Liyuan Pan (潘利源)

School of Computer Science, Beijing Institute of Technology.

DSC02665.jpg

中心教学楼1305A

北京理工大学中关村校区

liyuan.pan AT bit.edu.cn

I am Liyuan Pan, a Research Professor and PhD Supervisor at the School of Computer Science, Beijing Institute of Technology, as well as a recipient of the National Young Talents Program.

I got my PhD degree from the Australian National University in 2021, supervised by Dr. Richard Hartley, Miaomiao Liu, Yuchao Dai and Hongdong Li. From 2021 to 2022, I worked as a Postdoctoral Research Fellow at the Australian National University under the supervision of Dr. Eric Stone. I joined the School of Computer Science, Beijing Institute of Technology, in June 2022.

I have published more than 30 first-author or corresponding-author papers in top-tier international conferences and journals on computer vision and machine learning, including ICCV, CVPR, TPAMI and NeurIPS. I ranked 3rd worldwide in the Google Landmark Retrieval Challenge and received the Outstanding Reviewer Award at ICCV 2021. My primary research interests cover event cameras, dual-pixel sensors, scene understanding, low-level vision, VLM, and biomedical image processing.

潘利源,博士,北京理工大学计算机学院特别研究员,博士生导师,国家级青年人才。 2021年于澳大利亚国立大学获得哲学博士学位,导师为Dr. Richard Hartley, Miaomiao Liu, Yuchao DaiHongdong Li。 2021年至2022于澳大利亚国立大学从事博士后研究,导师为Dr. Eric Stone。 2022年6月加入北京理工大学计算机学院。 2022年入选北京市青年人才托举工程。 2023年负责国家自然科学青年基金。 在计算机视觉与机器学习顶级国际会议/期刊ICCV, CVPR, TPAMI, NeurIPS等发表多篇论文,获Google地标检索挑战赛全球第3名,ICCV 2021最佳审稿人。 主要从事视觉和语言、场景理解、生物医学图像处理和新型传感器方向的研究。

Potential Students:

We admit 2–3 PhD candidates and 3 Master’s candidates each academic year.

Prospective students dedicated to research in VLM, low-level vision and artificial intelligence are cordially invited to join our research group. :raised_hands:

Dr. Liyuan Pan obtained her Ph.D. degeree from the Australian National University at 2021. Tell the world about yourself. Link to your favorite [subreddit](http://reddit.com). You can put a picture in, too. The code is already in, just name your picture `prof_pic.jpg` and put it in the `img/` folder. Put your address / P.O. box / other info right below your picture. You can also disable any of these elements by editing `profile` property of the YAML header of your `_pages/about.md`. Edit `_bibliography/papers.bib` and Jekyll will render your [publications page](/al-folio/publications/) automatically. Link to your social media connections, too. This theme is set up to use [Font Awesome icons](http://fortawesome.github.io/Font-Awesome/) and [Academicons](https://jpswalsh.github.io/academicons/), like the ones below. Add your Facebook, Twitter, LinkedIn, Google Scholar, or just disable all of them.

news

Jul 8, 2026 I am looking for prospective PhD and Master’s students for 2027.
Two papers accepted to ACM MM 26.
One paper accepted to ECCV 26.
One paper accepted to IJCV 26.
Six papers accepted to CVPR 26.

