{"id":8703,"date":"2026-06-02T03:59:33","date_gmt":"2026-06-01T19:59:33","guid":{"rendered":"https:\/\/infernews.com\/blog\/generative-ground-truth-for-generalizable-real-world-image-restoration\/"},"modified":"2026-06-02T04:04:42","modified_gmt":"2026-06-01T20:04:42","slug":"generative-ground-truth-for-generalizable-real-world-image-restoration","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/generative-ground-truth-for-generalizable-real-world-image-restoration\/","title":{"rendered":"GGT-100K\uff1a\u7528\u5341\u842c\u5c0d\u771f\u5be6\u5f71\u50cf \u62d3\u5bec\u5716\u50cf\u4fee\u5fa9\u7684\u6cdb\u5316\u908a\u754c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-657bd171c095.jpg\" alt=\"GGT-100K logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u53bb\u8a13\u7df4\u5716\u50cf\u4fee\u5fa9\u6a21\u578b\u6642\uff0c\u958b\u767c\u8005\u5f80\u5f80\u53d7\u9650\u65bc\u5408\u6210\u6578\u64da\u8207\u771f\u5be6\u5834\u666f\u4e4b\u9593\u7684\u5dee\u8ddd\uff1b\u6a21\u578b\u5728\u5be6\u9a57\u5ba4\u6578\u64da\u96c6\u8868\u73fe\u4eae\u773c\uff0c\u9047\u5230\u8857\u62cd\u3001\u624b\u6a5f\u591c\u62cd\u7b49\u771f\u5be6\u9000\u5316\u5f71\u50cf\u5c31\u5927\u6253\u6298\u6263\u3002GGT-100K \u6b63\u662f\u70ba\u4e86\u89e3\u6c7a\u9019\u500b\u843d\u5dee\u800c\u751f\uff0c\u7531\u9999\u6e2f\u7406\u5de5\u5927\u5b78 OPPO \u7814\u7a76\u9662\u5171\u540c\u63a8\u51fa\uff0c\u4e3b\u6253\u5f9e MFM\uff08Multimodal Foundation Models\uff09\u76f4\u63a5\u751f\u6210\u5341\u842c\u5c0d LQ-HQ \u914d\u5c0d\u8cc7\u6599\uff0c\u8986\u84cb\u66f4\u8cbc\u8fd1\u65e5\u5e38\u7684\u771f\u5be6\u9000\u5316\u985e\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u7684\u6838\u5fc3\u60f3\u6cd5\u662f\u300c\u8b93\u9ad8\u54c1\u8cea\u5f71\u50cf\u672c\u8eab\u5145\u7576 Ground Truth\uff08GT\uff09\u300d\uff0c\u518d\u5229\u7528 MFM \u63a8\u6f14\u5c0d\u61c9\u7684\u4f4e\u54c1\u8cea\u7248\u672c\uff0c\u7701\u53bb\u7e41\u7463\u7684\u4eba\u5de5\u8490\u96c6\u8207\u6a19\u8a3b\u3002GGT-100K \u4e26\u9644\u5e36 baseline \u8a13\u7df4\u7a0b\u5f0f\u78bc\u8207 checkpoint\uff0c\u7814\u7a76\u8005\u53ea\u9700\u5728\u81ea\u6709\u7684\u4fee\u5fa9\u6a21\u578b\u4e0a\u52a0\u639b LoRA \u6216\u91cd\u65b0\u5fae\u8abf\uff0c\u5c31\u80fd\u6e2c\u8a66\u8de8\u57df\u6cdb\u5316\u6548\u679c\uff1b\u5c0d\u5de5\u7a0b\u5718\u968a\u800c\u8a00\uff0c\u7b49\u65bc\u53d6\u5f97\u4e00\u689d\u5feb\u901f\u9a57\u8b49\u771f\u5be6\u4e16\u754c\u8868\u73fe\u7684\u6377\u5f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GGT-100K \u91cd\u9ede\u6458\u8981<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u5341\u842c\u5c0d\u5f9e MFM \u751f\u6210\u7684 LQ-HQ \u5f71\u50cf\u914d\u5c0d\uff0c\u6db5\u84cb\u591a\u5143\u771f\u5be6\u9000\u5316\u60c5\u5883\u3002<\/li>\n\n\n\n<li>\u5167\u5efa baseline \u8a13\u7df4\u8207\u63a8\u8ad6\u7a0b\u5f0f\u78bc\uff0c\u652f\u63f4\u4e3b\u6d41\u4fee\u5fa9\u6a21\u578b\u5fae\u8abf\u3002<\/li>\n\n\n\n<li>\u900f\u904e Generative GT \u7b56\u7565\uff0c\u514d\u9664\u50b3\u7d71\u4eba\u5de5\u8490\u96c6\u914d\u5c0d\u7684\u9ad8\u6602\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u6578\u64da\u96c6\u53ef\u5f9e Hugging Face \u6216\u767e\u5ea6\u96f2\u4e0b\u8f09\uff0c\u9644\u5b8c\u6574 Construction Process \u8aaa\u660e\u3002<\/li>\n\n\n\n<li>\u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0c\u6a21\u578b\u5728\u8de8\u57df\u771f\u5be6\u9000\u5316\u6e2c\u8a66\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u6709\u660e\u986f\u63d0\u5347\u3002<\/li>\n<\/ul>\n\n\n<div class=\"align