{"id":1071825,"date":"2023-04-06T20:01:00","date_gmt":"2023-04-07T03:01:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1071825"},"modified":"2024-09-25T03:33:29","modified_gmt":"2024-09-25T10:33:29","slug":"nuwa-xl","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/nuwa-xl\/","title":{"rendered":"NUWA\u7cfb\u5217\u518d\u6dfb\u65b0\u6210\u5458\u2014\u2014\u8d85\u957f\u89c6\u9891\u751f\u6210\u6a21\u578bNUWA-XL"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6700\u8fd1\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u51fa\u7684\u5f3a\u5927\u80fd\u529b\u5f15\u53d1\u4e86\u65b0\u4e00\u8f6e\u7684 AIGC \uff08\u4eba\u5de5\u667a\u80fd\u751f\u6210\u5185\u5bb9\uff09\u7814\u7a76\u548c\u5e94\u7528\u70ed\u6f6e\u3002\u4eba\u5de5\u667a\u80fd\u7684\u521b\u4f5c\u80fd\u529b\u8fb9\u754c\u5df2\u7ecf\u4ece\u6587\u5b57\u95ee\u7b54\u3001\u7f16\u7a0b\u9010\u6e10\u6269\u5c55\u5230\u4e86\u7ed8\u753b\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u9886\u57df\u3002\u4f46\u5728\u89c6\u9891\u9886\u57df\uff0c\u5c24\u5176\u662f\u8d85\u957f\u89c6\u9891\u5185\u5bb9\u7684\u751f\u6210\u4e0a\uff0c\u76ee\u524d\u5927\u591a\u6570\u6a21\u578b\u7684\u6548\u679c\u8fd8\u4e0d\u5c3d\u5982\u4eba\u610f\u3002<\/p>\n\n\n\n<p>\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 NUWA \u591a\u6a21\u6001\u751f\u6210\u6a21\u578b\u5bb6\u65cf\u8fce\u6765\u4e86\u65b0\u6210\u5458\u2014\u2014NUWA-XL\uff0c\u5176\u4ee5\u521b\u65b0\u7684 Diffusion over Diffusion \u67b6\u6784\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86\u9ad8\u8d28\u91cf\u8d85\u957f\u89c6\u9891\u7684\u5e76\u884c\u751f\u6210\uff0c\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u9898\u601d\u8def\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8f93\u516516\u53e5\u7b80\u5355\u63cf\u8ff0\u5c31\u80fd\u751f\u6210\u4e00\u6bb5\u957f\u8fbe11\u5206\u949f\u7684\u52a8\u753b\u7247\uff1f<\/p>\n\n\n\n<p>\u6ca1\u9519\uff01\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u7684\u8d85\u957f\u89c6\u9891\u751f\u6210\u6a21\u578b NUWA-XL \u53ef\u4ee5\u6839\u636e\u6587\u5b57\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u52a8\u753b\u4f5c\u54c1\u3002\u8ba9\u6211\u4eec\u5148\u6765\u770b\u4e00\u770b\u8fd9\u6bb5\u7531 NUWA-XL \u751f\u6210\u7684\u52a8\u753b\u7247\u5427\uff01<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.msra.cn\/wp-content\/uploads\/2023\/04\/nuwa-xl.mp4?_=2\">https:\/\/www.msra.cn\/wp-content\/uploads\/2023\/04\/nuwa-xl.mp4<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><video width=\"600\" height=\"0\" preload=\"metadata\" src=\"https:\/\/www.msra.cn\/wp-content\/uploads\/2023\/04\/nuwa-xl.mp4?_=2\"><\/video><\/p>\n\n\n\n<p>\u65e9\u5728\u591a\u5e74\u524d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5c31\u5f00\u59cb\u4e86\u5305\u62ec\u56fe\u50cf\u548c\u89c6\u9891\u5728\u5185\u7684\u89c6\u89c9\u751f\u6210\u65b9\u9762\u7684\u7814\u7a76\uff0c\u5e76\u4e8e2021\u5e74\u63a8\u51fa\u4e86\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b NUWA\u3002NUWA \u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5b9e\u73b0\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u4e4b\u95f4\u7684\u751f\u6210\u3001\u8f6c\u6362\u548c\u7f16\u8f91\uff0c\u4e3a\u89c6\u89c9\u5185\u5bb9\u521b\u4f5c\u63d0\u4f9b\u7075\u611f\u3002\u968f\u540e\u63a8\u51fa\u7684 NUWA \u5347\u7ea7\u7248\u2014\u2014\u65e0\u9650\u89c6\u89c9\u751f\u6210\u6a21\u578b