{"id":9927,"date":"2022-11-02T22:39:00","date_gmt":"2022-11-02T14:39:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=9927"},"modified":"2022-11-07T19:56:37","modified_gmt":"2022-11-07T11:56:37","slug":"stable-diffusioncvpr-22-oral","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/11\/02\/stable-diffusioncvpr-22-oral\/","title":{"rendered":"\u56fe\u50cf\u751f\u6210\u6a21\u578b Stable Diffusion|CVPR &#8217;22 Oral"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"860\" height=\"400\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-3.png\" alt=\"\" class=\"wp-image-9929\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-3.png 860w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-3-300x140.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-3-768x357.png 768w\" sizes=\"(max-width: 860px) 100vw, 860px\" \/><\/figure>\n\n\n\n<p class=\"has-bright-blue-background-color has-background\"><strong>\u9879\u76ee\u5730\u5740\uff1a<a href=\"https:\/\/ommer-lab.com\/research\/latent-diffusion-models\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/ommer-lab.com\/research\/latent-diffusion-models\/<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u8bd5\u73a9\uff1a <a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/spaces\/stabilityai\/stable-diffusion\" target=\"_blank\">https:\/\/huggingface.co\/spaces\/stability<\/a><\/strong><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/spaces\/stabilityai\/stable-diffusion\" target=\"_blank\"><strong>ai\/stable-diffusion<\/strong><\/a><\/p>\n\n\n\n<p class=\"has-text-align-center has-large-font-size\"><strong>High-Resolution Image Synthesis with Latent Diffusion Models<\/strong><\/p>\n\n\n\n<p>      Stable Diffusion \u662f\u4e00\u4e2a\u201c\u6587\u672c\u5230\u56fe\u50cf\u201d\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002\u8fd1\u65e5\uff0cStable AI \u516c\u53f8\u5411\u516c\u4f17\u5f00\u653e\u4e86\u5b83\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u6743\u91cd\u3002\u5f53\u8f93\u5165\u4e00\u4e2a\u6587\u5b57\u63cf\u8ff0\u65f6\uff0cStable Diffusion \u53ef\u4ee5\u751f\u6210 512\u00d7512 \u50cf\u7d20\u7684\u56fe\u50cf\uff0c\u8fd9\u4e9b\u56fe\u50cf\u5982\u76f8\u7247\u822c\u771f\u5b9e\uff0c\u53cd\u6620\u4e86\u6587\u5b57\u63cf\u8ff0\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u9879\u76ee\u5148\u662f\u7ecf\u5386\u4e86\u65e9\u671f\u7684\u4ee3\u7801\u53d1\u5e03\uff0c\u800c\u540e\u53c8\u5411\u7814\u7a76\u754c\u6709\u9650\u5236\u5730\u53d1\u5e03\u4e86\u6a21\u578b\u6743\u91cd\uff0c\u73b0\u5728\u6a21\u578b\u6743\u91cd\u5df2\u7ecf\u5411\u516c\u4f17\u5f00\u653e\u3002\u5bf9\u4e8e\u6700\u65b0\u7248\u672c\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u5728\u4e3a\u666e\u901a\u6d88\u8d39\u8005\u8bbe\u8ba1\u7684\u786c\u4ef6\u4e0a\u4e0b\u8f7d\u548c\u4f7f\u7528 Stable Diffusion\u3002\u8be5\u6a21\u578b\u4e0d\u4ec5\u652f\u6301\u6587\u672c\u5230\u56fe\u50cf\u7684\u751f\u6210\uff0c\u800c\u4e14\u8fd8\u652f\u6301\u56fe\u50cf\u5230\u56fe\u50cf\u7684\u98ce\u683c\u8f6c\u6362\u548c\u653e\u5927\u3002\u4e0e\u4e4b\u4e00\u540c\u53d1\u5e03\u7684\u8fd8\u6709 DreamStudio \u6d4b\u8bd5\u7248\uff0c\u8fd9\u662f\u4e00\u4e2a\u7528\u4e8e\u8be5\u6a21\u578b\u7684 API \u548c Web \u7528\u6237\u754c\u9762\u3002<\/p>\n\n\n\n<p>Stable AI \u516c\u53f8\u8868\u793a\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u201cStable Diffusion \u662f\u4e00\u4e2a\u6587\u672c\u5230\u56fe\u50cf\u7684\u6a21\u578b\uff0c\u5b83\u5c06\u4f7f\u6570\u5341\u4ebf\u4eba\u5728\u51e0\u79d2\u949f\u5185\u521b\u9020\u51fa\u4ee4\u4eba\u60ca\u53f9\u7684\u827a\u672f\u3002\u5b83\u5728\u901f\u5ea6\u548c\u8d28\u91cf\u4e0a\u7684\u7a81\u7834\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u5728\u6d88\u8d39\u8005\u7ea7\u7684 