{"id":205,"date":"2022-04-27T00:22:04","date_gmt":"2022-04-26T16:22:04","guid":{"rendered":"http:\/\/www.codeformer.cn\/?p=205"},"modified":"2023-07-23T23:32:34","modified_gmt":"2023-07-23T15:32:34","slug":"neurips-2022-%e4%ba%ba%e8%84%b8%e5%a4%8d%e5%8e%9f%e6%96%b0%e5%88%a9%e5%99%a8%ef%bc%9acodeformer","status":"publish","type":"post","link":"https:\/\/www.codeformer.cn\/205.html","title":{"rendered":"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer"},"content":{"rendered":"<p>\u5728NeurIPS 2022\u4e0a\uff0c\u5357\u6d0b\u7406\u5de5\u5927\u5b66-\u5546\u6c64\u79d1\u6280\u8054\u5408\u7814\u7a76\u4e2d\u5fc3S-Lab\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eVQGAN+Transformer\u7684\u4eba\u8138\u590d\u539f\u6a21\u578bCodeFormer\u3002\u8be5\u65b9\u6cd5\u57fa\u4e8e\u9884\u8bad\u7ec3VQGAN\u79bb\u6563\u7801\u672c\u7a7a\u95f4\uff0c\u6539\u53d8\u590d\u539f\u4efb\u52a1\u7684\u56fa\u6709\u8303\u5f0f\uff0c\u5c06\u4eba\u8138\u590d\u539f\u4efb\u52a1\u8f6c\u6210Code\u5e8f\u5217\u7684\u9884\u6d4b\u4efb\u52a1\uff0c\u5927\u5e45\u5ea6\u964d\u4f4e\u4e86\u590d\u539f\u4efb\u52a1\u6620\u5c04\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u540c\u65f6VQGAN\u7684\u7801\u672c\u5148\u9a8c\u4e5f\u4e3a\u590d\u539f\u4efb\u52a1\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u4eba\u8138\u7ec6\u8282\u3002\u6700\u540e\uff0c\u901a\u8fc7Transformer\u5168\u5c40\u5efa\u6a21\uff0c\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u6a21\u578b\u5bf9\u4e25\u91cd\u9000\u5316\u7684\u9c81\u68d2\u6027\uff0c\u4f7f\u5f97\u590d\u539f\u7684\u4eba\u8138\u66f4\u52a0\u771f\u5b9e\u3002<\/p>\n<p id=\"1ENHMCL5\"><strong>\u4e00\u3001<\/strong><strong>\u4eba\u8138\u590d\u539f\u7684\u6311\u6218<\/strong><\/p>\n<p id=\"1ENHMCL6\">\u5728\u4ecb\u7ecd\u65b9\u6cd5\u4e4b\u524d\uff0c\u5148\u8ba8\u8bba\u4e0b\u4eba\u8138\u590d\u539f\u4efb\u52a1\u9762\u4e34\u7684\u8bf8\u591a\u6311\u6218\uff1a<\/p>\n<p id=\"1ENHMCL7\"><strong>1. 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\u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p id=\"1ENHMCL9\"><strong>2. \u7eb9\u7406\u7ec6\u8282\u4e22\u5931\u3002<\/strong>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u771f\u5b9e\u573a\u666f\u7684\u4f4e\u6e05\u4eba\u8138\u56fe\u7247\u4e2d\u5f80\u5f80\u4f1a\u5f15\u5165\u5404\u79cd\u9000\u5316\uff0c\u5305\u62ec\u566a\u58f0\u3001JPEG\u538b\u7f29\u4f2a\u5f71\u3001\u6a21\u7cca\u3001\u4e0b\u91c7\u6837\u7b49\u3002\u8fd9\u4e9b\u9000\u5316\u4e0d\u540c\u7a0b\u5ea6\u5730\u635f\u5bb3\u4e86\u539f\u6709\u4eba\u8138\u7eb9\u7406\u7ec6\u8282\uff0c\u9020\u6210\u4fe1\u606f\u4e22\u5931\u3002\u201c\u5982\u4f55\u66f4\u597d\u5730\u8865\u5145\u771f\u5b9e\u9ad8\u6e05\u7eb9\u7406\u201d\u4e5f\u4e00\u76f4\u662f\u4eba\u8138\u590d\u539f\u7684\u4e00\u5927\u96be\u9898\u3002<\/p>\n<p id=\"1ENHMCLA\"><strong>3. 