Qi Fan (范琦)   Assistant Professor (准聘助理教授) R&L Group School of Intelligence Science and Technology State Key Laboratory for Novel Software Technology Nanjing University, Suzhou Campus Email: fanqics@gmail.com; fanqi@nju.edu.cn [Google Scholar]

Biography

Currently I am an Assistant Professor of School of Intelligence Science and Technology in Nanjing University.
I am also a member of R&L Group, led by professor Yang Gao.

I received my B.Eng. degree in School of Electrical Engineering in June 2015 from China University of Mining and Technology.
I received my Master degree in Department of Automation in June 2018 from Tsinghua University.
I received my Ph.D. degree in Department of Computer Science & Engineering in October 2023 from The Hong Kong University of Science and Technology under the supervision of Prof. Chi-Keung TANG (IEEE Fellow) and Prof. Yu-Wing TAI.

Research Interests

Research interests include computer vision and machine learning.
My research primarily explores visual perception generalization technologies under data or resource constraints, including few-shot learning (detection, segmentation, classification, etc.), and the efficient fine-tuning of foundational visual models.

Positions

• 招收2025级推免硕士研究生3人，申请-考核制博士研究生2人，欢迎与我联系！

• 常年招收硕士研究生和博士研究生（与高阳教授联合招生）、科研助理、科研实习生等，欢迎与我联系！

• 招收2024级考研的硕士研究生4人，欢迎与我联系！（已招满）

Preprints

• Stable Segment Anything Model [paper]
  
  Qi Fan, Xin Tao, Lei Ke, Mingqiao Ye, Yuan Zhang, Pengfei Wan, Yu-Wing Tai, Chi-Keung Tang
  
  arXiv preprint 2311.15776
  

Publications

• Domain-Rectifying Adapter for Cross-domain Few-Shot Segmentation
  
  Jiapeng Su, Qi Fan (co-first author), Wenjie Pei, Guangming Lu, Fanglin Chen
  
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2024 (Accepted)
  
• FSODv2: A Deep Calibrated Few-Shot Object Detection Network
  
  Qi Fan, Wei Zhuo, Chi-Keung Tang, Yu-Wing Tai
  
  International Journal of Computer Vision (IJCV) , 2024 (Accepted)
  
• Learning to Learn Better Visual Prompts [paper]
  
  Fengxiang Wang, Wanrong Huang, Shaowu Yang, Qi Fan, Long Lan
  
  Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) , 2024
  
• GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector [paper]
  
  Peng Zheng, Huazhu Fu, Deng-Ping Fan, Qi Fan, Jie Qin, Yu-Wing Tai, Chi-Keung Tang, Luc Van Gool
  
  IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI) , 2023 (CVPR2021 extension)
  
• Towards Robust Object Detection Invariant to Real-World Domain Shifts [paper]
  
  Qi Fan, Mattia Segu, Yu-Wing Tai, Fisher Yu, Chi-Keung Tang, Bernt Schiele, Dengxin Dai
  
  International Conference on Learning Representations (ICLR) , 2023
  
• Self-Support Few-Shot Semantic Segmentation [paper]
  
  Qi Fan, Wenjie Pei, Yu-Wing Tai, Chi-Keung Tang
  
  European Conference on Computer Vision (ECCV) , 2022
  
• Few-Shot Video Object Detection [paper]
  
  Qi Fan, Chi-Keung Tang, Yu-Wing Tai
  
  European Conference on Computer Vision (ECCV) , 2022
  
• Few-Shot Object Detection with Model Calibration [paper]
  
  Qi Fan, Chi-Keung Tang, Yu-Wing Tai
  
  European Conference on Computer Vision (ECCV) , 2022
  
• Group Collaborative Learning for Co-Salient Object Detection [paper]
  
  Qi Fan, Deng-Ping Fan, Huazhu Fu, Chi-Keung Tang, Ling Shao, Yu-Wing Tai
  
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2021
  
• Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation [paper]
  
  Qi Fan, Lei Ke, Wenjie Pei, Chi-Keung Tang, Yu-Wing Tai
  
  European Conference on Computer Vision (ECCV) , 2020
  
• Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector [paper]
  
  Qi Fan, Wei Zhuo, Chi-Keung Tang, Yu-Wing Tai
  
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2020
  

Awards and Honors

• 2016 China Collegiate Computing Contest Big Data Challenge - Champion