GPU \u4e0a\u8fd0\u884c\u3002\u8fd9\u5c06\u5141\u8bb8\u7814\u7a76\u4eba\u5458\u548c\u516c\u4f17\u5728\u4e00\u7cfb\u5217\u6761\u4ef6\u4e0b\u8fd0\u884c\u5b83\uff0c\u5e76\u4f7f\u56fe\u50cf\u751f\u6210\u666e\u53ca\u5316\u3002\u6211\u4eec\u671f\u5f85\u7740\u6709\u56f4\u7ed5\u8fd9\u4e2a\u6a21\u578b\u548c\u5176\u4ed6\u6a21\u578b\u7684\u5f00\u653e\u751f\u6001\u7cfb\u7edf\u51fa\u73b0\uff0c\u4ee5\u771f\u6b63\u63a2\u7d22\u6f5c\u4f0f\u7a7a\u95f4\u7684\u8fb9\u754c\u3002\u201d<\/p><\/blockquote>\n\n\n\n<p>        Latent Diffusion \u6a21\u578b\uff08LDM\uff09\u662f Stable Diffusion \u6a21\u578b\u5efa\u7acb\u7684\u4e00\u79cd\u56fe\u50cf\u751f\u6210\u65b9\u6cd5\u3002LDM \u901a\u8fc7\u5728<em>\u6f5c\u4f0f\u8868\u793a\u7a7a\u95f4(latent representation space)<\/em>\u4e2d\u8fed\u4ee3\u201c\u53bb\u566a\u201d\u8f93\u5165\u6765\u521b\u5efa\u56fe\u50cf\uff0c\u7136\u540e\u5c06\u8868\u793a\u89e3\u7801\u4e3a\u5b8c\u6574\u7684\u56fe\u50cf\uff0c\u8fd9\u4e0e\u5176\u4ed6\u8457\u540d\u7684\u56fe\u50cf\u5408\u6210\u6280\u672f\uff0c\u5982\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u548c DALL-E \u91c7\u7528\u7684\u81ea\u52a8\u56de\u5f52\u65b9\u6cd5\u4e0d\u540c\u3002\u6700\u8fd1\u7684 IEEE\/CVF \u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u6a21\u5f0f\u8bc6\u522b\u4f1a\u8bae\uff08CVPR\uff09\u4e0a\u6709\u4e00\u7bc7\u5173\u4e8e LDM \u7684\u8bba\u6587\uff0c\u5b83\u662f\u7531\u6155\u5c3c\u9ed1\u8def\u5fb7\u7ef4\u5e0c-\u9a6c\u514b\u897f\u7c73\u5229\u5b89\u5927\u5b66\u7684\u673a\u5668\u89c6\u89c9\u548c\u5b66\u4e60\u7814\u7a76\u5c0f\u7ec4\u521b\u5efa\u7684\u3002\u4eca\u5e74\u65e9\u4e9b\u65f6\u5019\uff0cInfoQ \u4e5f\u62a5\u9053\u7684\u53e6\u4e00\u4e2a\u57fa\u4e8e\u6269\u6563\u7684\u56fe\u7247\u751f\u6210 AI \u662f\u8c37\u6b4c\u7684 Imagen \u6a21\u578b\u3002<\/p>\n\n\n\n<p>      Stable Diffusion \u53ef\u4ee5\u652f\u6301\u4f17\u591a\u7684\u64cd\u4f5c\u3002\u4e0e DALL-E \u7c7b\u4f3c\uff0c\u5b83\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\uff0c\u5e76\u4f7f\u5176\u5b8c\u5168\u7b26\u5408\u6240\u9700\u56fe\u50cf\u7684\u6587\u5b57\u63cf\u8ff0\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e2a\u76f4\u89c2\u7684\u8349\u56fe\u548c\u6240\u9700\u56fe\u50cf\u7684\u6587\u5b57\u63cf\u8ff0\uff0c\u4ece\u800c\u521b\u5efa\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u771f\u5b9e\u7684\u56fe\u50cf\u3002\u7c7b\u4f3c\u7684\u201c\u56fe\u50cf\u5230\u56fe\u50cf\u201d\u7684\u80fd\u529b\u53ef\u4ee5\u5728 Meta AI \u7684 Make-A-Scene \u6a21\u578b\u4e2d\u627e\u5230\uff0c\u8be5\u6a21\u578b\u521a\u53d1\u5e03\u4e0d\u4e45\u3002<\/p>\n\n\n\n<p>       \u4e00\u4e9b\u4eba\u516c\u5f00\u5206\u4eab\u4e86 Stable Diffusion \u521b\u5efa\u7684\u7167\u7247\u7684\u4f8b\u5b50\uff0cStable AI \u7684\u9996\u5e2d\u5f00\u53d1\u4eba\u5458 Katherine Crowson \u4e5f\u5728 Twitter \u4e0a\u5206\u4eab\u4e86\u8bb8\u591a\u7167\u7247\u3002\u6beb\u65e0\u7591\u95ee\uff0c\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u56fe\u7247\u5408\u6210\u6280\u672f\u5c06\u5bf9\u827a\u672f\u5bb6\u548c\u827a\u672f\u754c\u4ea7\u751f\u5f71\u54cd\uff0c\u8fd9\u4ee4\u4e00\u4e9b\u89c2\u5bdf\u5bb6\u611f\u5230\u62c5\u5fe7\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728 Stable Diffusion \u53d1\u5e03\u7684\u540c\u4e00\u5468\uff0c\u4e00\u5e45\u7531\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u4f5c\u54c1\u5728\u79d1\u7f57\u62c9\u591a\u5dde\u535a\u89c8\u4f1a\u7684\u827a\u672f\u7ade\u8d5b\u4e2d\u83b7\u5f97\u4e86\u6700\u9ad8\u8363\u8a89\u3002<\/p>\n\n\n\n<p>Stable Diffusion \u7684\u6e90\u4ee3\u7801\u53ef\u4ee5\u5728&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/CompVis\/stable-diffusion\" target=\"_blank\">GitHub<\/a>&nbsp;\u4e0a\u67e5\u9605\u3002<\/p>\n\n\n\n<p>\u8bd5\u73a9\u5730\u5740\uff1a <a href=\"https:\/\/huggingface.co\/spaces\/stabilityai\/stable-diffusion\">https:\/\/huggingface.co\/spaces\/stabilityai\/stable-diffusion<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"177\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-22-1024x177.png\" alt=\"\" class=\"wp-image-10005\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-22-1024x177.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-22-300x52.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-22-768x133.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-22.png 1342w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>Contribution<\/h2>\n\n\n\n<ul class=\"has-light-blue-background-color has-background\"><li><strong>Diffusion model\u662f\u4e00\u79cdlikelihood-based\u7684\u6a21\u578b\uff0c\u76f8\u6bd4GAN\u53ef\u4ee5\u53d6\u5f97\u66f4\u597d\u7684\u751f\u6210\u6548\u679c\u3002\u7136\u800c\u8be5\u6a21\u578b\u662f\u4e00\u79cd\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u9700\u8981\u53cd\u590d\u8fed\u4ee3\u8ba1\u7b97\uff0c\u56e0\u800c\u8bad\u7ec3\u548c\u63a8\u7406\u90fd\u5341\u5206\u6602\u8d35\u3002\u672c\u6587\u63d0\u51fa\u4e00\u79cddiffusion\u7684\u8fc7\u7a0b\u6539\u4e3a\u5728latent space\u4e0a\u505a\u7684\u65b9\u6cd5\uff0c\u4ece\u800c\u5927\u5927\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u540c\u65f6\u4e5f\u80fd\u8fbe\u5230\u5341\u5206\u4e0d\u9519\u7684\u751f\u6210\u6548\u679c\u3002\uff08 &#8220;democratizing&#8221; research on DMs\uff09\uff0c\u5728unconditional image synthesis, inpainting, super-resolution\u90fd\u80fd\u8868\u73b0\u4e0d\u9519~<\/strong><\/li><li><strong>\u76f8\u6bd4\u4e8e\u5176\u5b83\u8fdb\u884c\u538b\u7f29\u7684\u65b9\u6cd5\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u53ef\u4ee5\u751f\u6210\u66f4\u7ec6\u81f4\u7684\u56fe\u50cf\uff0c\u5e76\u4e14\u5728\u9ad8\u5206\u8fa8\u7387\uff08\u98ce\u666f\u56fe\u4e4b\u7c7b\u7684\uff0c\u6700\u9ad8\u8fbe10242px\u90fd\u65e0\u538b\u529b\uff09\u7684\u751f\u6210\u4e5f\u8868\u73b0\u5f97\u5f88\u597d\u3002<\/strong><\/li><li><strong>\u63d0\u51fa\u4e86cross-attention\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\u591a\u6a21\u6001\u8bad\u7ec3\uff0c\u4f7f\u5f97class-condition, text-to-image, layout-to-image\u4e5f\u53ef\u4ee5\u5b9e\u73b0\u3002<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"800\" height=\"423\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-4.png\" alt=\"\" class=\"wp-image-9934\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-4.png 800w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-4-300x159.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-4-768x406.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption>\u65b9\u6cd5We condition LDMs either via concatenation or by a<br>more general cross-attention mechanism.<\/figcaption><\/figure>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u6574\u4f53\u6846\u67b6\u5982\u56fe\uff0c\u5148\u8bad\u7ec3\u597d\u4e00\u4e2aAutoEncoder\uff08\u5305\u62ec\u4e00\u4e2aencoder\u548cdecoder\uff09\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528encoder\u538b\u7f29\u540e\u7684\u6570\u636e\u505adiffusion\u64cd\u4f5c\uff0c\u518d\u7528decoder\u6062\u590d\u5373\u53ef\u3002<\/strong><\/p>\n\n\n\n<ul><li>Autoencoder\u8bad\u7ec3\uff1a&nbsp;L1\/L2loss\u6765\u4f5c\u4e3a\u91cd\u5efa\u635f\u5931\uff0c\u7528GAN\u6765\u505a\u5bf9\u6297\u653b\u51fb\uff1f\uff0c\u7528<strong>KL loss\u6765\u628alatent