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\u4e24\u4e2a\u95ee\u9898\u3002\u6709\u9650\u4e14\u79bb\u6563\u7684\u6620\u5c04\u7a7a\u95f4\u5927\u5927\u964d\u4f4e\u4e86\u590d\u539f\u4efb\u52a1\u6620\u5c04\u7684\u4e0d\u9002\u5b9a\u6027 (1)\u3002\u901a\u8fc7VQGAN\u7684\u81ea\u91cd\u5efa\u8bad\u7ec3\uff0c\u7801\u672c\u5148\u9a8c\u4fdd\u5b58\u4e86\u4e30\u5bcc\u7684\u9ad8\u6e05\u4eba\u8138\u7eb9\u7406\u4fe1\u606f\uff0c\u5e2e\u52a9\u590d\u539f\u4efb\u52a1\u8865\u5145\u771f\u5b9e\u7684\u4eba\u8138\u7eb9\u7406\u7ec6\u8282 (2)\u3002<\/p>\n<p id=\"1ENHMCLE\">\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u76f8\u6bd4\u8fde\u7eed\u5148\u9a8c\u7a7a\u95f4 (d\u3001e)\uff0c\u79bb\u6563\u7801\u672c\u7a7a\u95f4 (f\u3001g) \u53ef\u4ee5\u8f93\u51fa\u66f4\u9ad8\u8d28\u91cf\u7684\u7ed3\u679c (\u6ca1\u6709\u4f2a\u5f71)\uff0c\u4fdd\u6301\u5b8c\u597d\u8138\u5e9e\u8f6e\u5ed3\u7684\u540c\u65f6\uff0c\u4e5f\u5c55\u73b0\u51fa\u66f4\u771f\u5b9e\u3001\u7ec6\u81f4\u7684\u7eb9\u7406\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/03c35116ecc92ae4d98842631eb49511.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/baeb73ff9acb4707957ce4cdf6b7ff7e.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p id=\"1ENHMCLH\">\u5982\u4f55\u66f4\u51c6\u786e\u5730\u5f97\u5230Code\u5e8f\u5217\u5462\uff1f\u6211\u4eec\u5bf9\u6bd4\u5206\u6790\u4e86\u4e24\u79cd\u4e0d\u540cCode\u5e8f\u5217\u7684\u67e5\u627e\u65b9\u5f0f\uff1a\u6700\u8fd1\u90bb\u7279\u5f81\u67e5\u627e (f) \u548c\u57fa\u4e8eTransformer\u9884\u6d4b (g)\uff0c\u6211\u4eec\u53d1\u73b0\u57fa\u4e8eTransformer\u9884\u6d4b (g)\u4f1a\u5f97\u5230\u66f4\u51c6\u786e\u7684Code\u5e8f\u5217\uff0c\u5373\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u4eba\u8138\u56fe\u50cf\u4e14\u4fdd\u6301\u66f4\u597d\u7684\u8eab\u4efd\u4e00\u81f4\u6027\uff0c\u5982\u4e0a\u56fe\u6240\u793a\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/8456d7642e173fe17a0a2b79855f914a.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p id=\"1ENHMCLJ\">\u6211\u4eec\u8fdb\u4e00\u6b65\u53d1\u73b0\uff0c\u57fa\u4e8eVQGAN\u6700\u8fd1\u90bb\u7279\u5f81\u67e5\u627e\u7684Code\u5e8f\u5217\u67e5\u8be2\u65b9\u5f0f\u5e76\u4e0d\u9002\u7528\u4e8e\u4f4e\u6e05\u56fe\u50cf\u3002\u901a\u8fc7\u5bf9\u9ad8\u6e05 (HQ) \u548c\u4f4e\u6e05 (LQ) \u7279\u5f81\u8fdb\u884c\u805a\u7c7b\u53ef\u89c6\u5316\uff0c\u6211\u4eec\u5206\u6790\u4e86\u539f\u56e0\uff0c\u5982\u4e0a\u56fe\u6240\u793a\u3002<\/p>\n<p id=\"1ENHMCLK\">\u7531\u4e8eVQGAN\u7684\u7801\u672c\u901a\u8fc7\u5b58\u50a8HQ\u7684Code\u6765\u91cd\u5efa\u9ad8\u6e05\u4eba\u8138\u56fe\uff0cHQ\u7279\u5f81\u5206\u5e03\u5728\u51c6\u786e\u7684Code\u7c07\u9644\u8fd1\uff0c\u56e0\u6b64HQ\u7279\u5f81\u53ef\u4ee5\u901a\u8fc7\u6700\u8fd1\u90bb\u6765\u8fdb\u884cCode\u67e5\u627e\u3002\u7136\u800c\uff0cLQ\u7279\u5f81\u4e22\u5931\u4e86\u5927\u91cf\u7684\u7eb9\u7406\u4fe1\u606f\uff0c\u5bfc\u81f4\u5176\u5206\u5e03\u5230\u9519\u8bef\u7684Code\u7c07\u4e2d (\u5373\u4fbfFinetune\u8fc7Encoder)\u3002<\/p>\n<p