{"id":14426,"date":"2026-11-03T08:55:27","date_gmt":"2026-11-03T00:55:27","guid":{"rendered":"https:\/\/infernews.com\/blog\/aair-glow-fm\/"},"modified":"2026-11-03T08:58:33","modified_gmt":"2026-11-03T00:58:33","slug":"aair-glow-fm","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/aair-glow-fm\/","title":{"rendered":"GLOW-FM\uff1a\u55ae\u6b65\u63d0\u5347\u4f4e\u5149\u5f71\u50cf\u8cea\u7d20"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/GLOW-FM.jpg\" alt=\"Low-light kitchen scene\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f4e\u5149\u76f8\u7247\u5f80\u5f80\u540c\u6642\u7f3a\u4e4f\u7d30\u7bc0\u548c\u81ea\u7136\u8272\u5f69\uff0c\u9010\u6b65\u751f\u6210\u96d6\u7136\u6709\u52a9\u6539\u5584\u89c0\u611f\uff0c\u537b\u589e\u52a0\u904b\u7b97\u6210\u672c\u3002GLOW-FM \u662f\u4e00\u500b\u4f4e\u5149\u5f71\u50cf\u589e\u5f37\uff08Low-Light Image Enhancement, LLIE\uff09\u6a21\u578b\u9805\u76ee\uff0c\u900f\u904e\u4e00\u6b21\u7db2\u7d61\u8a55\u4f30\u6062\u5fa9\u5f71\u50cf\uff0c\u8655\u7406\u9ad8\u8cea\u7d20\u8207\u4f4e\u5ef6\u9072\u4e4b\u9593\u7684\u53d6\u6368\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/cdn-uploads.huggingface.co\\\/production\\\/uploads\\\/66f5d4c99ef08fe3c1ed5c2d\\\/LrK1tIcmJ7T-niyVTR5pS.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u628a\u5f71\u50cf\u5148\u6620\u5c04\u5230\u7dca\u6e4a\u7684 latent space\uff0c\u518d\u7531\u8f15\u91cf Tiny-VAE \u548c Hourglass Diffusion Transformer\uff08HDiT\uff09\u5408\u4f5c\u5b8c\u6210\u4fee\u5fa9\u3002HDiT \u4ee5 Terminal Velocity Matching\uff08TVM\uff09\u8a13\u7df4\uff0c\u63a8\u7406\u6642\u53ea\u9700\u4e00\u6b65\uff1bGLOW-FM-S \u7684\u516c\u958b\u898f\u6a21\u70ba 34 GFLOPs \u53ca 9.1M \u53c3\u6578\uff0c\u5c0d\u908a\u7de3\u88dd\u7f6e\u6216\u9700\u8981\u6279\u91cf\u8655\u7406\u7684\u5de5\u4f5c\u6d41\u7a0b\u8f03\u6709\u5438\u5f15\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u6b21 function evaluation\uff0c\u907f\u514d\u50b3\u7d71 diffusion \u53cd\u8986\u63a1\u6a23<\/li>\n\n\n\n<li>\u5728 LSD-DLL \u7b49\u8cc7\u6599\u96c6\u5c55\u793a\u5177\u7af6\u722d\u529b\u7684\u5f71\u50cf\u8cea\u7d20<\/li>\n\n\n\n<li>TVM \u5c08\u9580\u7528\u65bc\u4f4e\u5149\u589e\u5f37\uff0c\u4e26\u8207\u5176\u4ed6\u55ae\u6b65\u76ee\u6a19\u4f5c\u6bd4\u8f03<\/li>\n\n\n\n<li>\u8de8\u8cc7\u6599\u96c6\u7d50\u679c\u5728\u6bd4\u8f03\u65b9\u6cd5\u4e2d\u5177\u8f03\u5f37\u6cdb\u5316\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">GLOW-FM \u5ef6\u7e8c\u66fe\u65bc NTIRE 2026 Low-Light Image Enhancement Challenge \u53d6\u5f97\u7b2c\u4e00\u540d\u7684 LFM-LLIE\uff0c\u4f46\u66f4\u96c6\u4e2d\u8655\u7406\u6548\u7387\u8207\u55ae\u6b65\u63a8\u7406\u3002\u5132\u5b58\u5eab\u8981\u6c42 Python 3.11 \u6216 3.12\uff0c\u4ee5\u53ca\u5177 CUDA \u652f\u63f4\u7684 PyTorch \u74b0\u5883\uff1bREADME \u63d0\u4f9b setup.sh \u548c\u4f9d\u8cf4\u5b89\u88dd\u65b9\u5411\uff0c\u4f46\u76ee\u524d\u63d0\u4f9b\u7684\u8cc7\u6599\u672a\u8db3\u4ee5\u78ba\u8a8d\u9810\u8a13\u7df4\u6b0a\u91cd\u3001\u5b8c\u6574\u63a8\u7406\u6307\u4ee4\u6216 CPU \u57f7\u884c\u65b9\u6848\u3002\u7814\u7a76\u5718\u968a\u3001\u5f71\u50cf\u589e\u5f37\u958b\u767c\u8005\uff0c\u4ee5\u53ca\u9700\u8981\u5728 GPU \u8cc7\u6e90\u53d7\u9650\u74b0\u5883\u8655\u7406\u591c\u666f\u76f8\u7247\u7684\u5718\u968a\uff0c\u53ef\u5148\u6309\u5176\u74b0\u5883\u8981\u6c42\u5efa\u7acb\u6e2c\u8a66\u74b0\u5883\uff0c\u518d\u6838\u5c0d\u6a21\u578b\u6b0a\u91cd\u548c\u63a8\u7406\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arm-research.github.io\/AAIR-GLOW-FM\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/arm-research\/AAIR-GLOW-FM\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>GLOW-FM \u628a\u4f4e\u5149\u5f71\u50cf\u589e\u5f37\u58d3\u7e2e\u81f3\u4e00\u6b21\u7db2\u7d61\u904b\u7b97\uff0c\u517c\u9867\u751f\u6210\u8cea\u611f\u8207\u63a8\u7406\u6548\u7387\uff0c\u9069\u5408\u8cc7\u6e90\u6709\u9650\u7684\u5f71\u50cf\u8655\u7406\u5834\u666f\u3002<\/p>\n","protected":false},"author":8,"featured_media":14425,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,76,127,179,30,120,152,150,199],"tags":[],"class_list":["post-14426","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-127","category-nvidia","category-image","category-120","category-python","category-150","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14426","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=14426"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14426\/revisions"}],"predecessor-version":[{"id":14428,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14426\/revisions\/14428"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/14425"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=14426"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=14426"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=14426"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}