I am currently a second-year Ph.D. candidate in the School of Computer Science and Engineering, Nanjing University of Science and Technology, advised by Prof. Jinshan Pan and Prof. Jiangxin Dong. I collaborate with Prof. Yukai Shi. I am also a co-founder of Low-Level CV Website, an information platform dedicated to low-level computer vision.
Research interest: Image/Video Enhancement, Diffusion.
Never stop looking for collaboration, kindly contact me via email.
🔥 News
- 2025.12: 🎉🎉 One paper about One-Step Image Super-resolution has been released on [arxiv].
- 2025.11: 🎉🎉 One paper about High-Quality Video Super-resolution has been released on [arxiv].
- 2025.7: 🎉🎉Welcome to visit our website (专注底层视觉领域的信息服务平台) for low-level vision !
- 2025.2: 🎉🎉 One paper about Faithful Image Super-resolution was accpeted by CVPR 2025 [CVF], and the official code was released in FaithDiff.
📝 Publications
Image/Video Enhancement and Analysis
- Bridging Fidelity-Reality with Controllable One-Step Diffusion for Image Super-Resolution
Chenhao, Junyang Chen, Jinshan Pan, Jiangxin Dong
arxiv, 2025. [arxiv] - STCDiT: Spatio-Temporally Consistent Diffusion Transformer for High-Quality Video Super-Resolution
Junyang Chen, Jiangxin Dong, Long Sun, Yixin Yang, Jinshan Pan
arxiv, 2025. [arxiv] - FaithDiff: Unleashing Diffusion Priors for Faithful Image Super-resolution
Junyang Chen, Jinshan Pan, Jiangxin Dong
CVPR, 2025. [CVF]
Human-centric Visual Generation
- Open-World Pose Transfer via Sequential Test-Time Adaption
Junyang Chen, Xiaoyu Xian, Zhijing Yang, Yukai Shi, Jinshan Pan, Liang Lin
arXiv pre-print, [arxiv] - OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup
Zhijing Yang, Junyang Chen, Yukai Shi, Hao Li, Tianshui Chen, Liang Lin
IEEE Transactions on Multimedia (T-MM), 2023. [arxiv] [code]
Image Denoising
- DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer
Hao Li, Zhijing Yang, Xiaobin Hong, Yukai Shi, Junyang Chen, Jinshan Pan
Knowledge-Based Systems (KBS), 2022. [arxiv] [pdf] [code]
🎖 Honors and Awards
- 2023.9 National Scholarship, GDUT.
- 2023.9 First Class Scholarship, GDUT.
- 2022.9 First Class Scholarship, GDUT.
- 2021.9 First Class Scholarship, GDUT.
📖 Educations
- 2024.09 - now, Ph.D., School of Computer Science and Engineering, Nanjing University of Science and Technology.
- 2021.09 - 2024.6, Master, School of Information Engineering, Guangdong University of Technology.
- 2017.09 - 2021.06, Undergraduate, School of Information Engineering, Guangdong University of Technology.