{"id":123,"date":"2025-08-15T16:41:30","date_gmt":"2025-08-15T08:41:30","guid":{"rendered":"https:\/\/alyname.top\/index.php\/2025\/08\/15\/high-resolution-image-synthesis-with-latent-diffusion-models\/"},"modified":"2025-08-15T16:44:09","modified_gmt":"2025-08-15T08:44:09","slug":"high-resolution-image-synthesis-with-latent-diffusion-models","status":"publish","type":"post","link":"https:\/\/alyname.top\/index.php\/2025\/08\/15\/high-resolution-image-synthesis-with-latent-diffusion-models\/","title":{"rendered":"\u7b14\u8bb0 – High-Resolution Image Synthesis with Latent Diffusion Models"},"content":{"rendered":"

LDM\uff0c\u53c8\u79f0 Stable Diffusion\u3002<\/p>\n

LDM \u60f3\u505a\u7684\u4e8b\u60c5\u662f\u5feb\u901f\u751f\u6210\u9ad8\u6e05\u6670\u5ea6\u7684\u56fe\u7247\u3002\u60f3\u6cd5\u662f\u8fd9\u6837\u7684\uff1aDiffusion \u8fc7\u7a0b\u4e0d\u4e00\u5b9a\u8981\u5728\u539f\u59cb\u56fe\u7247\u4e0a\u505a\uff0c\u53ef\u4ee5\u5728\u8fdb Diffusion \u8fc7\u7a0b\u524d\u52a0\u4e00\u4e2a VAE\uff0c\u628a\u4e00\u4e2a\u5927\u56fe\u7247\u8fc7\u4e00\u4e2a Encoder \u53d8\u6210\u4e00\u4e2a\u5c0f\u7684\u3001\u9690\u7a7a\u95f4\u56fe\u7247\u3002<\/p>\n

\u8bad\u5b8c\u4e4b\u540e\u751f\u6210\u7684\u65f6\u5019\u4e5f\u662f\u751f\u6210\u9690\u7a7a\u95f4\u56fe\u7247\uff0c\u7136\u540e\u8fc7\u4e00\u4e2a Decoder \u53d8\u6210\u539f\u56fe\u7247\u3002<\/p>\n

\u6b64\u5916 LDM \u8fd8\u505a\u4e86\u4e00\u4e2a\u4e8b\u60c5\uff0c\u5728 U-Net \u91cc\u9762\u63d2\u4e86\u4e00\u4e9b Cross Attention \u5c42\uff0c\u7136\u540e\u7528\u4e00\u4e2a Encoder \u7f16\u7801\u5916\u90e8\u7684\u6587\u672c\u7b49\u6761\u4ef6\uff0c\u7f16\u7801\u540e\u7684\u7ed3\u679c\u585e\u5230 <\/g><\/g><\/g><\/g><\/g><\/svg>K<\/mi>,<\/mo>V<\/mi><\/math><\/mjx-assistive-mml><\/mjx-container> \u91cc\u3002\u8fd9\u6837\u53ef\u4ee5\u5f15\u5165\u5916\u90e8\u63a7\u5236\u3002\u611f\u89c9\u8fd9\u624d\u662f Stable Diffusion \u771f\u6b63\u706b\u8d77\u6765\u7684\u539f\u56e0<\/s><\/p>\n

[2112.10752] High-Resolution Image Synthesis with Latent Diffusion Models<\/a><\/p>\n

\n
Latent Space<\/h5>\n

\"Pasted
\nTODO<\/p>\n

<\/div>","protected":false},"excerpt":{"rendered":"

LDM\uff0c\u53c8\u79f0 Stable Diffusion\u3002 LDM \u60f3\u505a\u7684\u4e8b\u60c5\u662f\u5feb\u901f\u751f\u6210\u9ad8\u6e05\u6670\u5ea6\u7684\u56fe\u7247\u3002\u60f3\u6cd5\u662f\u8fd9\u6837\u7684\uff1aD […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-123","post","type-post","status-publish","format-standard","hentry","category-research"],"_links":{"self":[{"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/posts\/123","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/comments?post=123"}],"version-history":[{"count":1,"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/posts\/123\/revisions"}],"predecessor-version":[{"id":132,"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/posts\/123\/revisions\/132"}],"wp:attachment":[{"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/media?parent=123"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/categories?post=123"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alyname.top\/index.php\/wp-json\/wp\/v2\/tags?post=123"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}