Henry, Lei Zhu
Assistant Professor, Robotics and Autonomous Systems (ROAS) Thrust & Data Science and Analytics (DSA) Thrust, HKUST (GZ), Guangzhou, China
Affiliated Assistant Professor, Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong SAR, China
Email: leizhu@ust.hk or leizhu@hkust-gz.edu.cn
Office: Room 515, W1, The Hong Kong University of Science and Technology (Guangzhou), Nansha, Guangzhou, 511458, Guangdong, China.
[Google Scholar] [DBLP] [Researchgate] [ORCID]
I am an assistant professor at ROAS Thrust, HKUST(GZ), and also an affiliated assistant professor at ECE, HKUST. Before that, I was a Postdoctoral researcher at DAMTP, University of Cambridge, working with Prof. Carola-Bibiane Schönlieb. My Ph.D. was obtained at the Department of Computer Science and Engineering, the Chinese University of Hong Kong under the supervision of Prof. Pheng-Ann Heng and Prof. Chi-Wing Fu, Philip in 2017. I have been serving as the PG coordinator of the ROAS Thrust since 2023.
Research Interests
My research interests include computer vision, image restoration, image enhancement, image and video processing, medical AI, and deep learning. The main research goal is to answer the question of how to develop intelligent image perception methods for extracting useful information from visual content that is prevalent in live sources. These techniques benefit robotics, autonomous driving, healthcare, and so on. By now, our research works have been published in top-tier journals and conferences, e.g., IEEE TPAMI/IJCV/NeurIPS/CVPR/ICCV/ECCV, IEEE TIP/TNNLS/TMM/TCSVT/TVCG, AAAI/IJCAI/ACM-MM, and MICCAI/IEEE TMI/Medical Image Analysis/IEEE TBME. I have been invited as a Senior PC of IJCAI 2025, AAAI 2026, an Area Chair of MICCAI 2025 & 2024 & 2023, CVPR 2026 & 2025, ICLR 2026 & 2025, ECCV 2024, ACM Multimedia 2025 & 2022 & 2021, a program chair of ACM SIGGRAPH VRCAI 2022 & 2024 & 2025 and IEEE CW 2025, and an organization chair of CGI 2023 & 2025, associate editor of The Visual Computer, and so on.
News
---(08-2025) Serve as an Area Chair of CVPR 2026 & ICLR 2026, and a Senior PC of AAAI 2026.
---(07-2025) 1 paper in Nature Medicine (IF: 50).
---(07-2025) 1 paper in IEEE TMI and 1 paper in ACM MM 2025.
---(06-2025) 5 papers accepted in ICCV 2025.
---(06-2025) 1 paper accepted in IEEE TMI.
---(06-2025) 10 papers accepted by MICCAI 2025.
---(05-2025) Receive a Adobe Research Gift Grant.
---(05-2025) Four MICCAI papers with Provisional Accept.
---(05-2025) 1 paper in IEEE TMI + 1 paper in Medical Image Analysis + 1 paper in IEEE TMM + 1 paper in IEEE TCSVT.
---(03-2025) Serve as an Area Chair of ACM MM 2025.
---(01-2025) Three papers accepted by ICLR 2025 + 1 paper in IEEE JBHI.
---(01-2025) Serve as an Area Chair of MICCAI 2025 + 1 paper in IEEE TMI.
---(12-2024) Four papers accepted by AAAI 2025.
---(12-2024) Serve as a Senior PC of IJCAI 2025.
---(09-2024) Three papers accepted by NeurIPS 2024.
---(09-2024) Serve as an Area Chair of CVPR 2025.
---(08-2024) Serve as an Area Chair of ICLR 2025.
---(07-2024) Three papers accepted by ACM MM 2024.
---(07-2024) One paper accepted by IEEE TMI.
---(07-2024) Four papers accepted by ECCV 2024.
---(06-2024) One paper accepted by IJCV.
---(06-2024) Six papers accepted at MICCAI 2024 (four papers with an early accept).
---(05-2024) One paper accepted by IEEE TCSVT.
