Yunfan Lu is a final-year Ph.D. student at HKUST (GZ) advised by Prof. Hui Xiong (Fellow of AAAS, AAAI and IEEE). He has also worked with the Robotics and Perception Group, hosted by Prof. Davide Scaramuzza. He collaborates with Prof. Yusheng Wang (UTokyo), Dr. Xiaogang Xu (CUHK), and Dr. Yanlin Qian (DJI/Hasselblad). He received his master’s degree from UCAS supervised by Prof. Jun Xiao, and his bachelor’s degree from NUST. His long-term goal is to build imaging systems that approach the agility of biological vision.

Feel free to reach out. Email: ylu066@connect.hkust-gz.edu.cn, WeChat: for0toinf.

πŸ”₯ News

  • 2025.11: Β πŸŽ‰πŸŽ‰ Two papers accepted: one at AAAI 2025 and one at IEEE T-AI.!
  • 2025.10: Β πŸŽ‰πŸŽ‰ Two paper accepted at IJCV!
  • 2025.09: Β πŸŽ‰πŸŽ‰ One paper accepted at IEEE TPAMI!
  • 2025.05: Β πŸŽ‰πŸŽ‰ One paper accepted at IEEE TVCG!
  • 2025.03: Β πŸŽ‰πŸŽ‰ One paper accepted at CVPR 2025!
  • 2025.01: Β πŸŽ‰πŸŽ‰ One paper accepted at ICLR 2025!
  • 2024.06: Β πŸ“° I was interviewed by China Daily about computational imaging with event cameras. Read the article
  • 2024: Β πŸŽ‰πŸŽ‰ Two papers published at ECCV 2024!
  • 2024: Β πŸŽ‰πŸŽ‰ Two papers published at CVPR 2024, including one Oral 🎀!
  • 2023: Β πŸŽ‰πŸŽ‰ One Paper published at CVPR 2023!
  • 2022: Β πŸŽ‰πŸŽ‰ One Paper published at ECCV 2022!

🌟 Public Service

  • I have served as a reviewer for TPAMI, IJCV, TIP, TMM, CVPR, ICCV, ECCV, NIPS, ICLR, ICML, AAAI, IJCAI, ACM-MM, ICASSP.
    • Awarded the 2024 Reviewer Certificate by Prof. Kyoung Mu Lee, the Editor-in-Chief of IEEE TPAMI, for peer review contributions.

πŸ“ Publications

IJCV
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HR-INR: Continuous Space-Time Video Super-Resolution via Event Camera

Yunfan Lu, Zipeng Wang, Yusheng Wang, Hui Xiong

Key Words: Continuous Space-time Video Super-resolution, Event Temporal Pyramid Representation

πŸ“„ Paper, πŸ’» CodeGitHub stars

IJCV
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SEE: See Everything Every Time - Adaptive Brightness Adjustment for Broad Light Range Images via Events

Yunfan Lu, Xiaogang Xu, Hao Lu, Yanlin Qian, Pengteng Li, Huizai Yao, Bin Yang, Junyi Li, Qianyi Cai, Weiyu Guo, Hui Xiong

Key Words: Brightness Adjustment, Event-based Imaging, Dataset

πŸ“„ Paper, πŸ’» CodeGitHub stars

IEEE TPAMI
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Low-Light Video Enhancement with an Event Camera: A Large-Scale Real-World Dataset, Novel Method, and More

Kanghao Chen*, Guoqiang Liang*, Yunfan Lu*, Hangyu Li, Lin Wang

Key Words: Low-light Video Enhancement, Large-scale Dataset

πŸ“„ Paper, πŸ’» Code GitHub stars

ICLR 2025
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RGB-Event ISP: The Dataset and Benchmark

Yunfan Lu, Yanlin Qian, Ziyang Rao, Junren Xiao, Liming Chen, Hui Xiong

Key Words: Event Camera, Image Signal Processor, Color Correction, Denoising

πŸ“„ Paper, πŸ’» Code GitHub stars

IEEE TVCG
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Self-supervised Learning of Event-guided Video Frame Interpolation for Rolling Shutter Frames

Yunfan Lu*, Guoqiang Liang*, Lin Wang

Key Words: Rolling Shutter Correction, Event-guided Video Frame Interpolation

πŸ“„ Paper,πŸ’» Code GitHub stars

CVPR 2025
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Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing

Shiyang Zhou, Haijin Zeng, Yunfan Lu, Tong Shao, Ke Tang, Yongyong Chen, Jie Liu, Jingyong Su

Key Words: Hybrid Camera, Binarized NN, HybridEVS Demosaicing

πŸ“„ Paper, πŸ’» Code GitHub stars

ECCV 2024
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UniINR: Unifying Spatial-Temporal INR for RS Video Correction, Deblur, and Interpolation with an Event Camera

Yunfan Lu, Guoqiang Liang, Yusheng Wang, Lin Wang, Hui Xiong

Key Words: Rolling Shutter Correction, Deblurring, Frame Interpolation

πŸ“„ Paper, πŸ’» Code GitHub stars, πŸŽ₯ Video

ECCV 2024
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Revisit Event Generation Model: Self-Supervised Learning of Event-to-Video Reconstruction with Implicit Neural Representations

