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Indoor Scene Synthesis

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Papers

SPHERE: Adaptive VR Indoor Scene Generation via LLM-Enhanced Spatial Preference Learning and Human-in-the-Loop RL

2026-10-01 · Hyeonmin Lee, Zheng Wei, Kyungmin Kwon, Jumin Seo 외 arxiv

While Large Language Models (LLMs) advance 3D indoor scene synthesis, current pipelines fail to retain user-specific preferences across sessions, making immersive authoring a repetitive and physically fatiguing process. …

Reinforcement LearningIndoor Scene SynthesisScene Generation

Beyond Placement and Articulation: Usage-Driven Code Scenes for Embodied Interaction

2026-08-19 · Zijian Xiao, Zipeng Ye, Jinkun Hao, Xiong Yang 외 arxiv

Indoor scene synthesis provides essential environments for embodied AI, robotic manipulation, and simulation-based policy learning. Recent code-based scene generation methods produce editable and extensible environments,…

Indoor Scene SynthesisScene Generation

Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environments

2026-07-02 · Xianhui Meng, Zirui Song, Yuchen Zhang, Li Zhang 외 arxiv

Large Language Models (LLMs) have demonstrated remarkable capabilities in 3D indoor synthesis for Manhattan environments. However, existing methods often fail to capture plausible object layout patterns in non-Manhattan …

Indoor Scene Synthesis

HomeWorld: A Unified Floorplan-to-Furnished Framework for Generating Controllable, Densely Interactive Whole-Home Scenes

2026-06-04 · Wenbo Li, Xiaoliang Ju, Zipeng Qin, Rongyao Fang 외 arxiv

Indoor scene generation is crucial for robot simulation and modern interior design. However, complex layouts together with scarce 3D scene data make learning-based generation challenging. Existing methods often rely on h…

Indoor Scene SynthesisScene GenerationImage Generation

Function2Scene: 3D Indoor Scene Layout from Functional Specifications

2026-05-29 · Ruiqi Wang, Qimin Chen, Daniel Ritchie, Angel X. Chang 외 arxiv

Most text-driven 3D indoor scene synthesis methods generate rooms from object-centric prompts, asking what furniture should be placed rather than how the space is used. Yet in real interior design, a layout is judged by …

Indoor Scene Synthesis

SceneCode: Executable World Programs for Editable Indoor Scenes with Articulated Objects

2026-05-19 · Puyi Wang, Yuhao Wang, Linjie Li, Zhengyuan Yang 외 arxiv

Indoor scene synthesis underpins embodied AI, robotic manipulation, and simulation-based policy evaluation, where a useful scene must specify not only what the environment looks like, but also how its objects are structu…

Indoor Scene SynthesisScene Generation

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