space\u62c9\u5230\u6b63\u6001\u5206\u5e03\uff0c\u9632\u6b62\u641c\u7d22\u7a7a\u95f4\u8fc7\u5927<\/strong>\u3002<\/li><li>\u7528\u4e86encoder\u964d\u7ef4\u540e\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528latent space diffusion\u4e86~ \u5177\u4f53\u6269\u6563\u8fc7\u7a0b\u5176\u5b9e\u6ca1\u6709\u53d8\uff0c\u53ea\u4e0d\u8fc7\u73b0\u5728\u6269\u6563\u548c\u91cd\u5efa\u7684\u76ee\u6807\u4e3alatent space\u7684\u5411\u91cf\u4e86\u3002Diffusion model\u5177\u4f53\u5b9e\u73b0\u4e3a time-conditional UNet\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"930\" height=\"178\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-24.png\" alt=\"\" class=\"wp-image-10013\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-24.png 930w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-24-300x57.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-24-768x147.png 768w\" sizes=\"(max-width: 930px) 100vw, 930px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"871\" height=\"99\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-23.png\" alt=\"\" class=\"wp-image-10011\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-23.png 871w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-23-300x34.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-23-768x87.png 768w\" sizes=\"(max-width: 871px) 100vw, 871px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5f15\u5165conditioning\u7684\u4fe1\u606f\uff0c\u63d0\u51fa\u4e86<strong>domain specific encoder&nbsp;<\/strong>\u03c4\u03b8(y)\u4e0d\u540c\u6a21\u6001\u7684\uff08\u6bd4\u5982text, class, image&#8230;\uff09\u8f6c\u6210\u4e2d\u95f4\u8868\u8fbe(intermediate representation)\uff0c\u518d\u5229\u7528cross-attention\u6765\u5d4c\u5165\u5230UNet\u4e2d\u53bb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"931\" height=\"189\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-25.png\" alt=\"\" class=\"wp-image-10015\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-25.png 931w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-25-300x61.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-25-768x156.png 768w\" sizes=\"(max-width: 931px) 100vw, 931px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"932\" height=\"272\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-26.png\" alt=\"\" class=\"wp-image-10016\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-26.png 932w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-26-300x88.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-26-768x224.png 768w\" sizes=\"(max-width: 932px) 100vw, 932px\" \/><\/figure>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<p>\u5c55\u793a\u4e00\u4e9b\u53ef\u7528\u7684\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"has-dark-gray-color has-light-pink-background-color has-text-color has-background\"><li>layout-to-image \u8f93\u5165bounding box\u8f93\u51fa\u56fe\u50cf\u3002<\/li><li>text-to-image\u8f93\u5165\u6587\u672c\uff0c\u8f93\u51fa\u56fe\u50cf\u3002<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-27.png\" alt=\"\" class=\"wp-image-10020\" width=\"423\" height=\"292\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-27.png 928w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-27-300x208.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-27-768x531.png 768w\" sizes=\"(max-width: 423px) 100vw, 423px\" \/><figcaption> <li>\u8f93\u5165bounding box\u8f93\u51fa\u56fe\u50cf\u3002<\/li> <\/figcaption><\/figure><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"816\" height=\"612\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-28.png\" alt=\"\" class=\"wp-image-10022\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-28.png 816w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-28-300x225.