---(03-2024) One paper accepted by IJCV.
---(02-2024) Three papers accepted by CVPR 2024.
---(02-2024) One paper accepted by IEEE TMM.
---(02-2024) One paper accepted by IEEE TCSVT.
---(02-2024) Serve as an Area Chair of MICCAI 2024.
---(01-2024) Serve as an Area Chair of ECCV 2024.
---(01-2024) Two papers accepted by IEEE JBHI.
---(01-2024) One paper accepted by IEEE TNNLS.
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---(10-2023) One paper accepted by Medical Image Analysis.
---(10-2023) Received the CCF CAD/CG 2023 Outstanding Reviewer Award
---(07-2023) Two papers accepted by ACM MM 2023.
---(07-2023) Four paper accepted by ICCV 2023.
---(07-2023) One paper accepted by IJCV.
---(06-2023) One paper accepted by IEEE TPAMI.
---(06-2023) Two papers accepted by MICCAI 2023.
---(06-2023) One paper accepted by IEEE TMI.
---(05-2023) One paper accepted by IJCV.
---(05-2023) One paper accepted by IEEE JBHI.
---(02-2023) Three papers accepted by CVPR 2023.
---(02-2023) One paper accepted by IEEE TBME.
---(01-2023) One paper accepted by IEEE TMI.
---(01-2023) Serve as an Area Chair of MICCAI 2023.
---(01-2023) One paper accepted by IEEE ICRA 2023.
---(01-2023) Serve as an organization chair of CGI 2023.
---入选 '美国斯坦福大学2022年度全球前2%顶尖科学家榜单 '.
---(11-2022) One paper accepted by IEEE T-CYB.
---(09-2022) One paper accepted by IEEE TNNLS.
---(08-2022) One paper accepted by PG 2022.
---(07-2022) One paper accepted by ECCV 2022.
---(06-2022) Two papers accepted by ACM MM 2022.
---(06-2022) Five papers accepted by MICCAI 2022.
---(06-2022) Serve as a meta-reviewer of MIUA 2022.
---(03-2022) Serve as Program Co-Chair, ACM SIGGRAPH VRCAI 2022
Conference, December 10-11, 2022, Guangzhou, China.
---(03-2022) One paper accepted by CVPR 2022.
---(02-2022) Serve as an Area Chair of ACM MM 2022.
---(01-2022) One paper accepted by IEEE TBME.
---(12-2021) One paper accepted by IEEE TIP.
---(11-2021) One paper accepted by IEEE TPAMI.
---(10-2021) One paper accepted by Pattern Recognition.
---(10-2021) One paper accepted by IEEE TMM.
---(10-2021) One paper accepted by IEEE TCSVT.
---(07-2021) One paper accepted by ICCV 2021.
---(07-2021) One paper accepted by ACM MM 2021.
---(05-2021) One paper accepted by MICCAI 2021.
---(03-2021) One paper accepted by IEEE TMM.
---(03-2021) Two papers accepted by CVPR 2021.
---(02-2021) Invited as an Area Chair of ACM MM 2021.
Selected publications
48. Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis,
Jingjing Ren, Wenbo Li, Zhongdao Wang, Haoze Sun, Bangzhen Liu, Haoyu Chen, Jiaqi Xu, Aoxue Li, Shifeng Zhang, Bin Shao, Yong Guo, and Lei Zhu*,
To appear in ICCV, 2025.
47. GenHaze: Pioneering Controllable One-Step Realistic Haze Generation for Real-World Dehazing,
Sixiang Chen, Tian Ye, Yunlong Lin, Yeying Jin, Yijun Yang, Haoyu Chen, Jianyu Lai, Song Fei, Zhaohu Xing, Fugee Tsung, and Lei Zhu*,
To appear in ICCV, 2025.
46. Medical World Model,
Yijun Yang, Zhao-Yang Wang, Qiuping Liu, Shu Wen Sun, Kang Wang, Rama Chellappa, Zongwei Zhou, Alan Yuille, Lei Zhu*, Yu-Dong Zhang, Jieneng Chen*
To appear in ICCV, 2025.