recent publications

  1. IJCV
    DCRR++: Unsupervised Reflection Removal and Novel View Synthesis via Dual-Pixel Guided 3D Gaussian Splatting
    Kailong Yu, Mina Han, Liyuan Pan, and 3 more authors
    International Journal of Computer Vision, 2026
  2. CVPR
    EmoThinker: Advancing Visual-Acoustic Emotion Analysis via Structural Token Selection and Chain-of-Thought Reasoning
    Qinfu Xu, Liyuan Pan, Yiwei Wei, and 3 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2026
  3. CVPR
    From Spots to Pixels: Dense Spatial Gene Expression Prediction from Histology Images
    Ruikun Zhang, Yan Yang, and Liyuan Pan
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2026
  4. CVPR
    DarkShake-DVS: Event-based Human Action Recognition under Low-light and Shaking Camera Conditions
    Jiaqi Chen, Qinfu Xu, and Liyuan Pan
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2026
  5. CVPR
    Language-Guided One-Step Diffusion Model for Nighttime Flare Removal
    Aoxiang Ning, Kailong Yu, Minglong Xue, and 5 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2026
  6. CVPR
    GeoFree-CoSeg: Unsupervised Point Cloud-Image Cross-Modal Co-Segmentation Without Geometric Alignment
    Xin Duan, Xiabi Liu, and Liyuan Pan
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2026
  7. CVPR Findings
    Seeing Through Fog: Towards Fog-Invariant Action Recognition
    Enqi Liu, Liyuan Pan, Zhi Gao, and 2 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops and Findings, Jun 2026
  8. ICME
    A Preliminary Study on GPT-Image Generation Model for Image Restoration
    Hao Yang, Yan Yang, Ruikun Zhang, and 1 more author
    In IEEE International Conference on Multimedia and Expo (ICME), Jun 2026
  9. PR
    SZCo: Self-supervised Zero-shot Co-segmentation with Region-text Alignment Learning
    Xin Duan, Yan Yang, Liyuan Pan, and 2 more authors
    Pattern Recognition, Jun 2026
  10. AAAI
    Oligodendrocyte-Driven Spiking Neural Model
    Mengqiao Han, Liyuan Pan, Xiabi Liu, and 1 more author
    In Proceedings of the AAAI Conference on Artificial Intelligence, Jun 2026
  11. CVPR
    EZSR: Event-based Zero-Shot Recognition
    Yan Yang, Liyuan Pan, Dongxu Li, and 1 more author
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2025
  12. CVPR
    DynFocus: Dynamic Cooperative Network Empowers LLMs with Video Understanding
    Yudong Han, Qingpei Guo, Liyuan Pan, and 3 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2025
  13. CVPR
    GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven
    Mengqiao Han, Liyuan Pan, and Xiabi Liu
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2025
  14. CVPR
    Task-Specific Gradient Adaptation for Few-Shot One-Class Classification
    Yunlong Li, Xiabi Liu, Liyuan Pan, and 1 more author
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2025
  15. ACL Findings
    ProBench: Judging Multimodal Foundation Models on Open-ended Multi-domain Expert Tasks
    Yan Yang, Dongxu Li, Haoning Wu, and 4 more authors
    In Findings of the Association for Computational Linguistics: ACL 2025, Jun 2025
  16. PR
    L2T-DFM: Learning to Teach with Dynamic Fused Metric
    Zhaoyang Hai, Liyuan Pan, Xiabi Liu, and 1 more author
    Pattern Recognition, Jun 2025
  17. PR
    LCCo: Lending CLIP to Co-segmentation
    Xin Duan, Yan Yang, Liyuan Pan, and 1 more author
    Pattern Recognition, Jun 2025
  18. VI
    DehazeMamba: Large Multi-modal Model Guided Single Image Dehazing via Mamba
    Ruikun Zhang, Zhiyuan Yang, and Liyuan Pan
    Visual Intelligence, Jun 2025
  19. PAMI
    Weakly-supervised Depth Estimation and Image Deblurring via Dual-Pixel Sensors
    Liyuan Pan, Richard Hartley, Liu Liu, and 6 more authors
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Jun 2024
  20. ECCV
    Event Camera Data Dense Pre-training
    Yan Yang, Liyuan Pan, and Liu Liu
    In The European Conference on Computer Vision (ECCV), Oct 2024
  21. CVPR
    LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
    Hao Yang, Liyuan Pan, Yan Yang, and 2 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2024
  22. CVPR
    Language-driven All-in-one Adverse Weather Removal
    Hao Yang, Liyuan Pan, Yan Yang, and 1 more author
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2024
  23. AAAI
    MA-Net: Rethinking Neural Unit in the light of Astrocytes
    Mengqiao Han, Liyuan Pan, and Xiabi Liu
    In The Annual AAAI Conference on Artificial Intelligence (AAAI), Feb 2024
  24. NeurIPS
    L2T-DLN: Learning to Teach with Dynamic Loss Network
    Zhaoyang Hai, Liyuan Pan, Xiabi Liu, and 2 more authors
    In Advances in Neural Information Processing Systems, Dec 2023
  25. ICCV
    Event Camera Data Pre-training
    Yan Yang, Liyuan Pan, and Liu Liu
    In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), Oct 2023
  26. CVPR
    AstroNet: When Astrocyte Meets Artificial Neural Network
    Mengqiao Han, Liyuan Pan, and Xiabi Liu
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2023
  27. CVPR
    K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring
    Yan Yang, Liyuan Pan, Liu Liu, and 1 more author
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2023