id=\"1ENHMCLL\">\u7531\u6b64\u5f97\u51fa\uff0c\u6700\u8fd1\u90bbCode\u67e5\u627e\u5bf9\u4e8eLQ\u7279\u5f81\u5e76\u4e0d\u662f\u6700\u4f18\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6211\u4eec\u901a\u8fc7Transformer\u8fdb\u884c\u5168\u5c40\u4eba\u8138\u5efa\u6a21\uff0c\u7f13\u89e3\u4e86\u5c40\u90e8\u7279\u5f81\u6700\u8fd1\u90bb\u67e5\u627e\u5e26\u6765\u7684\u4e0d\u51c6\u786e\u6027\uff0c\u4ece\u800c\u627e\u5230\u66f4\u51c6\u786e\u7684Code\u5e8f\u5217\uff0c\u4f7f\u5f97\u6a21\u578b\u5bf9\u4e25\u91cd\u7ec6\u8282\u635f\u5931\u66f4\u4e3a\u9c81\u68d2\uff0c\u590d\u539f\u7684\u4eba\u8138\u56fe\u7247\u4e5f\u66f4\u52a0\u81ea\u7136\u3002<\/p>\n<p id=\"1ENHMCLM\">\u867d\u7136Transformer\u53ef\u4ee5\u7f13\u89e3\u8eab\u4efd\u4e0d\u4e00\u81f4\u7684\u95ee\u9898 (3)\uff0c\u4f46\u7531\u4e8eVQGAN\u7684\u7801\u672c\u7a7a\u95f4\u5e76\u4e0d\u80fd100%\u5b8c\u7f8e\u5730\u91cd\u5efa\u51fa\u4efb\u610f\u4eba\u8138\uff0c\u6bd4\u5982\u4e2a\u4eba\u7279\u6709\u9762\u90e8\u7279\u5f81\u6216\u9996\u9970\uff0c\u56e0\u6b64\u5f15\u5165\u53ef\u8c03\u8282\u7279\u5f81\u878d\u5408\u6a21\u5757\u6765\u63a7\u5236\u5bf9\u8f93\u5165LQ\u4eba\u8138\u7684\u4f9d\u8d56\u3002<\/p>\n<p id=\"1ENHMCLN\">\u5f53\u8f93\u5165LQ\u56fe\u50cf\u9000\u5316\u8f7b\u5fae\u65f6\uff0cLQ\u7279\u5f81\u5f88\u597d\u5730\u4fdd\u7559\u4e86\u4e2a\u4eba\u7684\u8eab\u4efd\u4fe1\u606f\uff0c\u56e0\u6b64\u8be5\u6a21\u5757\u503e\u5411\u4e8e\u878d\u5408\u66f4\u591a\u7684\u8f93\u5165\u4fe1\u606f\uff0c\u4f7f\u5f97\u6a21\u578b\u8f93\u51fa\u548c\u8f93\u5165\u56fe\u4fdd\u6301\u8eab\u4efd\u4e00\u81f4\uff1b\u5f53\u8f93\u5165LQ\u56fe\u50cf\u9000\u5316\u4e25\u91cd\u65f6\uff0cLQ\u7279\u5f81\u4e2d\u4e2a\u4eba\u7684\u8eab\u4efd\u4fe1\u606f\u5df2\u7ecf\u4e25\u91cd\u635f\u574f\u4e14\u5305\u542b\u4e86\u5927\u91cf\u7684\u9000\u5316\u566a\u58f0\uff0c\u65e0\u6cd5\u5bf9\u8f93\u51fa\u8eab\u4efd\u4e00\u81f4\u6027\u63d0\u4f9b\u592a\u5927\u7684\u5e2e\u52a9\uff0c\u56e0\u6b64\u8be5\u6a21\u5757\u503e\u5411\u4e8e\u878d\u5408\u8f83\u5c11\u7684\u8f93\u5165\u4fe1\u606f\uff0c\u4ece\u800c\u964d\u4f4e\u9000\u5316\u5bf9\u8f93\u51fa\u8d28\u91cf\u7684\u5f71\u54cd\u3002<\/p>\n<p id=\"1ENHMCLP\"><strong>\u4e09\u3001\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<p id=\"1ENHMCLQ\">\u4e86\u89e3\u672c\u6587\u52a8\u673a\u540e\uff0c\u8fd9\u91cc\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0b\u672c\u6587\u65b9\u6cd5\uff0c\u5b9e\u73b0\u7ec6\u8282\u8bf7\u67e5\u770b\u539f\u6587\u548c\u4ee3\u7801\u3002<\/p>\n<p id=\"1ENHMCLR\">\u8be5\u65b9\u6cd5\u5206\u4e3a3\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\uff1a<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/7362b0e598ced7c62a317e23818e094c.