NUWA-Infinity\uff0c\u5219\u53ef\u4ee5\u652f\u6301\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u548c\u77ed\u89c6\u9891\u751f\u6210\u4efb\u52a1\uff0c\u8ba9\u89c6\u89c9\u827a\u672f\u521b\u4f5c\u8d8b\u4e8e\u201c\u65e0\u9650\u6d41\u201d\uff08\u8fd8\u8bb0\u5f97\u90a3\u4e2a\u65e0\u9650\u5ef6\u5c55\u7684 Windows \u684c\u9762\u5417\uff1f\uff09\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u89c6\u9891\u884c\u4e1a\u9700\u6c42\u7684\u589e\u957f\u548c\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8fd1\u4e24\u5e74\u4eba\u5de5\u667a\u80fd\u5728\u89c6\u9891\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u7684\u8fdb\u5c55\uff0c\u7136\u800c\uff0c\u5927\u591a\u6570\u6a21\u578b\u8fd8\u4ec5\u80fd\u591f\u751f\u62103\u52305\u79d2\u5de6\u53f3\u7684\u77ed\u89c6\u9891\u3002\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4eba\u4eec\u6240\u9700\u7684\u89c6\u9891\u901a\u5e38\u8981\u6bd45\u79d2\u957f\u5f97\u591a\uff0c\u4f8b\u5982\uff0c\u4e00\u90e8\u7535\u5f71\u901a\u5e38\u6301\u7eed\u572890\u5206\u949f\u4ee5\u4e0a\uff0c\u4e00\u96c6\u52a8\u753b\u7247\u5f80\u5f80\u4e5f\u8d85\u8fc720\u5206\u949f\uff0c\u5373\u4f7f\u662f\u5e38\u89c1\u7684\u77ed\u89c6\u9891\u65f6\u957f\u4e5f\u591a\u572830\u79d2\u4ee5\u4e0a\u3002\u56e0\u6b64\uff0c\u8d85\u957f\u89c6\u9891\u7684\u5feb\u901f\u751f\u6210\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u6765\u8bf4\u4ecd\u7136\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u201c\u89c6\u9891\u751f\u6210\u4efb\u52a1\u548c\u8bed\u8a00\u3001\u56fe\u50cf\u7684\u751f\u6210\u7c7b\u4f3c\uff0c\u4f46\u56fe\u7247\u662f\u9759\u6b62\u7684\uff0c\u53ea\u5305\u542b\u4e86\u7a7a\u95f4\u4fe1\u606f\uff0c\u800c\u89c6\u9891\u8fd8\u9700\u8981\u8003\u8651\u65f6\u95f4\u7b49\u56e0\u7d20\u3002\u6211\u4eec\u8ba4\u4e3a\u89c6\u9891\u751f\u6210\u6a21\u578b\u662f\u53ef\u4ee5\u5bf9\u6807\u8bed\u8a00\u751f\u6210\u6a21\u578b\u7684\uff0c\u5e76\u4e14\u62e5\u6709\u66f4\u5927\u7684\u5e94\u7528\u6f5c\u529b\u548c\u66f4\u591a\u7684\u5e94\u7528\u573a\u666f\u3002\u6240\u4ee5\u5728\u57fa\u4e8e\u5927\u6a21\u578b\u7684 AIGC \u53d1\u5c55\u521d\u671f\uff0c\u6211\u4eec\u5c31\u5df2\u7ecf\u5c06\u89c6\u89c9\u751f\u6210\u5217\u4e3a\u7814\u7a76\u5bf9\u8c61 (https:\/\/arxiv.org\/abs\/2104.14806)\uff0c\u5e76\u653e\u5728\u4e86\u4e0e\u6587\u672c\u751f\u6210\u540c\u7b49\u91cd\u8981\u7684\u4f4d\u7f6e\u4e0a\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u6bb5\u6960\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\uff0c\u957f\u89c6\u9891\u751f\u6210\u7684\u591a\u6570\u65b9\u6cd5\u662f\u91c7\u7528\u201cAutoregressive over X\u201d\u67b6\u6784\uff0c\u201cX\u201d\u8868\u793a\u4efb\u4f55\u80fd\u591f\u751f\u6210\u77ed\u89c6\u9891\u7247\u6bb5\u7684\u751f\u6210\u6a21\u578b\uff0c\u5305\u62ec Phenaki \u3001TATS \u3001NUWA-Infinity \u4f7f\u7528\u7684\u81ea\u56de\u5f52\u6a21\u578b \uff08Autoregressive Models\uff09\uff0c\u6216\u8005 MCVD\u3001FDM\u3001LVDM \u4f7f\u7528\u7684\u6269\u6563\u6a21\u578b\uff08Diffusion Models\uff09\u3002\u8fd9\u4e9b\u65b9\u6cd5\u7684\u4e3b\u8981\u601d\u60f3\u662f\u5728\u77ed\u89c6\u9891\u7247\u6bb5\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u518d\u901a\u8fc7\u63a8\u7406\uff0c\u50cf\u6ed1\u52a8\u7a97\u53e3\u4e00\u6837\u81ea\u56de\u5f52\u7684\u81ea\u5de6\u5411\u53f3\u751f\u6210\u957f\u89c6\u9891\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u5728\u8bad\u7ec3\u65f6\u53ea\u9700\u8981\u77ed\u89c6\u9891\u6570\u636e\uff0c\u201cAutoregressive