Lune

CVPR2025Top-tier venue

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

2025Year
20Top-tier citations

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.

Questions to start from

Your agent calls

Luneget_paper_fulltext

Ask in Lune

Free to start. No credit card required.

lune papers fulltext 1f2397ef-63c8-4b2e-b359-c75893279c6e

Cited by top-tier papers20

Ask how each one uses it

Builds on19

Related papers

Dusk over the sea between two cliffs drawn in fine vertical lines