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Yuanhuiyi LYU

PhD Student
The Hong Kong University of Science and Technology (HKUST)
lvyuanhuiyi@foxmail.com


About Me

Hi! I’m a 1st year PhD student at HKUST GZ.

I obtained my B.ENG in Artificial Intelligence from Northeastern University (NEU).

My research interests include Multi-modal Learning and Generative Models.

Publications

  1. ICML 2025
    RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning
    Yuanhuiyi Lyu, Xu Zheng, Lutao Jiang, Yibo Yan, Xin Zou, Huiyu Zhou, Linfeng Zhang, Xuming Hu
    Forty-Second International Conference on Machine Learning(ICML), 2025.
    Homepage PDF
  2. CVPR 2024
    UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All
    Yuanhuiyi Lyu, Xu Zheng, Jiazhou Zhou, Lin Wang
    The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
    Homepage PDF
  3. arXiv
    Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation
    Yuanhuiyi Lyu, Xu Zheng, Lin Wang
    arXiv (arXiv), 2024.
    Homepage PDF
  4. ECCV 2024 Oral
    Learning Modality-agnostic Representation for Semantic Segmentation from Any Modalities
    Xu Zheng, Yuanhuiyi Lyu, Lin Wang
    The European Conference on Computer Vision (ECCV), Oral, 2024.
    Homepage PDF
  5. CVPR 2024 Hightlight
    ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More
    Jiazhou Zhou, Xu Zheng, Yuanhuiyi Lyu, Lin Wang
    The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Highlight, 2024.
    Homepage PDF
  6. ECCV 2024
    Centering the Value of Every Modality: Towards Efficient and Resilient Modality-agnostic Semantic Segmentation
    Xu Zheng, Yuanhuiyi Lyu, Jiazhou Zhou, Lin Wang
    The European Conference on Computer Vision (ECCV), 2024.
    Homepage PDF
  7. ECCV 2024
    EventBind: Learning a Unified Representation to Bind Them All for Event-based Open-world Understanding
    Jiazhou Zhou, Xu Zheng, Yuanhuiyi Lyu, Lin Wang
    The European Conference on Computer Vision (ECCV), 2024.
    Homepage PDF
  8. ICRA 2024
    Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera
    Jiahang Cao, Xu Zheng, Yuanhuiyi Lyu, Jiaxu Wang, Renjing Xu, Lin Wang
    The 2024 IEEE International Conference on Robotics and Automation (ICRA), 2024.
    Homepage PDF
  9. ICLR 2023
    Universal Vision-Language Dense Retrieval: Learning A Unified Representation Space for Multi-Modal Retrieval
    Zhenghao Liu, Chenyan Xiong, Yuanhuiyi Lv, Zhiyuan Liu, Ge Yu
    The Eleventh International Conference on Learning Representations (ICLR), 2023.
    Code PDF
  10. arXiv
    CompoNeRF: Text-guided Multi-object Compositional NeRF with Editable 3D Scene Layout
    Haotian Bai, Yuanhuiyi Lyu, Lutao Jiang, Si Jia Li, Haonan Lu, Xiaodong Lin, Lin Wang
    arXiv (arXiv), 2023.
    PDF

Honors and Awards

Internships

Services

Conference Reviewers: ICML, NeurIPS, CVPR, ICCV, AAAI, ACM MM