45. Toward Fair and Accurate Cross-Domain Medical Image Segmentation: A VLM-Driven Active Domain Adaptation Paradigm,
Hongqiu Wang, Wu Chen, Xiangde Luo, Zhaohu Xing, Lihao Liu, Jing Qin, Shaozhi Wu, and Lei Zhu*,
To appear in ICCV, 2025.
44. GlassWizard: Harvesting Diffusion Priors for Glass Surface Detection,
Wenxue Li, Tian Ye, Xinyu Xiong, Jinbin Bai, Feilong Tang, Wenxuan Song, Zhaohu Xing, Lie Ju, Guanbin Li, and Lei Zhu*,
To appear in ICCV, 2025.
43.SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization,
Jianyu Lai, Sixiang Chen, Yunlong Lin, Tian Ye, Yun Liu, Song Fei, Zhaohu Xing, HongtaoWu, Weiming Wang, and Lei Zhu*,
CVPR, pp. 4302-4312, 2025.
42. Detect Any Mirrors: Boosting Learning Reliability on Large-Scale Unlabeled Data with an Iterative Data Engine
Zhaohu Xing, Lihao Liu, Yijun Yang, Hongqiu Wang, Tian Ye, Sixiang Chen, Wenxue Li, Guang Liu, and Lei Zhu*,
CVPR, pp. 25476-25486, 2025.
41. A Simple Data Augmentation for Feature Distribution Skewed Federated Learning,
Yunlu Yan, Huazhu Fu, Yuexiang Li, Jinheng Xie, Jun Ma, Guang Yang, and Lei Zhu*,
To appear in CVPR, pp. 25749-25758, 2025.
40. POSTA: A Go-to Framework for Customized Artistic Poster Generation,
Haoyu Chen, Xiaojie Xu, Wenbo Li, Jingjing Ren, Tian Ye, Songhua Liu, Ying-Cong Chen, Lei Zhu*, and Xinchao Wang
CVPR, pp. 28694-28704, 2025.
39. RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images,
Junjin Xiao, Qing Zhang, Yongwei Nie, Lei Zhu, and Wei-Shi Zheng,
CVPR, pp.5980-5990, 2025.
38. Federated Residual Low-Rank Adaptation of Large Language Models,
Yunlu Yan, Chun-Mei Feng, Wangmeng Zu, Rick Siow Mong Goh, Yong Liu, and Lei Zhu*,
ICLR, 2025.
37. On the Importance of Language-driven Representation Learning for Heterogeneous Federated Learning,
Yunlu Yan, Chun-Mei Feng, Wangmeng Zuo, Salman Khan, Yong Liu, and Lei Zhu*,
ICLR, 2025.
36. Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image Synthesis
Jinbin Bai, Tian Ye, Wei Chow, Enxin Song, Qing-Guo Chen, Xiangtai Li, Zhen Dong, Lei Zhu*, and Shuicheng Yan*,
ICLR, 2025.
Jingjing Ren*, Wenbo Li*, Haoyu Chen, Renjing Pei, Bin Shao, Yong Guo, Long Peng, and Lei Zhu*.
NeurIPS, 2024.
34. RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models
Haoyu Chen, Wenbo Li, Jinjin Gu, Jingjing Ren, Sixiang Chen, Tian Ye, Renjing Pei, Kaiwen Zhou, Fenglong Song, and Lei Zhu*.
NeurIPS, 2024.
33. Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint
Sixiang Chen, Tian Ye, Kai Zhang, Zhaohu Xing, Yunlong Lin, and Lei Zhu*,
ECCV, pp. 95-115, 2024.
32. Semi-Supervised Video Desnowing Network via Temporal Decoupling Experts and Distribution-Driven Contrastive Regularization
Hongtao Wu, Yijun Yang, Angelica Aviles-Rivero, Jingjing Ren, Sixiang Chen, Haoyu Chen, and Lei Zhu*,
ECCV, pp 70–89, 2024.