Zipeng Wang,Yunfan Lu, Lin Wang

Key Words: Implicit Neural Representations, Model-based Event-to-Video Reconstruction

πŸ“„ Paper, πŸ’» CodeGitHub stars

CVPR 2024 (Oral)
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Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach Oral 🎀

Guoqiang Liang, Kanghao Chen, Hangyu Li,Yunfan Lu, Lin Wang

Key Words: Low-light Enhancement, Real-world dataset

πŸ“„ Paper, πŸ’» Code GitHub stars , πŸ’Ύ Dataset Baidu Pan,OneDrive

CVPR W 2024
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Event Camera Demosaicing via Swin Transformer and Pixel-focus Loss

Yunfan Lu, Yijie Xu, Wenzong MA, Weiyu Guo, Hui Xiong

Key Words: Event Camera Demosaicing, RAW domain

πŸ“„ Paper, πŸ“„ MIPI-2024 Workshop Report

CVPR 2023
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Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolution

Yunfan Lu, Zipeng Wang, Minjie Liu, Hongjian Wang, Lin Wang

Key Words: Video Super-Resolution, Implicit Neural Representations

πŸ“„ Paper, πŸ’» Code GitHub stars , πŸ’Ύ Dataset pw: cvpr, πŸŽ₯ Video

ECCV 2022
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Efficient video deblurring guided by motion magnitude

Yusheng Wang,Yunfan Lu, Ye Gao, Lin Wang, Zhihang Zhong, Yinqiang Zheng, Atsushi Yamashita

Key Words: Video Deblurring, Motion Magnitude Prior

πŸ“„ Paper, πŸ’» Code GitHub stars

IEEE T-AI
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Vetaverse: Technologies, applications, and visions toward the intersection of metaverse, vehicles, and transportation systems

Pengyuan Zhou, Jinjing Zhu, Yiting Wang,Yunfan Lu, Zixiang Wei, Haolin Shi, Yuchen Ding, Yu Gao, Qinglong Huang, Yan Shi, Ahmad Alhilal, Lik-Hang Lee, Tristan Braud, Pan Hui

Key Words: Vehicular-Metaverse, Intelligent Transportation Systems, Immersive infotainment

πŸ“„ Paper

Sensor 2021
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Three-Dimensional Model of the Moon with Semantic Information of Craters Based on Chang’e Data

Yunfan Lu, Yifan Hu, Jun Xiao, Lupeng Liu, Long Zhang, Ying Wang

Key Words: Chang E Dataset, 3D model of the Moon, Crater Information

πŸ“„ Paper

πŸ“‘ Underviewed Papers

under review
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EventVL: Understand Event Streams via Multimodal Large Language Model

Pengteng Li,Yunfan Lu, Pinghao Song, Wuyang Li, Huizai Yao, Hui Xiong

Key Words: Vision Large Language Model, Event Camera

πŸ“„ Paper

under review
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From Events to Enhancement: A Survey on Event-Based Imaging Technologies

Yunfan Lu, Xiaogang Xu, Pengteng Li, Yusheng Wang, Yi Cui, Huizai Yao, Hui Xiong

Key Words: Event-based imaging, Survey

πŸ“„ Paper

under review
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Priors in Deep Image Restoration and Enhancement: A Survey

Yunfan Lu, Yiqi Lin, Hao Wu, Yunhao Luo, Xu Zheng, Hui Xiong, Lin Wang

Key Words: Survey, Image Restoration and Enhancement, Priors Analysis

πŸ“„ Paper, πŸ“ Page GitHub stars

under review
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Deep learning for event-based vision: A comprehensive survey and benchmarks

Xu Zheng, Yexin Liu,Yunfan Lu, Tongyan Hua, Tianbo Pan, Weiming Zhang, Dacheng Tao, Lin Wang

Key Words: Survey, Event Cameras, Deep Learning, Vision and Robotics

πŸ“„ Paper, πŸ“ PageGitHub stars

πŸŽ– Honors and Awards

  • 2019 Scholarship of Summer School by INRIA and Institut FranΓ§ais.
  • 2018 China National Scholarship. (Top 0.8%).
  • 2017 Silver Medal, The ACM-ICPC Asia Regional Contest 2017 Beijing Site (rank: 34/168).
  • 2017 Bronze Medal, The CCF-CCPC China Contest 2017 Qianhuangdao Site (rank: 51/276).

πŸ’» Work Experience

  • 2023.09 - 2024.12, HKUST (gz), Teaching Assistant for courses Data Mining (taught by Prof. Xiong) and Autonomous AI (taught by Prof. Junwei Liang).
  • 2021.04 - 2022.01, HONOR, Senior Algorithm Engineer in Beijing, China, Sensor and Algorithm Solutions Department, led by Dr. Ye Gao.
  • 2020.07 - 2021.04, DJI, Algorithm Engineer in Shenzhen, China, Machine Learning Department, led by Dr. Menglong Zhu.
  • 2019.05 - 2020.02, Tencent, Multimedia Laboratory, Research Intern in Beijing, China, led by Dr. Shan Liu.