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.
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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
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请想要申请读研/读博的同学首先读这个文档: [招生要求与学生培养]
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招收2025级申请-考核制的博士研究生2人(目前还有1个多模态/大模型方向的名额),欢迎与我联系!
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常年招收硕士研究生和博士研究生、科研助理、科研实习生等,欢迎与我联系!
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招收2025级保研/推免的硕士研究生3人,欢迎与我联系!(已招满)
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招收2024级考研的硕士研究生2人,欢迎与我联系!(已招满)
Preprints
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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
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Domain-Rectifying Adapter for Cross-domain Few-Shot Segmentation [paper]
Jiapeng Su, Qi Fan (co-first author), Guangming Lu, Fanglin Chen, Wenjie Pei
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2024 (Accepted)
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FSODv2: A Deep Calibrated Few-Shot Object Detection Network [paper]
Qi Fan, Wei Zhuo, Chi-Keung Tang, Yu-Wing Tai
International Journal of Computer Vision (IJCV) , 2024 (CVPR2020 extension)
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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
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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)
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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
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Self-Support Few-Shot Semantic Segmentation [paper]
Qi Fan, Wenjie Pei, Yu-Wing Tai, Chi-Keung Tang
European Conference on Computer Vision (ECCV) , 2022
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Few-Shot Video Object Detection [paper]
Qi Fan, Chi-Keung Tang, Yu-Wing Tai
European Conference on Computer Vision (ECCV) , 2022
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Few-Shot Object Detection with Model Calibration [paper]
Qi Fan, Chi-Keung Tang, Yu-Wing Tai
European Conference on Computer Vision (ECCV) , 2022
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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
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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
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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
- 2024 ECCV 2nd workshop on Vision-based InduStrial InspectiON (VISION) Data Challenge - One Shot Industrial Defect Segmentation - 2nd place
- 2016 China Collegiate Computing Contest Big Data Challenge - Champion