Boyun Li

Boyun Li

Boyun Li (李伯运) is currently a Postdoctoral Fellow at University of Macau, working under the supervision of Prof. Jiantao Zhou. He received his B.E. and Ph.D. degree from College of Computer Science, Sichuan University in 2019 and 2025, respectively, supervised by Prof. Xi Peng. His research focuses on Computer Vision and Deep Learning, particularly on the all-in-one image restoration and representation learning.

I am always open to research collaborations. Please feel free to contact me via email if you are interested in working together.

Research Interests

• Computer Vision: Image Restoration, Image Processing
• Machine Learning: Unsupervised Learning, Representation Learning

News

• [Apr. 2025] one paper was accepted by TPAMI. Thanks to all Wenxin, Yuanbiao and all other co-authors!
• [Feb. 2025] one paper was accepted by CVPR 2025. Thanks to all co-authors!
• [May. 2024] one paper was accepted by ICML 2024. Thanks to Yuanbiao, Haiyu!
• [Feb. 2023] one paper was accepted by CVPR 2023. Thanks to Haiyu, Yuanbiao!
• [Mar. 2022] one paper was accepted by CVPR 2022. Many thanks to co-authors!
• [Mar. 2021] one paper was accepted by CVPR 2021.
• [Nov. 2020] one paper was accepted by IJCV.
• [Sep. 2020] one paper was accepted by NeurIPS 2020.
• [Aug. 2020] one paper was accepted by TIP.

Selected Publications

• All-in-One Image Restoration

  • Boyun Li#, Yuanbiao Gou#, Wenxin Wang, Peng Hu, Wangmeng Zuo and Xi Peng, “Relationship Quantification of Image Degradations,” IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025.
    [Arxiv] [Codes] [BibTex]
  • Yuanbiao Gou, Haiyu Zhao, Boyun Li, Xinyan Xiao, Xi Peng, “Test-Time Degradation Adaptation for Open-Set Image Restoration,” presented at the International Conference on Machine Learning (ICML), Vienna, Austria, Jul. 2024.
    [PDF] [Codes] [BibTex]
  • Boyun Li, Xiao Liu, Peng Hu, Zhongqin Wu, Jiancheng Lv, and Xi Peng, “All-In-One Image Restoration for Unknown Corruption,” presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, Jun. 2022.
    [PDF] [Codes] [BibTex].

• Network Structure for Image Restoration

  • Boyun Li, Haiyu Zhao, Wenxin Wang, Peng Hu, Yuanbiao Gou, Xi Peng, “MaIR: A Locality-and Continuity-Preserving Mamba for Image Restoration”, presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, TN, Jun. 2025.
    [PDF] [Codes] [BibTex]
  • Haiyu Zhao, Yuanbiao Gou, Boyun Li, Dezhong Peng, Jiancheng Lv, Xi Peng, “Comprehensive and Delicate: An Efficient Transformer for Image Restoration”, presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, Jun. 2023.
    [PDF] [Codes] [BibTex]
  • Yuanbiao Gou, Boyun Li, Zitao Liu, Songfan Yang, Xi Peng, “CLEARER: Multi-Scale Neural Architecture Search for Image Restoration,” presented at the Neural Information Processing Systems (NeurIPS), Vancouver, Canada, Dec. 2020.
    [PDF] [Codes] [BibTex]

• Unsupervised Learning / Restoration

  • Yijie Lin, Yuanbiao Gou, Zitao Liu, Boyun Li, Jiancheng Lv, and Xi Peng, “COMPLETER: Incomplete Multi-view Clustering via Contrastive Prediction,” presented at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Online, Jun. 2021.
    [PDF] [Codes] [BibTex]
  • Boyun Li#, Yuanbiao Gou#, Shuhang Gu, Jerry Zitao Liu, Joey Tianyi Zhou, Xi Peng, “You only look yourself: Unsupervised and untrained single image dehazing neural network,” International Journal of Computer Vision (IJCV), vol. 129, pp. 1754-1767, May. 2021.
    [PDF] [Codes] [BibTex]
  • Boyun Li, Yuanbiao Gou, Jerry Zitao Liu, Hongyuan Zhu, Joey Tianyi Zhou, Xi Peng, “Zero-Shot Image Dehazing,” IEEE Transactions on Image Processing (TIP), vol. 29, pp. 8457–8466, Aug. 2020.
    [PDF] [Codes] [BibTex]

Activities

• 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 Circuits and Systems for Video Technology (TCSVT)
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Transactions on Systems, Man and Cybernetics: Systems
  • IEEE Transactions on Intelligent Vehicles (TIV)
  • Transactions on Machine Learning Research
  • IET Image Processing
  • The Visual Computer
  • Machine Learning
  • Signal Processing
  • Machine Vision and Applications
  • Signal, Image and Video Processing
  • Frontiers of Optoelectronics
  • IEEE Access
• Conference Reviewer / TPC Member
  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023-2025
  • International Conference on Computer Vision (ICCV) 2023-2025
  • International Conference on Machine Learning (ICML) 2023-2024
  • Advanced in Neural Information Processing Systems (NeurIPS) 2023-2025
  • International Conference on Learning Representations (ICLR) 2023-2025
  • AAAI Conference on Artificial Intelligence (AAAI) 2023-2026
  • ACM Multimedia (ACM MM) 2024-2025
  • SIGGRAPH Asia 2024
  • European Conference on Artificial Intelligence (ECAI) 2025
  • Artificial Intelligence and Statistics (AISTATS) 2025-2026
  • IEEE International Conference on Multimedia and Expo (ICME) 2020-2025
  • IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023-2024
  • Winter Conference on Applications of Computer Vision (WACV) 2026
  • Asian Conference on Machine Learning (ACML) 2021-2022
  • Asian Conference on Computer Vision (ACCV) 2024
  • International Conference on Pattern Recognition (ICPR) 2024
  • International Conference on MultiMedia Modeling (MMM) 2025
  • Computer Graphics International (CGI) 2021
  • CAAI International Conference on Artificial Intelligence (CICAI) 2021-2023
  • International Conference on Tools with Artificial Intelligence (ICTAI) 2020
  • Chinese Conference on Pattern Recognition and Computer Vision (PRCV) 2020
  • The Pacific-Rim Symposium on Image and Video Technology (PSIVT) 2020
  • International Conference on Image and Graphics (ICIG) 2021
• Services
  • Volunteer service for ACM TURC 2019, Chengdu.
• Research Experience
  • [2023.5 - 2023.11] : Research Intern at OPPO Research Institute, mentored by Quanlong Zheng, Hui Zeng and Lei Zhang.
  • [2020.12 - 2021.3] : Research Intern at Baidu CV, mentored by Teng Xi and Gang Zhang.

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