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Xinguo Liu

5 accepted papers

2026

MatMart: Material Reconstruction of 3D Objects via Diffusion

CVPR 2026

Applying diffusion models to physically-based material estimation and generation has recently gained prominence. In this paper, we propose MatMart, a novel material reconstruction framework for 3D objects, offering the following advantages. First, MatMart adopts a two-stage reconstruction, starting

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2025

CoMPaSS: Enhancing Spatial Understanding in Text-to-Image Diffusion Models

ICCV 2025poster

Text-to-image (T2I) diffusion models excel at generating photorealistic images, but commonly struggle to render accurate spatial relationships described in text prompts. We identify two core issues underlying this common failure: 1) the ambiguous nature of spatial-related data in existing datasets,…