{"id":8779,"date":"2026-06-04T00:12:24","date_gmt":"2026-06-03T16:12:24","guid":{"rendered":"https:\/\/infernews.com\/blog\/drdd\/"},"modified":"2026-06-04T00:12:24","modified_gmt":"2026-06-03T16:12:24","slug":"drdd","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/drdd\/","title":{"rendered":"DRDD\uff1a\u7528\u5169\u968e\u6bb5\u62c6\u89e3\u64f4\u6563\u6a21\u578b\uff0c\u66f4\u7701\u6578\u64da\u7684\u5716\u50cf\u8f49\u8b6f\u65b9\u6848"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-85c0d5a10197.jpg\" alt=\"Main figure\"><\/figure>\n<p>\u5716\u50cf\u5230\u5716\u50cf\u8f49\u8b6f\uff08Image-to-Image Translation, I2I\uff09\u6db5\u84cb\u53bb\u96e8\u3001\u53bb\u9727\u3001\u4f4e\u5149\u589e\u5f37\u3001\u53bb\u566a\u3001\u53bb\u6a21\u7cca\u7b49\u591a\u7a2e\u4efb\u52d9\uff0c\u50b3\u7d71\u505a\u6cd5\u5f80\u5f80\u9700\u8981\u70ba\u6bcf\u500b\u5834\u666f\u55ae\u7368\u8a13\u7df4\u6a21\u578b\u3002HKU-HealthAI \u63d0\u51fa\u7684 Decoupled Residual Denoising Diffusion models\uff08DRDD\uff09\u5617\u8a66\u7528\u4e00\u5957\u67b6\u69cb\u540c\u6642\u8655\u7406\u9019\u4e9b\u4efb\u52d9\uff0c\u4e26\u6e1b\u5c11\u5c0d\u5927\u91cf\u914d\u5c0d\u6578\u64da\u7684\u4f9d\u8cf4\u3002<\/p>\n<p>DRDD \u7684\u6838\u5fc3\u505a\u6cd5\u662f\u628a\u64f4\u6563\u904e\u7a0b\u62c6\u6210\u5169\u500b\u7368\u7acb\u968e\u6bb5\uff1a\u7b2c\u4e00\u968e\u6bb5\u8ca0\u8cac\u52a0\u5165\u96dc\u8a0a\uff0c\u9054\u5230\u6240\u8b02\u7684\u300c\u57df\u8abf\u548c\u300d\uff08domain harmonization\uff09\u8207\u6d41\u5f62\u62ac\u5347\uff08manifold lifting\uff09\uff1b\u7b2c\u4e8c\u968e\u6bb5\u5247\u5728\u56fa\u5b9a\u96dc\u8a0a\u4e0b\u505a\u6c7a\u5b9a\u6027\u7684\u6b98\u5dee\u64f4\u6563\uff0c\u5c08\u6ce8\u5b78\u7fd2\u8a9e\u610f\u5c0d\u61c9\u3002\u9019\u7a2e\u89e3\u8026\u8a2d\u8a08\u907f\u514d\u4e86\u50b3\u7d71\u64f4\u6563\u6a21\u578b\u5728\u53bb\u566a\u904e\u7a0b\u4e2d\u63d0\u65e9\u8017\u6563\u57df\u8abf\u548c\u6548\u679c\u7684\u554f\u984c\uff0c\u56e0\u6b64\u80fd\u5728\u4e00\u500b\u6a21\u578b\u5167\u7d71\u4e00\u8655\u7406\u591a\u500b\u4fee\u5fa9\u4efb\u52d9\u3002<\/p>\n<p>\u7531\u65bc\u7b2c\u4e00\u968e\u6bb5\u7684\u96dc\u8a0a\u64f4\u6563\u53ea\u4f7f\u7528\u76ee\u6a19\u57df\u7684\u975e\u914d\u5c0d\u5716\u50cf\u8a13\u7df4\uff0cDRDD \u5728\u914d\u5c0d\u6578\u64da\u7a00\u7f3a\u6642\u4ecd\u80fd\u4fdd\u6301\u8868\u73fe\uff0c\u9019\u5c0d\u91ab\u7642\u5f71\u50cf\u6216\u7279\u6b8a\u5834\u666f\u6578\u64da\u8490\u96c6\u6210\u672c\u9ad8\u7684\u9818\u57df\u7279\u5225\u6709\u7528\u3002\u5718\u968a\u5728 all-in-one-5 \u8a2d\u5b9a\u4e0b\u6e2c\u8a66\uff0c\u6db5\u84cb Rain100L\u3001GoPro\u3001Dehaze\u3001CBSD68 \u8207 LOL \u7b49\u6578\u64da\u96c6\uff0c\u4e26\u4f7f\u7528 LPIPS \u7b49\u6307\u6a19\u8a55\u4f30\u3002\u8ad6\u6587\u4ea6\u63d0\u4f9b\u7406\u8ad6\u8207\u5be6\u8b49\u5206\u6790\uff0c\u8aaa\u660e\u5176\u8a2d\u8a08\u76f8\u5bb9\u65bc\u4e3b\u6d41\u64f4\u6563\u6a21\u578b\u67b6\u69cb\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u9069\u5408\u5f9e\u4e8b\u5716\u50cf\u4fee\u5fa9\u3001\u5f71\u50cf\u589e\u5f37\u6216\u98a8\u683c\u8f49\u63db\u7684\u7814\u7a76\u8005\u8207\u5de5\u7a0b\u5e2b\uff0c\u5c24\u5176\u95dc\u5fc3\u591a\u4efb\u52d9\u7d71\u4e00\u3001\u6578\u64da\u6548\u7387\u7684\u5718\u968a\u3002\u4f7f\u7528\u524d\u9700\u8981 