31. Two-Stage Video Shadow Detection via Temporal-Spatial Adaptation
Xin Duan, Yu Cao, Lei Zhu, Gang Fu, Xin Wang, Renjie ZHANG, and Ping Li
ECCV, pp 196–214, 2024.
30. OpenIn-s3D: Snap and Lookup for 3D Open-vocabulary Instance Segmentation
Zhening Huang, Xiaoyang Wu, Xi Chen, Hengshuang Zhao, Lei Zhu, and Joan Lasenby,
ECCV, pp 169–185, 2024.
29. Triplane-Smoothed Video Dehazing with CLIP-Enhanced Generalization
Jingjing Ren, Tian Ye, Haoyu Chen, Hongtao Wu, and Lei Zhu*.
To appear in International Journal of Computer Vision (IJCV), 2024
28. Learning Diffusion Texture Priors for Image Restoration
Tian Ye, Sixiang Chen, Wenhan Chai, Zhaohu Xing, Jing Qin, Ge Lin, and Lei Zhu*,
CVPR, pp. 2524-2534, 2024.
27. Genuine Knowledge from Practice: Diffusion Test-Time Adaptation for Video Adverse Weather Removal
Yijun Yang, Hongtao Wu, Angelica Aviles-Rivero, Yulun Zhang, Jing Qin, and Lei Zhu*,
CVPR, pp. 25606-25616, 2024.
26. Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised Learning
Haoyu Chen, Wenbo Li, Jinjin Gu, Jingjing Ren, Haoze Sun, Xueyi Zou, Youliang Yan, Zhensong Zhang, and Lei Zhu*,
CVPR, pp. 25857-25867, 2024.
25. ViDSOD-100: A New Dataset and A Baseline Model for RGB-D Video Salient Object Detection,
Junhao Lin, Lei Zhu*, Jiaxing Shen, Huazhu Fu, Qing Zhang, and Liansheng Wang,
To appear in International Journal of Computer Vision (IJCV), 2024
24. Video Adverse-Weather-Component Suppression Network via Weather Messenger and Adversarial Backpropagation,
Yijun Yang, Angelica Aviles-Rivero, Ye Liu, Huazhu Fu, Weiming Wang, and Lei Zhu*,
ICCV, pp. 13200-13210, 2023. [Project & Code]
23. Snow Removal in Video: A New Dataset and A Novel Method,
Haoyu Chen, Jingjing Ren, Jinjin Gu, Hongtao Wu, Xuequan Lu, Haoming Cai, and Lei Zhu*,
ICCV, pp. 13211-13222 , 2023. [Project & Code]
22. Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks,
Sixiang Chen, Tian Ye, Jinbin Bai, Erkang Chen, Shi Jun, and Lei Zhu*,
ICCV, pp. 13106-13117, 2023. [Project & Code]
21. Towards High-quality Specular Highlight Removal by Leveraging Large-scale Synthetic Data
Gang Fu, Qing Zhang, Lei Zhu, Chunxia Xiao, and Ping Li,
ICCV, pp. 12857-12865, 2023.
20. Towards High-Resolution Specular Highlight Detection
Gang Fu, Qing Zhang, Lei Zhu, Qifeng Lin, Yihao Wang, Siyuan Fan, and Chunxia Xiao
International Journal of Computer Vision (IJCV), 132, pp. 95–117, 2023.
19. MNGNAS: Distilling Adaptive Combination of Multiple Searched Networks for One-Shot Neural Architecture Search
Zhihua Chen, Guhao Qiu, Ping Li, Lei Zhu, Xiaokang Yang, and Bin Sheng
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Volume 45, Issue 11, pp. 13489-13508, 2023.
