Note:
A multi-branch architecture designed for high-fidelity PBR texture generation, bridging PBR materials with illumination context.
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* PBR-to-NPR stylization refers to converting physically-based rendered (PBR) materials, which aim for photorealism, into non-photorealistic (NPR) styles, such as toon shading, or hand-painted appearances. This process reinterprets realistic lighting and material cues into artistic, stylized visuals for applications like animation or games.
@article{lumitex2025,
title={LumiTex: Towards High-Fidelity PBR Texture Generation with Illumination Context},
author={Jingzhi Bao and Hongze Chen and Lingting Zhu and Chenyu Liu and Runze Zhang and Keyang Luo and Zeyu Hu and Weikai Chen and Yingda Yin and Xin Wang and Zehong Lin and Jun Zhang and Xiaoguang Han},
journal={arXiv preprint arXiv:2511.19437},
year={2025}
}