over X\u201d\u67b6\u6784\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u964d\u4f4e\u4e86\u5bf9\u957f\u89c6\u9891\u6570\u636e\u7684\u8981\u6c42\uff0c\u4f46\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u4e86\u8fd9\u79cd\u65b9\u6cd5\u5b58\u5728\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u5728\u77ed\u89c6\u9891\u4e0a\u8fdb\u884c\u8bad\u7ec3\u518d\u63a8\u7406\u51fa\u957f\u89c6\u9891\uff0c\u4f1a\u5bfc\u81f4\u5de8\u5927\u7684\u8bad\u7ec3-\u63a8\u7406\u5dee\u8ddd\uff08Train-Inference Gap\uff09\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ea\u77e5\u9053\u6240\u751f\u6210\u957f\u89c6\u9891\u7684\u5f00\u59cb\u548c\u7ed3\u5c3e\u7684\u6545\u4e8b\u4fe1\u606f\uff0c\u89c6\u9891\u4e2d\u95f4\u7684\u60c5\u8282\u5219\u5b8c\u5168\u4f9d\u8d56\u524d\u4e00\u6bb5\u5c0f\u89c6\u9891\u7684\u518d\u63a8\u7406\uff0c\u8fd9\u79cd\u72b6\u6001\u4e0d\u65ad\u53e0\u52a0\u4e4b\u540e\u5c31\u4f1a\u5bfc\u81f4\u4e0d\u771f\u5b9e\u7684\u3001\u626d\u66f2\u7684\u955c\u5934\u53d8\u5316\u3002\u7f3a\u4e4f\u957f\u89c6\u9891\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u8fd8\u4f1a\u8ba9\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u5b58\u5728\u5e27\u4e0e\u5e27\u4e4b\u95f4\u4e0d\u8fde\u8d2f\u4ee5\u53ca\u6545\u4e8b\u60c5\u8282\u65e0\u6cd5\u903b\u8f91\u81ea\u6d3d\u7b49\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u5176\u6b21\uff0c\u7531\u4e8e\u6ed1\u52a8\u7a97\u53e3\u7684\u4f9d\u8d56\u6027\u9650\u5236\uff0c\u6a21\u578b\u53ea\u80fd\u987a\u5e8f\u81ea\u5de6\u5411\u53f3\u751f\u6210\u89c6\u9891\uff0c\u65e0\u6cd5\u5e76\u884c\u63a8\u7406\uff0c\u56e0\u6b64\u9700\u8981\u82b1\u8d39\u66f4\u957f\u7684\u65f6\u95f4\u3002\u4f8b\u5982\uff0cTATS \u9700\u89817.5\u5206\u949f\u624d\u80fd\u751f\u62101024\u5e27\uff0c\u800c Phenaki \u9700\u89814.1\u5206\u949f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5168\u65b0diffusion-over-diffusion\u67b6\u6784-\u4ece\u7c97\u5230\u7ec6-\u7684\u751f\u6210\u8fc7\u7a0b\">\u5168\u65b0Diffusion over Diffusion\u67b6\u6784\uff0c\u201c\u4ece\u7c97\u5230\u7ec6\u201d\u7684\u751f\u6210\u8fc7\u7a0b<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86 NUWA-XL\uff08eXtremely Long\uff09\uff0c\u5b83\u91c7\u7528 Diffusion over Diffusion \u67b6\u6784\uff0c\u901a\u8fc7\u201c\u4ece\u7c97\u5230\u7ec6\u201d\u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u4ee5\u76f8\u540c\u7684\u7c92\u5ea6\u5e76\u884c\u751f\u6210\u89c6\u9891\uff0c\u5e76\u5e94\u7528\u5168\u5c40\u6269\u6563\u6a21\u578b\uff08Global Diffusion\uff09\u6765\u751f\u6210\u6574\u4e2a\u65f6\u95f4\u8303\u56f4\u5185\u7684\u5173\u952e\u5e27\uff0c\u7136\u540e\u901a\u8fc7\u5c40\u90e8\u6269\u6563\u6a21\u578b\uff08Local Diffusion\uff09\u9012\u5f52\u5730\u586b\u5145\u9644\u8fd1\u5e27\u4e4b\u95f4\u7684\u5185\u5bb9\uff0c\u65e2\u63d0\u5347\u4e86\u751f\u6210\u6548\u7387\uff0c\u4e5f\u786e\u4fdd\u4e86\u89c6\u9891\u7684\u8d28\u91cf\u548c\u8fde\u7eed\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"363\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-1.gif\" alt=\"\u56fe1\uff1aNUWA-XL \u957f\u89c6\u9891\u751f\u6210\u6d41\u7a0b\u52a8\u6001\u6f14\u793a\" class=\"wp-image-1072095\"\/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aNUWA-XL \u957f\u89c6\u9891\u751f\u6210\u6d41\u7a0b\u52a8\u6001\u6f14\u793a<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44716\"><\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u5982\u56fe2\u6240\u793a\uff0cNUWA-XL \u4e2d\u7684\u5168\u5c40\u6269\u6563\u6a21\u578b\u9996\u5148\u4f1a\u57fa\u4e8e L \u4e2a\u6587\u672c\u63d0\u793a\u751f\u6210 L \u4e2a\u89c6\u9891\u5173\u952e\u5e27\uff0c\u5f62\u6210\u89c6\u9891\u7684\u201c\u7c97\u7565\u201d\u6545\u4e8b\u60c5\u8282\u3002\u7136\u540e\u5c06\u7b2c\u4e00\u4e2a\u5c40\u90e8\u6269\u6563\u6a21\u578b\u5e94\u7528\u4e8e L \u4e2a\u63d0\u793a\u548c\u76f8\u90bb\u7684\u5173\u952e\u5e27\uff0c\u5c06\u5176\u89c6\u4e3a\u7b2c\u4e00\u5e27\u548c\u6700\u540e\u4e00\u5e27\uff0c\u4ee5\u5b8c\u6210\u4e2d\u95f4\u7684 L\u22122 \u5e27\uff0c\u4ece\u800c\u603b\u5171\u4ea7\u751f L+\uff08L\u22121\uff09\u00d7\uff08L\u22122\uff09\u2248L^2 \u4e2a\u201c\u7cbe\u7ec6\u201d\u5e27\u3002\u901a\u8fc7\u8fed\u4ee3\u5e94\u7528\u5c40\u90e8\u6269\u6563\u6765\u751f\u6210\u4e2d\u95f4\u5e27\uff0c\u89c6\u9891\u7684\u957f\u5ea6\u5c06\u4ee5\u6307\u6570\u7ea7\u589e\u52a0\uff0c\u8fdb\u800c\u751f\u6210\u975e\u5e38\u957f\u7684\u89c6\u9891\u3002\u4f8b\u5982\uff0c\u5177\u6709 m \u6df1\u5ea6\u548c L \u5c40\u90e8\u6269\u6563\u957f\u5ea6\u7684 NUWA-XL \u80fd\u591f\u751f\u6210\u5177\u6709 O\uff08L^m\uff09 \u5927\u5c0f\u7684\u957f\u89c6\u9891\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"785\" height=\"375\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-2.png\" alt=\"\u56fe2\uff1a\u201c\u7c97\u7565\u5230\u7cbe\u7ec6\u201d\u2014\u2014NUWA-XL \u8d85\u957f\u89c6\u9891\u751f\u6210\u6982\u8ff0\" class=\"wp-image-1072089\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-2.png 785w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-2-300x143.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-2-768x367.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-2-240x115.png 240w\" sizes=\"auto, (max-width: 785px) 100vw, 785px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u201c\u7c97\u7565\u5230\u7cbe\u7ec6\u201d\u2014\u2014NUWA-XL \u8d85\u957f\u89c6\u9891\u751f\u6210\u6982\u8ff0<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44717\"><\/p>\n\n\n\n<p>NUWA-XL \u201c\u4ece\u7c97\u5230\u7ec6\u201d\u7684\u751f\u6210\u65b9\u6cd5\u5177\u6709\u4e09\u4e2a\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5206\u5c42\u7ed3\u6784\u4f7f\u6a21\u578b\u80fd\u591f\u76f4\u63a5\u5728\u957f\u89c6\u9891\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002NUWA-XL \u4f1a\u5148\u751f\u6210\u7c7b\u4f3c\u4e8e\u8fde\u73af\u753b\u7684\u5173\u952e\u5e27\uff0c\u65e2\u52a0\u5f3a\u4e86\u573a\u666f\u5207\u6362\u53c8\u4fdd\u8bc1\u5168\u5c40\u5185\u5bb9\u7684\u7edf\u4e00\uff0c\u518d\u5728\u5173\u952e\u5e27\u4e4b\u95f4\u751f\u6210\u66f4\u591a\u5e27\u753b\u9762\u3002\u540c\u65f6\uff0c\u6a21\u578b\u4ece L \u5230 L^m \u7684\u6bcf\u4e00\u5c42\u5173\u952e\u5e27\u8fd8\u652f\u6301\u6587\u5b57\u63d0\u793a\u751f\u6210\u5173\u952e\u5e27\uff0c\u6781\u5927\u5730\u786e\u4fdd\u4e86\u89c6\u9891\u60c5\u8282\u7684\u8fde\u7eed\u6027\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u5305\u542b\u591a\u4e2a\u5c40\u90e8\u6269\u6563\u6a21\u578b\uff0c\u81ea\u7136\u652f\u6301\u5e76\u884c\u63a8\u7406\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u751f\u6210\u957f\u89c6\u9891\u65f6\u7684\u63a8\u7406\u901f\u5ea6\u3002\u4f8b\u5982\u5728\u76f8\u540c\u7684\u786c\u4ef6\u8bbe\u7f6e\u4e0b\uff0c\u5f53\u751f\u62101024\u5e27\u65f6\uff0cNUWA-XL \u4f7f\u5e73\u5747\u63a8\u7406\u65f6\u95f4\u4ece7.55\u5206\u949f\u51cf\u5c11\u523026\u79d2\uff0c\u901f\u5ea6\u63d0\u5347\u4e8694.26%\u3002<\/li>\n\n\n\n<li>\u7531\u4e8e\u89c6\u9891\u7684\u957f\u5ea6\u53ef\u4ee5\u76f8\u5bf9\u4e8e\u6df1\u5ea6 m \u5448\u6307\u6570\u7ea7\u6269\u5c55\uff0c\u56e0\u6b64\u6a21\u578b\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u6269\u5c55\u51fa\u66f4\u957f\u7684\u89c6\u9891\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u957f\u89c6\u9891\u751f\u6210\u7684\u65f6\u95f4-\u8d28\u91cf\u548c\u8fde\u7eed\u6027\u5747\u83b7\u5f97\u6700\u4f18\u6027\u80fd\">\u957f\u89c6\u9891\u751f\u6210\u7684\u65f6\u95f4\u3001\u8d28\u91cf\u548c\u8fde\u7eed\u6027\u5747\u83b7\u5f97\u6700\u4f18\u6027\u80fd<\/h2>\n\n\n\n<p>\u9664\u4e86\u751f\u6210\u65f6\u95f4\u7684\u5927\u5e45\u7f29\u77ed\u5916\uff0cNUWA-XL \u5728 Avg FID \u548c Block FVD\uff08B-FVD\uff09\u4e24\u4e2a\u6307\u6807\u4e0a\u4e5f\u4f18\u4e8e\u5176\u5b83\u6a21\u578b\u3002Avg FID \u8d77\u59cb\u8ddd\u79bb\uff08FID\uff09\u662f\u4e00\u79cd\u8bc4\u4f30\u56fe\u50cf\u751f\u6210\u7684\u5ea6\u91cf\uff0c\u7528\u4e8e\u8ba1\u7b97\u751f\u6210\u5e27\u7684\u5e73\u5747\u8d28\u91cf\uff0c\u6570\u503c\u8d8a\u4f4e\u8d8a\u597d\u3002B-FVD \u89c6\u9891\u8ddd\u79bb\uff08FVD\uff09\u5219\u88ab\u5e7f\u6cdb\u7528\u4e8e\u8bc4\u4f30\u751f\u6210\u89c6\u9891\u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u5982\u88681\u6240\u793a\uff0c\u5bf9\u4e8e \u201cX over AR\u201d \u67b6\u6784\uff0c\u7531\u4e8e\u8bef\u5dee\u7d2f\u79ef\uff0c\u751f\u6210\u5e27\u7684 Avg FID \u968f\u7740\u89c6\u9891\u957f\u5ea6\u7684\u589e\u52a0\u800c\u4e0b\u964d\uff0c\u4f8b\u5982 Phenaki\uff0c\u751f\u621016\u5e27\u7684\u6570\u503c\u662f40.14\uff0c\u751f\u62101024\u5e27\u65f6\u662f48.56\u3002\u4e0e\u4e4b\u76f8\u6bd4\uff0cNUWA-XL \u4e0d\u662f\u6309\u987a\u5e8f\u751f\u6210\u5e27\uff0c\u6240\u4ee5\u8d28\u91cf\u4e0d\u4f1a\u968f\u7740\u89c6\u9891\u957f\u5ea6\u7684\u589e\u957f\u800c\u4e0b\u964d\uff0cAvg FID \u59cb\u7ec8\u4fdd\u6301\u572835\u5de6\u53f3\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u4e0e\u4ec5\u5728\u77ed\u89c6\u9891\u4e0a\u8bad\u7ec3\u7684 \u201cAR over X\u201d \u76f8\u6bd4\uff0cNUWA-XL \u80fd\u591f\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u957f\u89c6\u9891\uff0c\u800c\u4e14\u968f\u7740\u89c6\u9891\u957f\u5ea6\u7684\u589e\u957f\uff0cNUWA-XL \u7684\u751f\u6210\u7247\u6bb5\uff08B-FVD-16\uff09\u8d28\u91cf\u4e0b\u964d\u5f97\u66f4\u6162\uff0c\u56e0\u4e3a NUWA-XL \u5df2\u7ecf\u5b66\u4e60\u4e86\u957f\u89c6\u9891\u7684\u6a21\u5f0f\u3002\u6b64\u5916\uff0c\u53ef\u5e76\u884c\u6267\u884c\u8fd9\u4e00\u7279\u6027\u4f7f\u5f97 NUWA-XL \u5728\u751f\u6210256\u5e27\u65f6\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u9ad8\u4e8685.09%\uff1b\u751f\u62101024\u5e27\u65f6\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u9ad8\u4e8694.26%\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"429\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-1024x429.png\" alt=\"\u88681\uff1aNUWA-XL \u957f\u89c6\u9891\u751f\u6210\u4e0e\u6700\u5148\u8fdb\u6a21\u578b\u7684\u5b9a\u91cf\u6bd4\u8f83\uff08\u5176\u4e2d Avg FID \u6570\u503c\u8d8a\u5c0f\u4ee3\u8868\u6027\u80fd\u8d8a\u597d\uff09\" class=\"wp-image-1072092\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-1024x429.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-300x126.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-768x321.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-1536x643.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-2048x857.