{"id":8680,"date":"2026-06-02T00:07:02","date_gmt":"2026-06-01T16:07:02","guid":{"rendered":"https:\/\/infernews.com\/blog\/iclr-26-neurips-25-lumos-custom-project-research-for-customized-video-generation\/"},"modified":"2026-06-02T00:19:27","modified_gmt":"2026-06-01T16:19:27","slug":"iclr-26-neurips-25-lumos-custom-project-research-for-customized-video-generation","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/iclr-26-neurips-25-lumos-custom-project-research-for-customized-video-generation\/","title":{"rendered":"Lumos-Custom\uff1aDAMO \u5b78\u9662\u7684\u5f71\u7247\u751f\u6210\u5957\u4ef6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-70fbcc8351c6.jpg\" alt=\"ETV task prompt\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Lumos-Custom<\/strong> \u662f\u963f\u91cc\u5df4\u5df4<a href=\"https:\/\/damo.alibaba.com\/about?language=zh\" target=\"_blank\" rel=\"noreferrer noopener\">DAMO \u5b78\u9662<\/a>\u7684\u958b\u6e90\u5f71\u7247\u5b9a\u5236\u7814\u7a76\u5408\u96c6\uff0c\u628a\u4e09\u500b\u5b50\u9805\u76ee\u6574\u5408\u5728\u540c\u4e00\u500b\u5132\u5b58\u5eab\uff0c\u65b9\u4fbf\u7814\u7a76\u8005\u5404\u81ea\u53d6\u7528\u3002\u4e09\u500b\u5b50\u9805\u76ee\u5206\u5225\u5c0d\u61c9\u4e0d\u540c\u7684\u5f71\u7247\u751f\u6210\u96e3\u984c\uff1a\u8eab\u4efd\u8207\u5c6c\u6027\u5b9a\u5236\u3001\u6253\u5149\u63a7\u5236\uff0c\u4ee5\u53ca\u7d50\u5408\u63a8\u7406\u7684\u7d71\u4e00\u751f\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\u6700\u53d7\u95dc\u6ce8\u7684\u662f <strong>Lumos-Nexus<\/strong> \uff08arXiv 2605.31603\uff09\u3002\u5b83\u89e3\u6c7a\u4e86\u4e00\u500b\u9577\u671f\u75db\u9ede\uff1a\u628a\u5927\u578b\u9ad8\u4fdd\u771f\u751f\u6210\u5668\u653e\u9032\u7d71\u4e00\u8a13\u7df4\u8ff4\u5708\u6210\u672c\u592a\u9ad8\uff0c\u6539\u70ba\u8a13\u7df4\u4e00\u500b\u8f15\u91cf\u7684\u9023\u63a5\u5668\u5c0d\u9f4a\u7406\u89e3\u6a21\u7d44\uff0c\u518d\u7528\u300cUnified Progressive Frequency Bridging (UPFB)\u300d\u5728\u63a8\u8ad6\u6642\u628a\u4efb\u52d9\u4ea4\u63a5\u7d66\u9810\u8a13\u7df4\u7684\u9ad8\u5bb9\u91cf\u751f\u6210\u5668\uff0c\u65e2\u7701\u8a13\u7df4\u8cc7\u6e90\u53c8\u4fdd\u7559\u8996\u89ba\u54c1\u8cea\u3002\u70ba\u4e86\u88dc\u8db3\u63a8\u7406\u985e\u5f71\u7247\u751f\u6210\u7684\u8a55\u6e2c\u7a7a\u767d\uff0c\u4f5c\u8005\u9084\u767c\u5e03\u4e86 <strong>VR-Bench<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u500b\u9805\u76ee\u662f <strong>LumosX<\/strong>\uff0c\u5df2\u88ab ICLR 2026 \u63a5\u6536\u3002\u5b83\u7684\u5207\u5165\u9ede\u662f\u300c\u591a\u4e3b\u9ad4\u500b\u6027\u5316\u5f71\u7247\u751f\u6210\u300d\uff1a\u5148\u7528\u5b57\u5e55\u8207 MLLM \u62bd\u53d6\u7684\u5148\u9a57\u5efa\u69cb\u95dc\u4fc2\u7d50\u69cb\uff0c\u518d\u900f\u904e Relational Self-Attention \u8207 Relational Cross-Attention \u7de8\u78bc\u4e3b\u9ad4\u8207\u5c6c\u6027\u4e4b\u9593\u7684\u4f9d\u8cf4\u3002\u8a55\u6e2c\u8cc7\u6e90\u96c6\u4e2d\u5728 <code>LumosX\/benchmark\/<\/code>\uff0c\u6b0a\u91cd\u5df2\u4e0a\u50b3 Hugging Face\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u500b\u9805\u76ee\u662f <strong>UniLumos<\/strong>\uff08NeurIPS 2025\uff09\uff0c\u5c08\u6ce8\u65bc\u5716\u50cf\u8207\u5f71\u7247\u7684\u7d71\u4e00\u91cd\u65b0\u6253\u5149\uff0c\u63a1\u7528 RGB \u7a7a\u9593\u5e7e\u4f55\u56de\u994b\u914d\u5408 flow-matching \u4e3b\u5e79\uff0c\u9069\u5408\u9700\u8981\u63a7\u5236\u5149\u5f71\u7684\u7814\u7a76\u8207\u61c9\u7528\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7e3d\u7d50\u8981\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>** DAMO \u662f Discovery, Adventure, Momentum and Outlook<\/li>\n\n\n\n<li><strong>Lumos-Nexus<\/strong>\uff1a\u8f15\u91cf\u8a13\u7df4\u642d\u914d UPFB \u983b\u7387\u4ea4\u63a5\uff0c\u517c\u9867\u63a8\u7406\u54c1\u8cea\u8207\u8996\u89ba\u4fdd\u771f\u5ea6<\/li>\n\n\n\n<li><strong>LumosX<\/strong>\uff1a\u4ee5\u95dc\u4fc2\u5f0f\u6ce8\u610f\u529b\u8655\u7406\u591a\u4e3b\u9ad4\u500b\u6027\u5316\u751f\u6210\uff0c\u9644 benchmark \u8207 Hugging Face \u6b0a\u91cd<\/li>\n\n\n\n<li><strong>UniLumos<\/strong>\uff1a\u7d71\u4e00\u5716\u7247\u8207\u5f71\u7247\u91cd\u65b0\u6253\u5149\uff0c\u63a1\u7528 flow-matching \u8207\u5e7e\u4f55\u56de\u994b<\/li>\n\n\n\n<li><strong>VR-Bench<\/strong>\uff1a\u88dc\u4e0a\u63a8\u7406\u9a45\u52d5\u5f71\u7247\u751f\u6210\u7684\u8a55\u6e2c\u7f3a\u53e3<\/li>\n\n\n\n<li><strong>\u5b50\u9805\u76ee\u7368\u7acb\u90e8\u7f72<\/strong>\uff1a\u6bcf\u500b\u5b50\u9805\u76ee\u90fd\u6709\u7368\u7acb README\uff0c\u652f\u63f4\u55ae\u7368\u5b89\u88dd\u8207\u91cd\u73fe<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u9069\u5408\u7814\u7a76\u5f71\u7247\u751f\u6210\u3001\u591a\u6a21\u614b\u7d71\u4e00\u6a21\u578b\u8207\u500b\u6027\u5316\u751f\u6210\u7684\u7814\u7a76\u8005\u8207\u5de5\u7a0b\u5e2b\u3002\u5982\u679c\u4f60\u60f3\u9a57\u8b49 Lumos-Nexus \u7684\u63a8\u7406\u5f71\u7247\u6548\u679c\uff0c\u53ef\u9032\u5165 <code>Lumos-Nexus\/<\/code> \u8ddf\u96a8 README \u53d6\u5f97 OmniVideo \u6b0a\u91cd\u4e26\u8dd1\u6279\u6b21\u63a8\u8ad6\uff1b\u60f3\u8a55\u6e2c\u6253\u5149\u5247\u53ef\u53c3\u8003 UniLumos \u63d0\u4f9b\u7684\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2727 Repository layout \u2727<\/p>\n\n\n\n<div class=\"codecopy-container\">\n                <div class=\"codecopy-header\">\n                    \n                    <button class=\"codecopy-btn\" data-target=\"codecopy-6a1dd105bfa92\" title=\"Copy code to clipboard\">\n                <svg width=\"16\" height=\"16\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                    <path d=\"M16 1H4C2.9 1 2 1.9 2 3V17H4V3H16V1ZM19 5H8C6.9 5 6 5.9 6 7V21C6 22.1 6.9 23 8 23H19C20.1 23 21 22.1 21 21V7C21 5.9 20.1 5 19 5ZM19 21H8V7H19V21Z\" fill=\"currentColor\"\/>\n                <\/svg>\n                <span class=\"codecopy-text\">Copy<\/span>\n            <\/button>\n                <\/div>\n                <pre class=\"line-numbers\" id=\"codecopy-6a1dd105bfa92\"><code class=\"language-text\">Lumos-Custom\/\n\u251c\u2500\u2500 README.md                 # This file: umbrella overview\n\u251c\u2500\u2500 LumosX\/                   # ICLR 2026 \u00b7 personalized multi-subject video generation\n\u2502   \u2514\u2500\u2500 README.md\n\u251c\u2500\u2500 UniLumos\/                 # NeurIPS 2025 \u00b7 unified relighting + LumosBench\/\n\u2502   \u251c\u2500\u2500 README.md\n\u2502   \u2514\u2500\u2500 LumosBench\/\n\u2514\u2500\u2500 Lumos-Nexus\/              # arXiv preprint \u00b7 reasoning-driven unified video generation + VR-Bench\n    \u251c\u2500\u2500 README.md\n    \u2514\u2500\u2500 vr_bench_eval\/<\/code><\/pre>\n            <\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/alibaba-damo-academy\/Lumos-Custom\" rel=\"noopener noreferrer\">https:\/\/github.com\/alibaba-damo-academy\/Lumos-Custom<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/jiazheng-xing.github.io\/nexus-lumos-home\/\" rel=\"noopener noreferrer\">https:\/\/jiazheng-xing.github.io\/nexus-lumos-home\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u963f\u91cc\u5df4\u5df4\u9054\u6469\u9662(DAMO)\u958b\u6e90\u7684\u5f71\u7247\u5b9a\u5236\u7814\u7a76\u9805\u76ee\uff0c\u6db5\u84cb\u4e3b\u9ad4\u500b\u6027\u5316\u751f\u6210\u3001\u5f71\u50cf\u91cd\u65b0\u6253\u5149\uff0c\u4ee5\u53ca\u63a8\u7406\u9a45\u52d5\u7684\u7d71\u4e00\u5f71\u7247\u751f\u6210\u6846\u67b6\u3002<\/p>\n","protected":false},"author":8,"featured_media":8679,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,171,165,157,141,196],"tags":[],"class_list":["post-8680","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-165","category-157","category-141","category-196"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8680","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=8680"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8680\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8679"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}