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p><strong>Stage I\uff1aCodebook Learning<\/strong><\/p>\n<p id=\"1ENHMCLT\">\u9996\u5148\u901a\u8fc7\u9ad8\u6e05\u4eba\u8138\u81ea\u6211\u91cd\u5efa\u5b66\u4e60\uff0c\u8bad\u7ec3VQGAN\uff0c\u4ece\u800c\u5f97\u5230HQ\u7801\u672c\u7a7a\u95f4\u4f5c\u4e3a\u672c\u6587\u7684\u79bb\u6563\u4eba\u8138\u5148\u9a8c\u3002\u4e3a\u4e86\u964d\u4f4eLQ-HQ\u6620\u5c04\u4e4b\u95f4\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u6211\u4eec\u8bbe\u8ba1\u5c3d\u91cf\u5c0f\u7684\u7801\u672c\u7a7a\u95f4\u548c\u5c3d\u91cf\u77ed\u7684Code\u5e8f\u5217\u4f5c\u4e3a\u4eba\u8138\u7684\u79bb\u6563\u8868\u8fbe\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u5927\u7684\u538b\u7f29\u6bd4 (32\u500d)\uff0c\u5373\u5c06\u539f\u6765\u7684\u4eba\u8138\u56fe\u7247\u538b\u7f29\u4e3a\u7684\u79bb\u6563Code\u5e8f\u5217\u3002\u8be5\u8bbe\u8ba1\u4f7f\u5f97\u7801\u672c\u4e2dCode\u5177\u6709\u66f4\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u6709\u52a9\u4e8e\u63d0\u5347\u7f51\u7edc\u8868\u8fbe\u80fd\u529b\u4ee5\u53ca\u9c81\u68d2\u6027\u3002<\/p>\n<p><strong>Stage II\uff1aCodebook Lookup Transformer Learning<\/strong><\/p>\n<p id=\"1ENHMCLU\">\u57fa\u4e8e\u5f97\u5230\u7684\u7801\u672c\u7a7a\u95f4\uff0c\u6211\u4eec\u5728\u539f\u6765Encoder\u540e\u53c8\u5d4c\u5165\u4e00\u4e2aTransformer\u6a21\u5757\u5bf9\u7279\u5f81\u5168\u5c40\u5efa\u6a21\uff0c\u4ee5\u8fbe\u6210\u66f4\u597d\u7684Code\u5e8f\u5217\u9884\u6d4b\u3002\u8be5\u9636\u6bb5\u56fa\u5b9aDecoder\u548cCodebook\uff0c\u53ea\u9700\u5b66\u4e60Transformer\u6a21\u5757\u5e76\u5fae\u8c03Encoder\u3002\u5c06\u539f\u672c\u7684\u590d\u539f\u4efb\u52a1\u8f6c\u53d8\u4e3a\u79bb\u6563Code\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\uff0c\u6539\u53d8\u4e86\u590d\u539f\u4efb\u52a1\u7684\u56fa\u6709\u8303\u5f0f\uff0c\u8fd9\u4e5f\u662f\u672c\u6587\u7684\u4e3b\u8981\u8d21\u732e\u4e4b\u4e00\u3002<\/p>\n<p><strong>Stage III\uff1aControllable Feature Transformation<\/strong><\/p>\n<p id=\"1ENHMCLV\">\u5c3d\u7ba1Stage II\u5df2\u7ecf\u5b9e\u73b0\u975e\u5e38\u597d\u7684\u4eba\u8138\u590d\u539f\uff0c\u6211\u4eec\u8fd8\u5e0c\u671b\u5728\u4eba\u8138\u590d\u539f\u7684\u8d28\u91cf\u548c\u4fdd\u771f\u65b9\u9762\u8fbe\u6210\u66f4\u7075\u6d3b\u7684\u6743\u8861\u3002\u56e0\u6b64\uff0c\u8be5\u9636\u6bb5\u5f15\u5165\u53ef\u63a7\u7279\u5f81\u878d\u5408\u6a21\u5757 (CFT) \u6765\u63a7\u5236Encoder\u7279\u5f81\u548cDecode\u7279\u5f81 \u7684\u878d\u5408\uff0c\u5373\uff1a<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/7073459f8995365c7eedfa7a79f1ca67.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p id=\"1ENHMCM1\">\u4ece\u800c\u8fbe\u5230\uff1a\u5f53\u8c03\u5c0f\uff0c\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u66f4\u9ad8\uff1b\u5f53\u8c03\u5927\uff0c\u6a21\u578b\u8f93\u51fa\u80fd\u4fdd\u6301\u66f4\u597d\u7684\u8eab\u4efd\u4e00\u81f4\u6027\u3002\u5982\u4e0b\u56fe\u793a\u4f8b\uff0c\u968f\u7740 \u53d8\u5927\uff0c\u8f93\u51fa\u4eba\u8138\u8eab\u4efd\u8d8a\u6765\u8d8a\u50cf\u8f93\u5165\u56fe\uff0c\u4e2a\u4eba\u7279\u5f81 (\u5982\u7709\u4e2d\u75d4) \u4e5f\u9010\u6e10\u6062\u590d\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/13bf03ee146e66fd09e7111ba11f90e0.