Linux \u74b0\u5883\u3001NVIDIA GPU\u3001Python 3.7 \u4ee5\u4e0a\uff0c\u4ee5\u53ca Conda\u3002\u9810\u8a13\u7df4\u6b0a\u91cd\u53ef\u5f9e Quark \u6216\u5176\u4ed6\u9014\u5f91\u53d6\u5f97\uff0c\u4e26\u4f9d\u8aaa\u660e\u653e\u5165 <code>.\/pretrained_models<\/code> \u76ee\u9304\u3002<\/p>\n<p><strong>\u91cd\u9ede\u6458\u8981\uff1a<\/strong><br \/>\n&#8211; \u5c07\u64f4\u6563\u62c6\u6210\u300c\u96dc\u8a0a\u64f4\u6563\u300d\u8207\u300c\u6b98\u5dee\u64f4\u6563\u300d\u5169\u968e\u6bb5\uff0c\u4fdd\u7559\u57df\u8abf\u548c\u6548\u679c\u3002<br \/>\n&#8211; \u652f\u63f4\u53bb\u96e8\u3001\u53bb\u9727\u3001\u4f4e\u5149\u3001\u53bb\u566a\u3001\u53bb\u6a21\u7cca\u7b49\u591a\u7a2e I2I \u4efb\u52d9\u7684\u7d71\u4e00\u8a13\u7df4\u3002<br \/>\n&#8211; \u7b2c\u4e00\u968e\u6bb5\u50c5\u7528\u975e\u914d\u5c0d\u76ee\u6a19\u57df\u6578\u64da\uff0c\u964d\u4f4e\u5c0d\u914d\u5c0d\u6a23\u672c\u7684\u4f9d\u8cf4\u3002<br \/>\n&#8211; \u76f8\u5bb9\u4e3b\u6d41\u64f4\u6563\u6a21\u578b\uff0c\u53ef\u4f5c\u70ba\u63d2\u4ef6\u5f0f\u6539\u826f\u65b9\u5411\u3002<br \/>\n&#8211; \u9069\u5408\u91ab\u7642\u5f71\u50cf\u3001\u9059\u6e2c\u6216\u6578\u64da\u7a00\u7f3a\u5834\u666f\u7684\u7814\u7a76\u5718\u968a\u3002<\/p>\n<p>DRDD \u5df2\u5728 GitHub \u516c\u958b\u4ee3\u78bc\u8207\u6578\u64da\u96c6\u7d50\u69cb\uff0c\u9f13\u52f5\u793e\u7fa4\u4ee5\u73fe\u6709\u64f4\u6563\u9aa8\u5e79\uff08\u5982 DDPM \u7cfb\u5217\uff09\u9032\u4e00\u6b65\u6e2c\u8a66\u8207\u5ef6\u4f38\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/HKU-HealthAI\/DRDD\" rel=\"noopener noreferrer\">https:\/\/github.com\/HKU-HealthAI\/DRDD<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.01048\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.01048<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6e2f\u5927\u5718\u968a\u63d0\u51fa\u7684 DRDD \u628a\u64f4\u6563\u904e\u7a0b\u62c6\u6210\u5169\u6bb5\u7368\u7acb\u968e\u6bb5\uff0c\u7d71\u4e00\u8655\u7406\u591a\u7a2e\u5716\u50cf\u4fee\u5fa9\u4efb\u52d9\uff0c\u4e26\u5728\u914d\u5c0d\u6578\u64da\u6709\u9650\u6642\u4ecd\u7dad\u6301\u7a69\u5b9a\u8868\u73fe\u3002<\/p>\n","protected":false},"author":8,"featured_media":8778,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,169,164,157,120,76,149,199],"tags":[],"class_list":["post-8779","post","type-post","status-publish","format-standard","hentry","category-133","category-169","category-164","category-157","category-120","category-76","category-149","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8779","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8779"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8779\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8778"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}