206\u8fa8\u7387 Transformer \u7684\u7f51\u7edc\u7ed3\u6784\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u540c\u65f6\uff0c\u672c\u6587\u8fd8\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e00\u4e2a\u8de8\u5c3a\u5ea6\u7279\u5f81\u6807\u8bb0\u5316\u6a21\u5757\u6765\u514b\u670d\u957f\u8ddd\u79bb\u89c6\u9891\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u76ee\u6807\u5c3a\u5ea6\u53d8\u5316\u95ee\u9898\u3002\u901a\u8fc7\u5bf9\u56db\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u89c6\u9891\u8d85\u5206\u8fa8\u7387\u57fa\u51c6\u6570\u636e\u96c6\u8fdb\u884c\u5927\u91cf\u7684\u5b9a\u91cf\u548c\u5b9a\u6027\u8bc4\u4f30\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u672c\u6587\u6240\u63d0\u51fa\u7684\u8f68\u8ff9\u611f\u77e5\u7684 Transformer \u6bd4\u5176\u4ed6\u6700\u5148\u8fdb\u7684\u6a21\u578b\u66f4\u5177\u6709\u4f18\u52bf\u3002\u76f8\u5173\u7684\u4ee3\u7801\u548c\u6a21\u578b\u5df2\u7ecf\u5728 GitHub \u5f00\u6e90\uff1ahttps:\/\/github.com\/researchmm\/TTVSR\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7f16\u8005\u6309\uff1a\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6a21\u5f0f\u8bc6\u522b\u4f1a\u8bae\uff08CVPR\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u5177\u5b66\u672f\u5f71\u54cd\u529b\u7684\u9876\u7ea7\u4f1a\u8bae\u4e4b\u4e00\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e5f\u57284\u6708\u6210\u529f\u4e3e\u529e\u4e86 CVPR 2022 \u8bba\u6587\u5206\u4eab\u4f1a\u3002\u4eca\u5929\uff0c\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u9009\u4e868\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u88ab CVPR 2022 \u6536\u5f55\u7684\u4f18\u79c0\u8bba\u6587\uff0c\u5e26\u4f60\u63a2\u7d22\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u70ed\u70b9\u524d\u6cbf\uff01\u6b22\u8fce\u611f\u5174\u8da3\u7684\u8bfb\u8005\u9605\u8bfb\u8bba\u6587\u539f\u6587\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2203.09208 \u89c6\u9891\u590d\u539f\u4efb\u52a1\u975e\u5e38\u4f9d\u8d56\u65f6\u5e8f\u7279\u5f81\u6765\u83b7\u5f97\u66f4\u597d\u7684\u91cd\u5efa\u8d28\u91cf\u3002\u73b0\u6709\u7684\u89c6\u9891\u590d\u539f\u65b9\u6cd5\u4e3b\u8981\u5173\u6ce8\u5982\u4f55\u8bbe\u8ba1\u66f4\u597d\u7684\u7f51\u7edc\u7ed3\u6784\u53bb\u63d0\u53d6\u65f6\u5e8f\u7279\u5f81\uff0c\u4f8b\u5982\u53cc\u5411\u4f20\u64ad\u3002\u81f3\u4e8e\u5982\u4f55\u6709\u6548\u4f7f\u7528\u65f6\u5e8f\u7279\u5f81\u5e76\u548c\u5f53\u524d\u5e27\u878d\u5408\uff0c\u901a\u5e38\u5bb9\u6613\u88ab\u5ffd\u89c6\u3002\u5b9e\u9645\u4e0a\u65f6\u5e8f\u7279\u5f81\u901a\u5e38\u5305\u542b\u5927\u91cf\u566a\u58f0\u548c\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u76f4\u63a5\u4f7f\u7528\u800c\u4e0d\u7ecf\u8fc7\u4efb\u4f55\u7279\u5f81\u63d0\u7eaf\uff0c\u53cd\u800c\u4f1a\u5e72\u6270\u5f53\u524d\u5e27\u7684\u590d\u539f\u3002 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\u5c55\u793a\u4e86\u672c\u6587\u6a21\u578b\u6240\u5b66\u7684\u7279\u5f81\u6709\u66f4\u5f3a\u7684\u566a\u58f0\u9c81\u68d2\u6027\uff0c\u5e76\u4e14\u66f4\u63a5\u8fd1\u6765\u81ea\u5e72\u51c0\u89c6\u9891\u7684\u7279\u5f81\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u79cd\u7279\u5f81\u5b66\u4e60\u65b9\u5f0f\u5e2e\u52a9\u672c\u6587\u7684\u6a21\u578b\u5728\u591a\u4e2a\u89c6\u9891\u6062\u590d\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6700\u597d\u7684\u6027\u80fd\uff0c\u5305\u62ec\u89c6\u9891\u53bb\u566a\u3001\u89c6\u9891\u53bb\u96e8\u548c\u89c6\u9891\u53bb\u96fe\u3002\u800c\u4e14\u672c\u6587\u7684\u65b9\u6cd5\u5728\u590d\u6742\u5ea6\u4e0a\u4e5f\u4f18\u4e8e\u4e4b\u524d\u6700\u597d\u7684\u65b9\u6cd5\u3002\u5c24\u5176\u662f\u5728\u89c6\u9891\u53bb\u566a\u4efb\u52a1\u4e0a\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u6bd4 BasicVSR++ \u63d0\u9ad8\u4e860.13 dB, \u5e76\u4e14\u53ea\u6709\u5b830.23\u500d\u7684\u590d\u6742\u5ea6\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/yudeng.github.io\/GRAM\/ \u4f20\u7edf\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5df2\u7ecf\u5177\u5907\u751f\u6210\u4ee5\u5047\u4e71\u771f\u4e8c\u7ef4\u56fe\u50cf\u7684\u80fd\u529b\u3002\u4f46\u5b83\u4eec\u5e76\u4e0d\u8003\u8651\u751f\u6210\u56fe\u50cf\u4e2d\u7269\u4f53\u80cc\u540e\u7684\u4e09\u7ef4\u51e0\u4f55\u6027\u8d28\uff0c\u56e0\u6b64\u65e0\u6cd5\u751f\u6210\u7269\u4f53\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u3002\u8fd1\u4e24\u5e74\uff0c\u4e00\u4e9b\u80fd\u591f\u5b9e\u73b0\u4e09\u7ef4\u89c6\u89d2\u63a7\u5236\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u9010\u6e10\u51fa\u73b0\u3002\u7ed9\u5b9a\u4e00\u7c7b\u7269\u4f53\u7684\u5355\u89c6\u89d2\u56fe\u50cf\u96c6\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u5229\u7528\u56fe\u50cf\u4e0a\u7684\u5bf9\u6297\u5b66\u4e60\u8fc7\u7a0b\u751f\u6210\u7269\u4f53\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u3002\u5b9e\u73b0\u8fd9\u4e00\u70b9\u7684\u5173\u952e\u56e0\u7d20\u662f\u5c06\u7269\u4f53\u7684\u4e09\u7ef4\u8868\u8fbe\u4e0e\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u76f8\u7ed3\u5408\uff0c\u5176\u4e2d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u5229\u7528\u4e86\u795e\u7ecf\u8f90\u5c04\u573a\uff08NeRF\uff09\u4f5c\u4e3a\u7269\u4f53\u8868\u8fbe\u3002 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