{"id":13588,"date":"2026-10-20T14:17:53","date_gmt":"2026-10-20T06:17:53","guid":{"rendered":"https:\/\/infernews.com\/blog\/scene-designer\/"},"modified":"2026-10-20T15:27:17","modified_gmt":"2026-10-20T07:27:17","slug":"scene-designer","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/scene-designer\/","title":{"rendered":"Scene-Designer\uff1a\u667a\u80fd 3D \u5834\u666f\u751f\u6210\u8207\u8a2d\u8a08"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Scene-Designer-3D.jpg\" alt=\"Scene-Designer bear logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">3D \u5834\u666f\u751f\u6210\u6700\u96e3\u7684\u5730\u65b9\uff0c\u5f80\u5f80\u4e0d\u662f\u780c\u51fa\u7269\u4ef6\uff0c\u800c\u662f\u77e5\u9053\u5834\u666f\u662f\u5426\u5408\u7406\uff0c\u4ee5\u53ca\u4fee\u6b63\u932f\u8aa4\u6642\u907f\u514d\u6108\u6539\u6108\u4e82\u3002Scene-Designer \u662f\u4e00\u500b\u9762\u5411 Agentic 3D Scene Generation \u7684\u7814\u7a76\u6846\u67b6\uff0c\u76ee\u6a19\u6b63\u662f\u8b93\u6a21\u578b\u5b78\u7fd2\u8a2d\u8a08\u5834\u666f\u3001\u8a55\u5be9\u8cea\u7d20\uff0c\u518d\u6309\u8a55\u8a9e\u4f5c\u6709\u6548\u4fee\u6b63\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5 Scene-OTA-35K \u7684 Observation\u2013Thought\u2013Action \u8ecc\u8de1\u5b78\u7fd2\u8a2d\u8a08\u8207\u4fee\u6539\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u900f\u904e Scene-OTC-15K \u7684 Observation\u2013Thought\u2013Critic \u7d93\u9a57\uff0c\u6bd4\u8f03\u5834\u666f\u8cea\u7d20\u3002<\/li>\n\n\n\n<li>\u7528 Branch-ranking reward \u6bd4\u8f03\u540c\u4e00\u7236\u5834\u666f\u7522\u751f\u7684\u5206\u652f\u3002<\/li>\n\n\n\n<li>\u4ee5 Improvement reward \u5224\u65b7\u5b50\u5834\u666f\u662f\u5426\u771f\u6b63\u512a\u65bc\u539f\u5834\u666f\u3002<\/li>\n<\/ul>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/zju-omniai.github.io\\\/Scene-Designer\\\/assets\\\/videos\\\/scene-designer-overview-en.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\">Causal Trajectory Consolidation \u6703\u79fb\u9664\u6c92\u6709\u4e0b\u6e38\u8ca2\u737b\u7684\u7121\u6548\u64cd\u4f5c\uff0c\u540c\u6642\u4fdd\u7559\u6709\u6548\u6c7a\u5b9a\u53ca\u5fc5\u8981\u4e2d\u9593\u72c0\u614b\u3002Scene perturbations \u5247\u523b\u610f\u52a0\u5165\u4f48\u5c40\u504f\u5dee\u3001\u529f\u80fd\u9000\u5316\u548c\u7269\u7406\u9055\u898f\uff0c\u518d\u5efa\u7acb\u504f\u597d\u6bd4\u8f03\uff0c\u4ee4\u6a21\u578b\u4e0d\u53ea\u662f spotting \u932f\u8aa4\uff0c\u800c\u662f\u5b78\u7fd2\u6307\u51fa\u54ea\u500b\u5834\u666f\u8f03\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Scene-GRPO \u7d50\u5408\u5206\u652f\u6392\u540d\u8207\u6539\u9032\u734e\u52f5\uff0c\u8b93\u4ee3\u7406\u5728\u76f8\u540c\u8d77\u9ede\u7684\u5019\u9078\u5834\u666f\u4e2d\u9078\u64c7\u8f03\u4f73\u8a2d\u8a08\uff0c\u4e26\u6e1b\u5c11\u6c92\u6709\u5e36\u4f86\u5be6\u969b\u9032\u6b65\u7684\u53cd\u8986\u4fee\u6539\u3002\u9019\u7a2e\u505a\u6cd5\u6bd4\u53ea\u8ffd\u6c42\u6700\u7d42\u751f\u6210\u7d50\u679c\u7684\u8a13\u7df4\u591a\u4e86\u4e00\u5c64\u8cea\u7d20\u5224\u65b7\uff0c\u4ea6\u76f4\u63a5\u56de\u61c9\u901a\u7528\u6a21\u578b\u300c\u8b58\u932f\u4f46\u4e0d\u61c2\u6709\u6548\u4fee\u6b63\u300d\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u5718\u968a\u6bd4\u8f03\u4e86\u6a21\u578b\u8207 GPT-5.2 \u5728\u6210\u5c0d\u5834\u666f\u6bd4\u8f03\u53ca\u56db\u5834\u666f\u504f\u597d\u6392\u5e8f\u4e0a\u7684\u8868\u73fe\uff1b\u9996\u9801\u4ea6\u63d0\u4f9b\u5341\u7d44 prompt-to-scene \u793a\u7bc4\u3002\u4e0d\u904e\uff0c\u516c\u958b\u8cc7\u6599\u672a\u4ea4\u4ee3\u5b8c\u6574\u5b89\u88dd\u6d41\u7a0b\uff0cHugging Face \u4e0a\u5df2\u5217\u51fa Scene-Builder-Qwen3-VL-8B-Instruct \u6a21\u578b\u8207 Scene-OTC-Bench \u8cc7\u6599\u96c6\uff0c\u8f03\u9069\u5408\u5177 3D \u751f\u6210\u3001Agent \u8a13\u7df4\u53ca\u6a21\u578b\u8a55\u4f30\u7d93\u9a57\u7684\u5718\u968a\u5148\u884c\u7814\u7a76\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/zju-omniai.github.io\/Scene-Designer\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/ZJU-OmniAI\/Scene-Designer\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/XuanyuLiu\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Scene-Designer \u628a\u5834\u666f\u751f\u6210\u3001\u8cea\u7d20\u8a55\u4f30\u8207\u53cd\u8986\u4fee\u6b63\u653e\u9032\u540c\u4e00\u5957 Agent \u8a13\u7df4\u6d41\u7a0b\uff0c\u6e1b\u5c11\u7121\u6548\u6539\u52d5\u3002<\/p>\n","protected":false},"author":8,"featured_media":13587,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,116,76,127,185,153,157,210,197,132,199],"tags":[],"class_list":["post-13588","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-127","category-qwen","category-openai","category-157","category-worldactionmodel","category-framework","category-3d","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13588","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=13588"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13588\/revisions"}],"predecessor-version":[{"id":13592,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13588\/revisions\/13592"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13587"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13588"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13588"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13588"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}