LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models
Fan-Yun Sun, Weiyu Liu, Siyi Gu, Dylan Lim, Goutam Bhat, Federico Tombari, Manling Li, Nick Haber, Jiajun Wu
Abstract
Holodeck no Òcentral reading areaÓ LayoutVLM assets that fail to satisfy constraints From unlabeled 3D assets and language instruction, LAYOUTVLM generates scene layouts that are physically plausible and semantically coherent-two criteria that existing methods often struggle to meet. Our approach addresses this by using a VLM to generate a scene layout representation that defines both an initial layout and spatial relations between assets for differentiable optimization.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 1f2397ef-63c8-4b2e-b359-c75893279c6eCited by top-tier papers20
- SceneWeaver: All-in-One 3D Scene Synthesis with an Extensible and Self-Reflective AgentYandan Yang, Baoxiong Jia, Shujie Zhang, Siyuan HuangNeurIPS 2025 · 65 citations
- SAGE: Scalable Agentic 3D Scene Generation for Embodied AIHongchi Xia, Xuan Li, Zhaoshuo Li, Qianli Ma et al.CVPR 2026 · 50 citations
- Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive ImagesShengguang Wu, Fan-Yun Sun, Kaiyue Wen, Nick HaberACL 2025 · 12 citations
- Placeit3d: Language-Guided Object Placement in Real 3D ScenesAhmed Abdelreheem, Filippo Aleotti, Jamie Watson, Zawar Qureshi et al.ICCV 2025 · 11 citations
- PhyScensis: Physics-Augmented LLM Agents for Complex Physical Scene ArrangementYian Wang, Han Yang, Minghao Guo, Xiaowen Qiu et al.ICLR 2026 · 10 citations
Builds on19
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Distance-IoU Loss: Faster and Better Learning for Bounding Box RegressionZhaohui Zheng, Ping Wang, Wei Liu, Jinze Li et al.AAAI 2020 · 4,823 citations
- Self-Consistency Improves Chain of Thought Reasoning in Language ModelsXuezhi Wang, Jason Wei, Dale Schuurmans, Quoc V. Le et al.ICLR 2023 · 681 citations
- 3D-LLM: Injecting the 3D World into Large Language ModelsYining Hong, Haoyu Zhen, Peihao Chen, Shuhong Zheng et al.NeurIPS 2023 · 662 citations
- LayoutGPT: Compositional Visual Planning and Generation with Large Language ModelsWeixi Feng, Wanrong Zhu, Tsu-Jui Fu, Varun Jampani et al.NeurIPS 2023 · 462 citations
Related papers
- Repurposing 3D Generative Model for Autoregressive Layout GenerationHaoran Feng, Yifan Niu, Zehuan Huang, Yangtian Sun et al.CVPR 2026 · 3 citations
- HOG-Layout: Hierarchical 3D Scene Generation, Optimization and Editing via Vision-Language ModelsHaiyan Jiang, Deyu Zhang, Dongdong Weng, Weitao Song et al.CVPR 2026 · 1 citation
- Hierarchically-Structured Open-Vocabulary Indoor Scene Synthesis with Pre-trained Large Language ModelWeilin Sun, Xinran Li, Manyi Li, Kai Xu et al.AAAI 2025 · 7 citations
- Direct Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial ReasoningXingjian Ran, Yixuan Li, Linning Xu, Mulin Yu et al.NeurIPS 2025 · 34 citations
- Scenethesis: A Language and Vision Agentic Framework for 3D Scene GenerationLu Ling, Chen-Hsuan Lin, Tsung-Yi Lin, Yifan Ding et al.ICLR 2026 · 74 citations
