Currently, I am a 3rd-year Ph.D. student in PKU Computer Science, Peking University, supervised by Prof. Jian Zhang. Previously, I received my B.Eng degree from DLUT Dalian University of Technology in 2022. During my undergraduate studies, I am privileged to work closely with Prof. Risheng Liu and Prof. Xin Fan in the field of low-level vision.

My primary research interests include computer vision, 3D vision and machine learning, mainly focusing on visual Artificial Intelligence Generated Content (AIGC), Novel View Synthesis, and Low-level Vision. You are welcome to contact me via my email: szyang AT stu.pku.edu.cn

📜 Research Area

  1. AIGC
  2. Low-level Vision
  3. Novel View Synthesis

📝 Selected Publications

 Equal Contribution†, Corresponding Author*
Fourier123: One Image to High-Quality 3D Object Generation with Hybrid Fourier Score Distillation
Shuzhou Yang, Yu Wang, Haijie Li, Jiarui Meng, Xiandong Meng, Jian Zhang*.
Preprint, 2024
arXiv | Project Page | Code

Using both 2D and 3D diffusion models to generate 3D asset from a single image with hybrid fourier score distillation.

Neural Video Fields Editing
Shuzhou Yang, Chong Mou, Jiwen Yu, Yuhan Wang, Xiandong Meng, Jian Zhang*.
Preprint, 2023
arXiv | Project Page | Code

Editing long videos coherently via neural video fields.

DiffLLE: Diffusion-guided Domain Calibration for Unsupervised Low-light Image Enhancement
Shuzhou Yang†, Xuanyu Zhang†, Yinhuai Wang, Jiwen Yu, Yuhan Wang, Jian Zhang*.
International Journal of Computer Vision (IJCV), 2024
arXiv

Bridge the gap between real scenes and training data by diffusion model prior.

Implicit Neural Representation for Cooperative Low-light Image Enhancement
Shuzhou Yang, Moxuan Ding, Yanmin Wu, Zihan Li, Jian Zhang*.
International Conference on Computer Vision (ICCV), 2023
arXiv | Paper | Code

Normalize images by neural representation and enhance them based on CLIP prior.

Multi-scale Synergism Ensemble Progressive and Contrastive Investigation for Image Restoration
Zhiying Jiang†, Shuzhou Yang†, Jinyuan Liu, Xin Fan, Risheng Liu*.
IEEE Transactions on Instrumentation and Measurement (TIM), 2023
Paper | Code

Restore image degradation through a multi-scale progressive network.

NeRFocus: Neural Radiance Field for 3D Synthetic Defocus
Yinhuai Wang†, Shuzhou Yang†, Yujie Hu, Jian Zhang*.
Computer Vision and Pattern Recognition Workshop (CVPRW), 2023
arXiv | Code

Realize defocusing effect in 3D scenarios.

💻 Academic Services

  • Journal Reviewer:
    • IEEE Transactions on Multimedia (TMM)
    • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
    • ACM Transactions on Multimedia Computing, Communications and Applications (TOMM)

🏫 Educations

  • Sep’2022-Jul’2027: Ph.D. (Computer Science), PKU Peking University
  • Sep’2018-Jul’2022: B.Eng (Software Engineering), DLUT Dalian University of Technology