{"id":12564,"date":"2026-09-23T18:27:35","date_gmt":"2026-09-23T10:27:35","guid":{"rendered":"https:\/\/infernews.com\/blog\/imir-image-instruction-tuning-for-all-in-one-image-restoration\/"},"modified":"2026-09-23T18:27:35","modified_gmt":"2026-09-23T10:27:35","slug":"imir-image-instruction-tuning-for-all-in-one-image-restoration","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/imir-image-instruction-tuning-for-all-in-one-image-restoration\/","title":{"rendered":"ImIR \u514d\u63d0\u793a\u8a5e\u8655\u7406\u516d\u985e\u5f71\u50cf\u4fee\u5fa9\uff0c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/teaser-9.jpg\" alt=\"ImIR examples for low-light enhancement, deraining, dehazing, deblurring, denoising, and JPEG artifact removal. Each til\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9047\u5230\u4f4e\u5149\u3001\u96e8\u75d5\u3001\u9727\u5316\u6216 JPEG \u58d3\u7e2e\u75d5\u8de1\u6642\uff0cImIR \u6703\u53ea\u5f9e\u8f38\u5165\u5f71\u50cf\u63a8\u7b97\u4fee\u5fa9\u6307\u4ee4\uff0c\u4e0d\u8981\u6c42\u4f7f\u7528\u8005\u5148\u5224\u65b7\u554f\u984c\u985e\u578b\u3002\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u5f71\u50cf\u4fee\u5fa9\u6a21\u578b\u8207\u63a8\u7406\u5de5\u5177\uff0c\u5be6\u969b\u8655\u7406\u7684\u662f\u4e00\u500b\u6a21\u578b\u96e3\u4ee5\u540c\u6642\u61c9\u4ed8\u591a\u7a2e\u9000\u5316\u3001\u53c8\u4f9d\u8cf4\u6587\u5b57\u63d0\u793a\u8a5e\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ImIR \u628a\u5f71\u50cf\u5206\u6210\u5169\u689d\u8def\u5f91\u9001\u5165 Qwen-Image-Edit-2511\uff1aVAE \u4fdd\u7559\u7a7a\u9593\u7d50\u69cb\uff0cQwen2.5-VL \u914d\u5408\u8f15\u91cf token mapper \u7522\u751f\u63a5\u8fd1\u4e7e\u6de8\u5f71\u50cf\u7684\u8a9e\u7fa9\u6307\u4ee4\uff1b\u4e3b\u5e79\u6a21\u578b\u4fdd\u6301\u51cd\u7d50\uff0c\u53ea\u8a13\u7df4\u4e00\u500b\u5171\u4eab LoRA adapter\u3002\u6307\u4ee4\u5f37\u5ea6\u53ef\u4ee5\u8abf\u7bc0\uff0c\u4f4e\u5149\u589e\u5f37\u7b49\u7b54\u6848\u4e0d\u552f\u4e00\u7684\u4efb\u52d9\uff0c\u56e0\u800c\u80fd\u5728\u4e0d\u540c\u4fee\u5fa9\u7a0b\u5ea6\u4e4b\u9593\u53d6\u6368\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u63d0\u4f9b CLI \u548c Python API\uff0c\u4f7f\u7528 Python 3.10 \u6216\u66f4\u65b0\u7248\u672c\u3001\u5177 CUDA \u80fd\u529b\u7684 NVIDIA GPU\uff0c\u4e26\u53ef\u5f9e Hugging Face \u81ea\u52d5\u4e0b\u8f09 checkpoint\u3002\u986f\u5b58\u4e0d\u8db3\u6642\u53ef\u555f\u7528 CPU offload\uff0c\u4f46\u9700\u8981\u8db3\u5920\u7cfb\u7d71\u8a18\u61b6\u9ad4\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u500b adapter \u8986\u84cb\u9664\u96e8\u3001\u4f4e\u5149\u589e\u5f37\u3001\u53bb\u9727\u3001\u53bb\u6a21\u7cca\u3001\u53bb\u566a\u53ca JPEG \u7455\u75b5\u79fb\u9664<\/li>\n<li>\u4e0d\u9700\u8981\u6587\u5b57\u63d0\u793a\u8a5e\uff0c\u4e5f\u4e0d\u9700\u8981 degradation label<\/li>\n<li>\u55ae\u4e00 adapter \u7d04\u4e09\u5c0f\u6642\u3001\u4ee5\u4e00\u5f35 GPU \u5b8c\u6210\u8a13\u7df4<\/li>\n<li>\u5339\u914d\u6bd4\u8f03\u4e2d\uff0c\u5f71\u50cf\u6307\u4ee4\u512a\u65bc\u6587\u5b57 conditioning<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u7814\u7a76\u4eba\u54e1\u800c\u8a00\uff0c\u9019\u7a2e\u505a\u6cd5\u9069\u5408\u6e2c\u8a66 task-agnostic restoration\uff1b\u5f71\u50cf\u8655\u7406\u5718\u968a\u5247\u53ef\u7528\u5b83\u7c21\u5316\u591a\u4efb\u52d9\u63a8\u7406\u6d41\u7a0b\u3002\u4e0d\u904e\u9805\u76ee\u9700\u8981 NVIDIA CUDA \u786c\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/suleymanaslan.github.io\/imir\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/suleymanaslan\/imir\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/suleymanaslan\/imir\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ImIR \u8b93\u540c\u4e00\u500b\u5f71\u50cf\u4fee\u5fa9\u6a21\u578b\u81ea\u884c\u5224\u65b7\u8f38\u5165\u554f\u984c\uff0c\u6bcb\u9808\u63d0\u793a\u8a5e\u6216\u964d\u7d1a\u6a19\u7c64\uff0c\u6db5\u84cb\u516d\u7a2e\u5e38\u898b\u4fee\u5fa9\u5de5\u4f5c\u3002<\/p>\n","protected":false},"author":8,"featured_media":12563,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,185,179,30,157,120,152,212],"tags":[],"class_list":["post-12564","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-nvidia","category-image","category-157","category-120","category-python","category-lora"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12564","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=12564"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12564\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12563"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12564"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12564"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12564"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}