Currently, I am a 4th-year Ph.D. student in Computer Science, School of Electronic and Computer Engineering, 
Peking University, supervised by Prof. Jian Zhang. Previously, I received my B.Eng degree of software engineering from 
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 main research interests include computer vision, diffusion models, and machine learning, primarily focusing on video-related Artificial Intelligence Generated Content (AIGC). I have led several interesting projects on video editing, novel view synthesis, and low-level vision, and have complished 9 papers as the first author, with over a thousand citations on Google Scholar. Most recently, my main research topic is multimodal video generation and interactive world model. I’m open to opportunities and please feel free to get in touch via email: szyang AT stu DOT pku DOT edu DOT cn
📜 Research Area
- Video-related AIGC
- Novel View Synthesis
- Low-level Vision
📝 Selected Publications
  | Shuzhou Yang, Xiaoyu Li, Xiaodong Cun, Guangzhi Wang, Lingen Li, Ying Shan, Jian Zhang*. International Conference on Learning Representations (ICLR) [C], 2026 arXiv | Paper | Project Page | Social Media | Code  Adaptively compositing videos guided by user-specified trajectories and scales. |
  | Shuzhou Yang, Xiaodong Cun, Xiaoyu Li*, Yaowei Li, Jian Zhang*. Preprint, 2025 arXiv | Project Page Generating dense-view videos through cascaded diffusion model. |
  | Shuzhou Yang, Yu Wang, Haijie Li, Jiarui Meng, Yanmin Wu, Xiandong Meng, Jian Zhang*. Visual Intelligence (VI) [J], 2025 arXiv | Paper | Project Page | Social Media | Code  Using both 2D and 3D diffusion models for image-to-3D generation with hybrid fourier score distillation. |
  | Shuzhou Yang, Chong Mou, Jiwen Yu, Yuhan Wang, Xiandong Meng, Jian Zhang*. Computational Visual Media (CVMJ) [J], 2025 arXiv | Project Page | Social Media | Code  Editing long videos coherently via neural video fields. |
  | Shuzhou Yang†, Xuanyu Zhang†, Yinhuai Wang, Jiwen Yu, Yuhan Wang, Jian Zhang*. International Journal of Computer Vision (IJCV) [J], 2024 arXiv | Paper | Social Media Bridge the gap between real scenes and training data by diffusion model prior. |
  | Shuzhou Yang, Moxuan Ding, Yanmin Wu, Zihan Li, Jian Zhang*. International Conference on Computer Vision (ICCV) [C], 2023 arXiv | Paper | Social Media | Code  Normalize images by neural representation and enhance them based on CLIP prior. |
  | Shuzhou Yang†, Zhiying Jiang†, Jinyuan Liu, Xin Fan, Risheng Liu*. IEEE Transactions on Instrumentation and Measurement (TIM) [J], 2023 Paper | Code Restore image degradation through a multi-scale progressive network. |
  | Yinhuai Wang†, Shuzhou Yang†, Yujie Hu, Jian Zhang*. Computer Vision and Pattern Recognition Workshop (CVPRW) [C], 2023 arXiv | Code Realize defocusing effect in 3D scenarios. |
💻 Academic Services
- Journal Reviewer:
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
- International Journal of Computer Vision (IJCV)
- IEEE Transactions on Image Processing (TIP)
- IEEE Transactions on Multimedia (TMM)
- IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
- ACM Transactions on Multimedia Computing, Communications and Applications (TOMM)
- IEEE Journal of Selected Topics in Signal Processing (JSTSP)
- Conference Reviewer: CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, Siggraph, AAAI, etc.
- Teaching assistant for computer vision course at School of Electronic and Computer Engineering, Peking University, 2023.
🎖️ Selected Honors
- [2025] Peking University May Fourth Scholarship. 🏆️
- [2023-2025] Outstanding Student Award at Peking University.
- [2019-2021] First Class Excellent Scholarship at Dalian University of Technology.
🏫 Educations
- Sep’2022-Jul’2027: Ph.D. (Computer Science), Peking University
- Sep’2018-Jul’2022: B.Eng (Software Engineering), Dalian University of Technology