18. Masked Image Pre-training for Generalizable Image Denoising,
Haoyu Chen, Jinjin Gu, Yihao Liu, Salma Abdel Magid, Chao Dong, Qiong Wang, Hanspeter Pfister, and Lei Zhu*,
CVPR, pp. 1692-1703, 2023. [GitHub]
17. Video Dehazing via a Multi-Range Temporal Alignment Network with Physical Prior,
Jiaqi Xu, Xiaowei Hu*, Lei Zhu*, Qi Dou, Jifeng Dai, Yu Qiao, and Pheng-Ann Heng,
CVPR, pp. 18053-18062, 2023. [GitHub]
16. SCOTCH and SODA: A Transformer Video Shadow Detection Framework,
Lihao Liu, Jean Prost, Lei Zhu, Nicolas Papadakis, Pietro Lio, Carola-Bibiane Schönlieb, and Angelica I Aviles-Rivero,
CVPR, pp. 10449-10458, 2023. [GitHub]
15. Learning to Remove Shadows from a Single Image
Hao Jiang, Qing Zhang, Yongwei Nie, Lei Zhu, and Wei-Shi Zheng
International Journal of Computer Vision (IJCV), 131, pp. 2471–2488, 2023.
14. Rethinking Video Rain Streak Removal: A New Synthesis Model and A Deraining Network with Video Rain Prior
Shuai Wang, Lei Zhu*, Huazhu Fu, Jing Qin, Carola-Bibiane Schönlieb, Wei Feng, and Song Wang
ECCV, pp. 565-582, 2022. [GitHub]
13. RSCFed: Random Sampling Consensus Federated Semi-supervised Learning
Xiaoxiao Liang, Yiqun Lin, Huazhu Fu, Lei Zhu, Xiaomeng Li
CVPR, pp. 10154-10163, 2022. [GitHub]
Yujun Zhang^, Lei Zhu^, Wei Feng, Huazhu Fu, Mingqian Wang, Qingxia Li, Cheng Li, and Song Wang (^ joint 1st authors)
ICCV, pp. 15681-15690, 2021. [GitHub] [Dataset]
Zhihao Chen, Liang Wan, Lei Zhu*, Jia Shen, Huazhu Fu, Wennan Liu, and Jing Qin
CVPR, pp. 2715–2724, 2021. [GitHub] [Dataset]
Gang Fu, Qing Zhang, Lei Zhu, Ping Li, and Chunxia Xiao
CVPR, pp. 7752–7761, 2021. [GitHub]
9. Unsupervised Intrinsic Image Decomposition Using Internal Self-similarity Cues
Qing Zhang, Jin Zhou, Lei Zhu, Wei Sun, Chunxia Xiao, and Wei-Shi Zheng
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 44, No. 12, pp. 9669–9686, 2022.
Zhihao Chen^, Lei Zhu^, Liang Wan, Song Wang, Wei Feng, and Pheng-Ann Heng (^ joint 1st authors)
CVPR, pp. 5611–5620, 2020. [GitHub]
7. Direction-aware Spatial Context Features for Shadow Detection and Removal
Xiaowei Hu, Chi-Wing Fu, Lei Zhu*, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 42, No. 11, pp. 2795–2808, 2020.
Zijun Deng^, Lei Zhu^, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Qing Zhang, Jing Qin, and Pheng-Ann Heng (^ joint 1st authors)
ICCV, pp. 2453–2462, 2019. [GitHub] [Code]
Xiaowei Hu, Chi-Wing Fu, Lei Zhu*, and Pheng-Ann Heng
CVPR, pp. 8022–8031, 2019.
Lei Zhu, Zijun Deng, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Jing Qin, and Pheng-Ann Heng
ECCV, pp. 121–136, 2018. [Github] [Paper]
Xiaowei Hu^, Lei Zhu^, Chi-Wing Fu, Jing Qin, and Pheng-Ann Heng (^ joint 1st authors)
CVPR, pp. 7454–7462, 2018. [Github]
Lei Zhu, Chi-Wing Fu, Dani Lischinski, and Pheng-Ann Heng
ICCV, pp. 2526–2534, 2017.
Lei Zhu, Chi-Wing Fu, Michael S. Brown, and Pheng-Ann Heng
CVPR, pp. 5650–5658, 2017. [Homepage]
Copyright©2025 Henry