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p><strong>\u56db\u3001<\/strong><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p id=\"1ENHMCM4\">CodeFormer\u5728\u4eba\u8138\u590d\u539f\u3001\u4eba\u8138\u989c\u8272\u589e\u5f3a\u4ee5\u53ca\u4eba\u8138\u8865\u5168\u4e09\u4e2a\u4efb\u52a1\u4e0a\u5747\u8868\u73b0\u51fa\u4e86\u4f18\u52bf\uff0c\u6b64\u5904\u53ea\u5c55\u793a\u8f93\u51fa\u7ed3\u679c\uff0c\u548c\u5176\u4ed6\u65b9\u6cd5\u7684\u5bf9\u6bd4\u548c\u6d88\u878d\u5b9e\u9a8c\u8bf7\u67e5\u770b\u539f\u6587\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/a11ee7e0dda00b077121b8d849702014.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p>\u4eba\u8138\u590d\u539f<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/a5c38bb32ec03c8f3eb4b40ba0e1cfdb.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p>\u4eba\u8138\u989c\u8272\u589e\u5f3a<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/8174c36db5ee7ab1b2cd6a838ea3834e.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p>\u4eba\u8138\u8865\u5168<\/p>\n<p id=\"1ENHMCM8\">CodeFormer\u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8e\u8001\u7167\u7247\/\u8001\u7535\u5f71\u7684\u4eba\u8138\u589e\u5f3a\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8eAI\u751f\u6210\u56fe\u7247\u7684\u4fee\u590d\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/8c37147d9912f015a40e773b81faa08a.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/d6b151f500982b4e103b74e855f4e339.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"\/wp-content\/uploads\/replace\/0f4c00cd573a0349c23130850f025beb.jpeg\" alt=\"NeurIPS 2022 | \u4eba\u8138\u590d\u539f\u65b0\u5229\u5668\uff1aCodeFormer\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728NeurIPS 2022\u4e0a\uff0c\u5357\u6d0b\u7406\u5de5\u5927\u5b66-\u5546\u6c64\u79d1\u6280\u8054\u5408\u7814\u7a76\u4e2d\u5fc3S-Lab\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eVQGAN+Trans [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":317,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[24,25],"class_list":["post-205","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-12","tag-24","tag-25"],"_links":{"self":[{"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/posts\/205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/comments?post=205"}],"version-history":[{"count":0,"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/posts\/205\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/media\/317"}],"wp:attachment":[{"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/media?parent=205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/categories?post=205"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.codeformer.cn\/wp-json\/wp\/v2\/tags?post=205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}