Zheng-Hui Huang
Portrait of Zheng-Hui Huang

Zheng-Hui Huang|黄正辉

I am a second-year Ph.D. student at the Graduate Institute of Networking and Multimedia, National Taiwan University, advised by Yung-Yu Chuang and Yu-Lun Liu. My research focuses on video generative models and computational photography.

I received my M.S. in Computer Science and Information Engineering from National Taiwan University and my B.S. in Electrical Engineering from Yuan Ze University. I am currently a research intern at Shanda AI Research Tokyo, working on generative rendering algorithms with Zhixiang Wang, and previously interned at the Shanghai AI Laboratory with Kaipeng Zhang.

Selected Publications

* denotes equal contribution.

  1. PROWBench: Do Video Models Render What the Program Specifies?

    Zheng-Hui Huang*, Guixu Lin*, Yu-Ju Tsai, Jian-Kai Zhu, Fengbo Lan, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  2. Generative World Renderer

    Zheng-Hui Huang, Zhixiang Wang, Jiaming Tan, Ruihan Yu, Yidan Zhang, Bo Zheng, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang

    arXiv 2026

  3. Generative World Renderer at the Speed of Play

    Guixu Lin, Zheng-Hui Huang, Siqi Yang, Ming-Hsuan Yang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  4. Reflection Separation from a Single Image via Joint Latent Diffusion

    Zheng-Hui Huang, Zhixiang Wang, Yu-Lun Liu, Yung-Yu Chuang

    CVPR 2026

All Publications

* denotes equal contribution.

  1. InfiniDream: Open-Ended Photorealistic 3D Worlds through Procedural Generation

    Yi-Chuan Huang, Hao-Jen Chien, Zheng-Hui Huang, Yu-Lun Liu, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  2. AlayaCrafter: An Agent-First 3D Stack for Programmable Worlds

    Yonghao Yu, Ruihan Yu, Sho Kuno, Muyao Niu, Yu-Ju Tsai, Zheng-Hui Huang, Fengbo Lan, Guixu Lin, Runyi Li, Chuanhao Li, Ming-Hsuan Yang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  3. PROWBench: Do Video Models Render What the Program Specifies?

    Zheng-Hui Huang*, Guixu Lin*, Yu-Ju Tsai, Jian-Kai Zhu, Fengbo Lan, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  4. EditHero: A Benchmark for Long-Horizon Part-Level 3D Editing and Vibe Modeling

    Ruihan Yu*, Yu-Ju Tsai*, Muyao Niu, Runyi Li, Lian Fu, Hanqing Liu, Zheng-Hui Huang, Yonghao Yu, Sho Kuno, Ming-Hsuan Yang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  5. KaiNinja: Extending Native 3D Generators to the Part Level

    Ruihan Yu, Lian Fu, Muyao Niu, Zheng-Hui Huang, Yu-Ju Tsai, Sho Kuno, Fengbo Lan, Yonghao Yu, Erwin Wu, Ming-Hsuan Yang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  6. WorldSculpt: Generating Compositional Worlds from Grounded Videos

    Muyao Niu, Jixuan He, Ruihan Yu, Lian Fu, Yonghao Yu, Zheng-Hui Huang, Yifan Zhan, Fengbo Lan, Yongtao Ge, Yinqiang Zheng, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  7. Generative World Renderer at the Speed of Play

    Guixu Lin, Zheng-Hui Huang, Siqi Yang, Ming-Hsuan Yang, Kaipeng Zhang, Zhixiang Wang

    arXiv 2026

  8. BRDFusion: Physics Meets Generation for Urban Scene Inverse Rendering

    Yi-Ruei Liu, Jie-Ying Lee, Zheng-Hui Huang, Yu-Lun Liu, Chih-Hao Lin

    arXiv 2026

  9. Reflection Separation from a Single Image via Joint Latent Diffusion

    Zheng-Hui Huang, Zhixiang Wang, Yu-Lun Liu, Yung-Yu Chuang

    CVPR 2026

  10. SkyMatte: a High-Quality Dataset for Improving Sky Image Matting — inputSkyMatte: a High-Quality Dataset for Improving Sky Image Matting — output

    SkyMatte: a High-Quality Dataset for Improving Sky Image Matting

    Cheng-Yen Tsai*, Zheng-Hui Huang*, Wei-Lien Tang, Hsiu-Ting Yang, Jo-Fan Wu, Yung-Yu Chuang

    ICASSP 2026

  11. Generative World Renderer

    Zheng-Hui Huang, Zhixiang Wang, Jiaming Tan, Ruihan Yu, Yidan Zhang, Bo Zheng, Yu-Lun Liu, Yung-Yu Chuang, Kaipeng Zhang

    arXiv 2026

  12. Semantic-Region Specific Lookup Tables for Image Enhancement via Unpaired Learning — inputSemantic-Region Specific Lookup Tables for Image Enhancement via Unpaired Learning — output
    Semantic-Region Specific Lookup Tables for Image Enhancement via Unpaired Learning — inputSemantic-Region Specific Lookup Tables for Image Enhancement via Unpaired Learning — output

    Semantic-Region Specific Lookup Tables for Image Enhancement via Unpaired Learning

    Zheng-Hui Huang, Tse-Yan Lee, Li-Jen Chang, Yong-Wei Chen, Ping-Jui Chiang, Jo-Fan Wu, Yung-Yu Chuang

    ICIP 2024

© 2026 Zheng-Hui Huang.