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/nuwa-xl-3-240x100.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aNUWA-XL \u957f\u89c6\u9891\u751f\u6210\u4e0e\u6700\u5148\u8fdb\u6a21\u578b\u7684\u5b9a\u91cf\u6bd4\u8f83\uff08\u5176\u4e2d Avg FID \u6570\u503c\u8d8a\u5c0f\u4ee3\u8868\u6027\u80fd\u8d8a\u597d\uff09<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44718\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"nuwa-xl\u4e3a\u4eba\u5de5\u667a\u80fd\u89c6\u9891\u751f\u6210\u63d0\u4f9b\u65b0\u601d\u8def\">NUWA-XL\u4e3a\u4eba\u5de5\u667a\u80fd\u89c6\u9891\u751f\u6210\u63d0\u4f9b\u65b0\u601d\u8def<\/h2>\n\n\n\n<p>\u201c\u5728\u957f\u89c6\u9891\u751f\u6210\u7684\u7814\u7a76\u8fc7\u7a0b\u4e0a\uff0c\u6211\u4eec\u4e5f\u54a8\u8be2\u4e86\u4e13\u4e1a\u7684\u52a8\u753b\u5236\u4f5c\u4eba\u5458\uff0c\u4e86\u89e3\u4e86\u771f\u6b63\u7684\u52a8\u753b\u5236\u4f5c\u6d41\u7a0b\uff0c\u5373\u5148\u753b\u51fa\u6545\u4e8b\u4e2d\u7684\u51e0\u4e2a\u5173\u952e\u753b\u9762\uff08\u5373\u5173\u952e\u5e27\uff09\uff0c\u518d\u5728\u5173\u952e\u5e27\u4e4b\u95f4\u4e0d\u65ad\u6dfb\u52a0\u66f4\u591a\u7684\u753b\u9762\uff0c\u6765\u4e30\u5bcc\u6545\u4e8b\u60c5\u8282\u786e\u4fdd\u8fde\u7eed\u6027\u3002\u6b63\u662f\u53d7\u5230\u771f\u5b9e\u52a8\u753b\u521b\u4f5c\u6d41\u7a0b\u7684\u542f\u53d1\uff0c\u6211\u4eec\u5728 NUWA-XL \u5de5\u4f5c\u4e2d\u91c7\u53d6\u4e86 Diffusion over Diffusion \u8fd9\u6837\u4e00\u79cd\u7531\u7c97\u5230\u7ec6\u7684\u8bbe\u8ba1\u3002\u76f8\u8f83\u4f20\u7edf\u4ece\u5de6\u81f3\u53f3\u7684\u751f\u6210\u65b9\u6cd5\uff0cNUWA-XL \u7531\u7c97\u5230\u7ec6\u7684\u751f\u6210\u65b9\u6cd5\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86\u4eba\u5de5\u667a\u80fd\u751f\u6210\u957f\u89c6\u9891\u7684\u65b9\u5f0f\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u5434\u6668\u98de\u8bf4\u3002<\/p>\n\n\n\n<p>NUWA-XL \u4ee5\u52a8\u753b\u7247\u4e3a\u4f8b\u9a8c\u8bc1\u4e86 Diffusion over Diffusion \u67b6\u6784\u7684\u6709\u6548\u6027\uff0c\u4e3a\u8d85\u957f\u89c6\u9891\u7684\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7814\u7a76\u6253\u5f00\u4e86\u65b0\u7684\u601d\u8def\u3002\u672a\u6765\uff0c\u901a\u8fc7\u5728\u7535\u5f71\u3001\u7535\u89c6\u7b49\u66f4\u591a\u7684\u89c6\u9891\u6570\u636e\u4e0a\u7684\u8bad\u7ec3\uff0c\u4ee5\u53ca\u66f4\u5f3a\u5927\u7684\u7b97\u529b\uff0cNUWA-XL \u6216\u5c06\u8fdb\u4e00\u6b65\u5e2e\u52a9\u52a8\u753b\u3001\u7535\u5f71\u3001\u7535\u89c6\u3001\u5e7f\u544a\u7b49\u89c6\u89c9\u5236\u4f5c\u9886\u57df\u63d0\u9ad8\u751f\u4ea7\u529b\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u6bb5\u6960\u8ba4\u4e3a\uff0c\u201c\u73b0\u5728\u7684\u5927\u6a21\u578b\u8fd8\u505c\u7559\u5728\u6587\u5b57\u751f\u6210\u9636\u6bb5\uff0c\u5c3d\u7ba1 GPT-4 \u5728\u7406\u89e3\u7aef\u52a0\u5165\u4e86\u89c6\u89c9\u4fe1\u606f\uff0c\u4f46\u4e5f\u4ec5\u9650\u4e8e\u56fe\u7247\uff0c\u8f93\u51fa\u7aef\u8fd8\u662f\u6587\u5b57\u6216\u4ee3\u7801\u3002\u56e0\u6b64\uff0c\u5f53\u524d\u53ca\u672a\u6765\u7684\u7814\u7a76\u8def\u7ebf\u975e\u5e38\u6e05\u6670\uff0c\u5c31\u662f\u5c06\u8bed\u8a00\u4e0e\u89c6\u89c9\u7684\u7406\u89e3\u548c\u751f\u6210\u878d\u5165\u5230\u4e00\u4e2a\u57fa\u7840\u5927\u6a21\u578b\u4e2d\uff0c\u5728\u8f93\u51fa\u7aef\u52a0\u5f3a\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7684\u751f\u6210\u3002\u6211\u4eec\u5e0c\u671b\u672a\u6765\u53ef\u4ee5\u7528\u4e00\u5957\u67b6\u6784\u6765