I am currently a first-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

  • 2025.7: 🎉🎉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 [arxiv], and the official code was released in FaithDiff.
  • 2023.1: 🎉🎉 One paper about virtual try-on was accpeted by IEEE TMM [arxiv], and the official code was released in DOC-VTON. Besides, we provide visualization results of various state-of-the-art methods, and auxiliary data of VITON and VITON-HD.
  • 2022.08: 🎉🎉 One paper about real world image denosing was accpeted by KBS [pdf], and the training code was released in DnSwin, congrats to Hao Li.

📝 Publications

Image/Video Enhancement and Analysis

  • FaithDiff: Unleashing Diffusion Priors for Faithful Image Super-resolution
    Junyang Chen, Jinshan Pan, Jiangxin Dong
    CVPR, 2025. [arxiv]

    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.