wp-block-vpb-video\" id='vpbVideoPlayer-1' data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/cas-bridge.xethub.hf.co\\\/xet-bridge-us\\\/6a0ecad032e2c32583a37759\\\/81bdfe13be09f6fb00102fa70637fc01490adf891c1d0b81a8c8cccf12ca7d8d?X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&amp;X-Amz-Credential=cas%2F20260601%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Date=20260601T195955Z&amp;X-Amz-Expires=3600&amp;X-Amz-Signature=37a4764a411e2cef4b9629afb91b3a341206be7ef7418d1817c9be5fa3c7b507&amp;X-Amz-SignedHeaders=host&amp;X-Xet-Cas-Uid=63ea71ded0b894bbc77713f2&amp;response-content-disposition=inline%3B+filename*%3DUTF-8%27%27demo_video.mp4%3B+filename%3D%22demo_video.mp4%22%3B&amp;response-content-type=video%2Fmp4&amp;x-amz-checksum-mode=ENABLED&amp;x-id=GetObject&amp;Expires=1780347595&amp;Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc4MDM0NzU5NX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82YTBlY2FkMDMyZTJjMzI1ODNhMzc3NTkvODFiZGZlMTNiZTA5ZjZmYjAwMTAyZmE3MDYzN2ZjMDE0OTBhZGY4OTFjMWQwYjgxYThjOGNjY2YxMmNhN2Q4ZCoifV19&amp;Signature=J3j7ywhSqFzYyZWAchvnaR57MYAiaPc%7EJaGn7jHFYTHwOFo3ZRE8gsU-Itz9kEf3KYBZtBIkKi6ajM28-KnwYsWQleLY9nV-7Xf%7E4bTyQjn9Ig1RePehhglncAawwXQwqCYdPKpU2e1GFQKVX7RDVHsoQwafQOjSnYr9G%7E%7En0Q2iGxPl0H7r8XZ88lnM1axO-4cZCwpwkkXE69ofJ2fPbJFBD3OcyOpMlSZjNSpXG1ZiDR7CBozeghgeyDDLh9%7EmyqQr3VIdL3XLEVghEDKi4oMm4u3q5FrdECWst3h1q2ESKn5Os43PDfkgjmBhc6BujZ%7EnZME-FvRJUJbnSQSVZA__&amp;Key-Pair-Id=K2L8F4GPSG1IFC&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;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true}'><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u65bc\u6027\u80fd\u8868\u73fe\uff0c\u4f5c\u8005\u5728\u591a\u500b SOTA\uff08State-of-the-Art\uff09MFM \u4e0a\u9032\u884c\u4e86\u4fee\u5fa9\u8a55\u4f30\uff0c\u7d50\u679c\u986f\u793a\u52a0\u5165 GGT-100K \u8a13\u7df4\u5f8c\uff0c\u6a21\u578b\u5c0d\u672a\u898b\u904e\u7684\u771f\u5be6\u9000\u5316\u6a23\u672c\u6709\u66f4\u4f73\u7684\u9069\u61c9\u529b\uff1b\u5177\u9ad4\u7684\u6578\u503c\u6bd4\u8f03\u5df2\u6536\u9304\u5728 Experimental Results \u5340\u6bb5\u8207\u8ad6\u6587 arXiv 2605.31039 \u4e4b\u4e2d\u3002\u5982\u679c\u4f60\u662f\u5f9e\u4e8b\u5f71\u50cf\u4fee\u5fa9\u3001\u651d\u5f71 App \u958b\u767c\uff0c\u6216\u662f\u60f3\u8a55\u4f30\u81ea\u5bb6\u6a21\u578b\u5728\u771f\u5be6\u4e16\u754c\u8868\u73fe\u7684\u5718\u968a\uff0c\u9019\u4efd\u958b\u6e90\u8cc7\u6e90\u503c\u5f97\u82b1\u6642\u9593\u4e00\u8a66\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/PolyU-VCLab\/GGT-100K\" rel=\"noopener noreferrer\">https:\/\/github.com\/PolyU-VCLab\/GGT-100K<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/polyu-vclab.github.io\/GGT-100K\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/polyu-vclab.github.io\/GGT-100K\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9999\u6e2f\u7406\u5de5\u5927\u5b78\u8207 OPPO \u7814\u7a76\u9662\u806f\u624b\u767c\u5e03 GGT-100K \u6578\u64da\u96c6\uff0c\u5f9e MFM \u6a21\u578b\u751f\u6210\u5341\u842c\u5c0d\u4f4e\u54c1\u8cea\u8207\u9ad8\u54c1\u8cea\u5f71\u50cf\u914d\u5c0d\uff0c\u5354\u52a9\u5716\u50cf\u4fee\u5fa9\u6a21\u578b\u5728\u771f\u5be6\u5834\u666f\u4e2d\u8868\u73fe\u66f4\u7a69\u5b9a\u3002<\/p>\n","protected":false},"author":8,"featured_media":8702,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,183,120,76,127,149,199],"tags":[],"class_list":["post-8703","post","type-post","status-publish","format-standard","hentry","category-133","category-183","category-120","category-76","category-127","category-149","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8703","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=8703"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8703\/revisions"}],"predecessor-version":[{"id":8707,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8703\/revisions\/8707"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8702"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}