\u878d\u5408\u652f\u6301\u8bed\u8a00\u3001\u89c6\u89c9\u7684\u751f\u6210\u7b97\u6cd5\uff0c\u8ba9\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u66f4\u52a0\u901a\u7528\u3002\u201d<\/p>\n\n\n\n<p>\u76f8\u5173\u94fe\u63a5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/msra-nuwa-dev.azurewebsites.net\/#\/\">NUWA-XL\u9879\u76ee\u9875\u9762<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2303.12346\">\u8bba\u6587\u94fe\u63a5<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6700\u8fd1\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u51fa\u7684\u5f3a\u5927\u80fd\u529b\u5f15\u53d1\u4e86\u65b0\u4e00\u8f6e\u7684 AIGC \uff08\u4eba\u5de5\u667a\u80fd\u751f\u6210\u5185\u5bb9\uff09\u7814\u7a76\u548c\u5e94\u7528\u70ed\u6f6e\u3002\u4eba\u5de5\u667a\u80fd\u7684\u521b\u4f5c\u80fd\u529b\u8fb9\u754c\u5df2\u7ecf\u4ece\u6587\u5b57\u95ee\u7b54\u3001\u7f16\u7a0b\u9010\u6e10\u6269\u5c55\u5230\u4e86\u7ed8\u753b\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u9886\u57df\u3002\u4f46\u5728\u89c6\u9891\u9886\u57df\uff0c\u5c24\u5176\u662f\u8d85\u957f\u89c6\u9891\u5185\u5bb9\u7684\u751f\u6210\u4e0a\uff0c\u76ee\u524d\u5927\u591a\u6570\u6a21\u578b\u7684\u6548\u679c\u8fd8\u4e0d\u5c3d\u5982\u4eba\u610f\u3002 \u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 NUWA \u591a\u6a21\u6001\u751f\u6210\u6a21\u578b\u5bb6\u65cf\u8fce\u6765\u4e86\u65b0\u6210\u5458\u2014\u2014NUWA-XL\uff0c\u5176\u4ee5\u521b\u65b0\u7684 Diffusion over Diffusion \u67b6\u6784\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86\u9ad8\u8d28\u91cf\u8d85\u957f\u89c6\u9891\u7684\u5e76\u884c\u751f\u6210\uff0c\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u9898\u601d\u8def\u3002 \u8f93\u516516\u53e5\u7b80\u5355\u63cf\u8ff0\u5c31\u80fd\u751f\u6210\u4e00\u6bb5\u957f\u8fbe11\u5206\u949f\u7684\u52a8\u753b\u7247\uff1f \u6ca1\u9519\uff01\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u7684\u8d85\u957f\u89c6\u9891\u751f\u6210\u6a21\u578b NUWA-XL \u53ef\u4ee5\u6839\u636e\u6587\u5b57\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u52a8\u753b\u4f5c\u54c1\u3002\u8ba9\u6211\u4eec\u5148\u6765\u770b\u4e00\u770b\u8fd9\u6bb5\u7531 NUWA-XL \u751f\u6210\u7684\u52a8\u753b\u7247\u5427\uff01 https:\/\/www.msra.cn\/wp-content\/uploads\/2023\/04\/nuwa-xl.mp4 (opens in new tab) \u65e9\u5728\u591a\u5e74\u524d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5c31\u5f00\u59cb\u4e86\u5305\u62ec\u56fe\u50cf\u548c\u89c6\u9891\u5728\u5185\u7684\u89c6\u89c9\u751f\u6210\u65b9\u9762\u7684\u7814\u7a76\uff0c\u5e76\u4e8e2021\u5e74\u63a8\u51fa\u4e86\u591a\u6a21\u6001\u751f\u6210\u6a21\u578b NUWA\u3002NUWA \u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5b9e\u73b0\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u4e4b\u95f4\u7684\u751f\u6210\u3001\u8f6c\u6362\u548c\u7f16\u8f91\uff0c\u4e3a\u89c6\u89c9\u5185\u5bb9\u521b\u4f5c\u63d0\u4f9b\u7075\u611f\u3002\u968f\u540e\u63a8\u51fa\u7684 NUWA \u5347\u7ea7\u7248\u2014\u2014\u65e0\u9650\u89c6\u89c9\u751f\u6210\u6a21\u578b NUWA-Infinity\uff0c\u5219\u53ef\u4ee5\u652f\u6301\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u548c\u77ed\u89c6\u9891\u751f\u6210\u4efb\u52a1\uff0c\u8ba9\u89c6\u89c9\u827a\u672f\u521b\u4f5c\u8d8b\u4e8e\u201c\u65e0\u9650\u6d41\u201d\uff08\u8fd8\u8bb0\u5f97\u90a3\u4e2a\u65e0\u9650\u5ef6\u5c55\u7684 Windows \u684c\u9762\u5417\uff1f\uff09\u3002 \u968f\u7740\u89c6\u9891\u884c\u4e1a\u9700\u6c42\u7684\u589e\u957f\u548c\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8fd1\u4e24\u5e74\u4eba\u5de5\u667a\u80fd\u5728\u89c6\u9891\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u7684\u8fdb\u5c55\uff0c\u7136\u800c\uff0c\u5927\u591a\u6570\u6a21\u578b\u8fd8\u4ec5\u80fd\u591f\u751f\u62103\u52305\u79d2\u5de6\u53f3\u7684\u77ed\u89c6\u9891\u3002\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4eba\u4eec\u6240\u9700\u7684\u89c6\u9891\u901a\u5e38\u8981\u6bd45\u79d2\u957f\u5f97\u591a\uff0c\u4f8b\u5982\uff0c\u4e00\u90e8\u7535\u5f71\u901a\u5e38\u6301\u7eed\u572890\u5206\u949f\u4ee5\u4e0a\uff0c\u4e00\u96c6\u52a8\u753b\u7247\u5f80\u5f80\u4e5f\u8d85\u8fc720\u5206\u949f\uff0c\u5373\u4f7f\u662f\u5e38\u89c1\u7684\u77ed\u89c6\u9891\u65f6\u957f\u4e5f\u591a\u572830\u79d2\u4ee5\u4e0a\u3002\u56e0\u6b64\uff0c\u8d85\u957f\u89c6\u9891\u7684\u5feb\u901f\u751f\u6210\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u6765\u8bf4\u4ecd\u7136\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002 \u201c\u89c6\u9891\u751f\u6210\u4efb\u52a1\u548c\u8bed\u8a00\u3001\u56fe\u50cf\u7684\u751f\u6210\u7c7b\u4f3c\uff0c\u4f46\u56fe\u7247\u662f\u9759\u6b62\u7684\uff0c\u53ea\u5305\u542b\u4e86\u7a7a\u95f4\u4fe1\u606f\uff0c\u800c\u89c6\u9891\u8fd8\u9700\u8981\u8003\u8651\u65f6\u95f4\u7b49\u56e0\u7d20\u3002\u6211\u4eec\u8ba4\u4e3a\u89c6\u9891\u751f\u6210\u6a21\u578b\u662f\u53ef\u4ee5\u5bf9\u6807\u8bed\u8a00\u751f\u6210\u6a21\u578b\u7684\uff0c\u5e76\u4e14\u62e5\u6709\u66f4\u5927\u7684\u5e94\u7528\u6f5c\u529b\u548c\u66f4\u591a\u7684\u5e94\u7528\u573a\u666f\u3002\u6240\u4ee5\u5728\u57fa\u4e8e\u5927\u6a21\u578b\u7684 AIGC \u53d1\u5c55\u521d\u671f\uff0c\u6211\u4eec\u5c31\u5df2\u7ecf\u5c06\u89c6\u89c9\u751f\u6210\u5217\u4e3a\u7814\u7a76\u5bf9\u8c61 (https:\/\/arxiv.org\/abs\/2104.14806)\uff0c\u5e76\u653e\u5728\u4e86\u4e0e\u6587\u672c\u751f\u6210\u540c\u7b49\u91cd\u8981\u7684\u4f4d\u7f6e\u4e0a\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u6bb5\u6960\u8868\u793a\u3002 \u5f53\u524d\uff0c\u957f\u89c6\u9891\u751f\u6210\u7684\u591a\u6570\u65b9\u6cd5\u662f\u91c7\u7528\u201cAutoregressive over X\u201d\u67b6\u6784\uff0c\u201cX\u201d\u8868\u793a\u4efb\u4f55\u80fd\u591f\u751f\u6210\u77ed\u89c6\u9891\u7247\u6bb5\u7684\u751f\u6210\u6a21\u578b\uff0c\u5305\u62ec Phenaki \u3001TATS \u3001NUWA-Infinity \u4f7f\u7528\u7684\u81ea\u56de\u5f52\u6a21\u578b \uff08Autoregressive Models\uff09\uff0c\u6216\u8005 MCVD\u3001FDM\u3001LVDM \u4f7f\u7528\u7684\u6269\u6563\u6a21\u578b\uff08Diffusion 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[&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1071900,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1071825","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1071825","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":3,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1071825\/revisions"}],"predecessor-version":[{"id":1072098,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1071825\/revisions\/1072098"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/media\/1071900"}],"wp:attachment":[{"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1071825"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1071825"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1071825"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1071825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}