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-28-768x576.png 768w\" sizes=\"(max-width: 816px) 100vw, 816px\" \/><figcaption> <li>\u8f93\u5165\u6587\u672c\uff0c\u8f93\u51fa\u56fe\u50cf<\/li> <\/figcaption><\/figure>\n\n\n\n<ul class=\"has-bright-blue-background-color has-background\"><li>\u8f93\u5165landscape\u8f93\u51fa\u9ad8\u5206\u8fa8\u7387\u7684\u98ce\u666f\u56fe\u3002<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-29.png\" alt=\"\" class=\"wp-image-10024\" width=\"531\" height=\"375\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-29.png 936w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-29-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-29-768x544.png 768w\" sizes=\"(max-width: 531px) 100vw, 531px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"has-bright-blue-background-color has-background\"><li>\u8d85\u5206\u8fa8\u7387<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-30.png\" alt=\"\" class=\"wp-image-10027\" width=\"483\" height=\"381\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-30.png 965w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-30-300x237.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-30-768x606.png 768w\" sizes=\"(max-width: 483px) 100vw, 483px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"has-bright-blue-background-color has-background\"><li>inpainting \uff08\u56fe\u50cf\u4fee\u590d\/\u7f16\u8f91\uff09<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"597\" height=\"963\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-31.png\" alt=\"\" class=\"wp-image-10031\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-31.png 597w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-31-186x300.png 186w\" sizes=\"(max-width: 597px) 100vw, 597px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-bright-blue-background-color has-background\">\u6548\u7387\u5bf9\u6bd4\u3002\u5927\u6982\u65f6\u95f4\u4e0a\u7f29\u77ed\u4e3a1\/3~ \u5e76\u4e14\uff0cFID\u7684\u503c\u66f4\u5c0f\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1008\" height=\"1024\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-32-1008x1024.png\" alt=\"\" class=\"wp-image-10033\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-32-1008x1024.png 1008w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-32-295x300.png 295w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-32-768x780.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-32.png 1049w\" sizes=\"(max-width: 1008px) 100vw, 1008px\" \/><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/ommer-lab.com\/research\/latent-diffusion-mo &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/11\/02\/stable-diffusioncvpr-22-oral\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u56fe\u50cf\u751f\u6210\u6a21\u578b Stable Diffusion|CVPR &#8217;22 Oral<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[29,4,9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9927"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=9927"}],"version-history":[{"count":31,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9927\/revisions"}],"predecessor-version":[{"id":10189,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9927\/revisions\/10189"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=9927"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=9927"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=9927"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}