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
2025年份
20顶会引用
摘要
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.
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引用它的顶会 Paper20
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- Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive ImagesShengguang Wu, Fan-Yun Sun, Kaiyue Wen, Nick HaberACL 2025 · 被引用 12 次
- Placeit3d: Language-Guided Object Placement in Real 3D ScenesAhmed Abdelreheem, Filippo Aleotti, Jamie Watson, Zawar Qureshi 等ICCV 2025 · 被引用 11 次
- PhyScensis: Physics-Augmented LLM Agents for Complex Physical Scene ArrangementYian Wang, Han Yang, Minghao Guo, Xiaowen Qiu 等ICLR 2026 · 被引用 10 次
它引用的顶会 Paper19
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- 3D-LLM: Injecting the 3D World into Large Language ModelsYining Hong, Haoyu Zhen, Peihao Chen, Shuhong Zheng 等NeurIPS 2023 · 被引用 662 次
- LayoutGPT: Compositional Visual Planning and Generation with Large Language ModelsWeixi Feng, Wanrong Zhu, Tsu-Jui Fu, Varun Jampani 等NeurIPS 2023 · 被引用 462 次
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