TexGaussian: Generating High-quality PBR Material via Octree-based 3D Gaussian Splatting
Bojun Xiong, Jialun Liu, Jiakui Hu, Chenming Wu, Jinbo Wu, Xing Liu, Chen Zhao, Errui Ding, Zhouhui Lian
Abstract
TexGaussian Albedo Roughness Metallic Rendering 1 Rendering 2 A wooden box with gold accents Astronomical telescope A green jug with a handle and rope Textual Descriptions Input Mesh TexGaussian TexGaussian Rendering 3 Figure 1. Our proposed TexGaussian is capable of generating high-quality materials for given input 3D meshes based on the corresponding textual descriptions. The generated results are naturally compatible with modern graphical engines for photo-realistic rendering under different environment maps.
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Cited by top-tier papers14
- UniTEX: Universal High Fidelity Generative Texturing for 3D ShapesYixun Liang, Kunming Luo, Xiao Chen, Rui Chen et al.CVPR 2026 · 27 citations
- NaTex: Seamless Texture Generation as Latent Color DiffusionZeqiang Lai, Yunfei Zhao, Zibo Zhao, Xin Yang et al.CVPR 2026 · 11 citations
- OctGPT: Octree-based Multiscale Autoregressive Models for 3D Shape GenerationSi-Tong Wei, Rui-Huan Wang, Chuan-Zhi Zhou, Baoquan Chen et al.SIGGRAPH 2025 · 11 citations
- Lafite: A Generative Latent Field for 3D Native TexturingChia-Hao Chen, Yuan-Chen Guo, Zi-Xin Zou, Ze Yuan et al.CVPR 2026 · 6 citations
- LumiTex: Towards High-Fidelity PBR Texture Generation with Illumination ContextJingzhi Bao, Hongze Chen, Lingting Zhu, Chenyu Liu et al.ICLR 2026 · 3 citations
Builds on36
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingChitwan Saharia, William Chan, Saurabh Saxena, Lala Li et al.NeurIPS 2022 · 8,965 citations
- Adding Conditional Control to Text-to-Image Diffusion ModelsLvmin Zhang, Anyi Rao, Maneesh AgrawalaICCV 2023 · 6,759 citations
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