Hongyu Qu (瞿宏谕)

PHD Candidate

School of Computer Science and Engineering
Nanjing University of Science and Technology

Email: quhongyu@njust.edu.cn
[Google Scholar] [Github]

Biography

I am currently a first-year PHD candidate at Intelligent Media Analysis Group, School of Computer Science and Engineering, Nanjing University of Science and Technology, supervised by Prof. Xiangbo Shu. My research interests mainly focus on Human Behavior Understanding and Data-efficient Learning.

News

Selected Publications [Full List] (^Co-first author; *Corresponding author)

 

Learning Clustering-based Prototypes for Compositional Zero-shot Learning

Hongyu Qu, Jianan Wei, Wenguan Wang, Xiangbo Shu
International Conference on Learning Representations (ICLR), 2025.
[Paper]

 

MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot Action Recognition

Hongyu Qu, Rui Yan, Xiangbo Shu*, Hailiang Gao, Peng Huang, Guosen Xie
IEEE Transactions on Multimedia (TMM), 2024.
[Paper]

 

Hierarchical Motion-Enhanced Matching Framework for Few-shot Action Recognition

Hailiang Gao, Guosen Xie, Rui Yan, Qiongjie Cui, Hongyu Qu, Xiangbo Shu*
IEEE Transactions on Multimedia (TMM), 2024.
[Paper]

 

DTS-TPT: Dual Temporal-Sync Test-time Prompt Tuning for Zero-shot Activity Recognition

Rui Yan, Hongyu Qu^, Xiangbo Shu, Wenbin Li*, Jinhui Tang, Tieniu Tan
International Joint Conference on Artificial Intelligence (IJCAI), 2024.
[Paper]

 

CLEGAN: Toward Low-Light Image Enhancement for UAVs via Self-Similarity Exploitation

Ling Xing, Hongyu Qu^, Sheng Xu*, Yao Tian
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023.
[Paper]

Professional Services

Journal Reviewer:

  • IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

Conference Reviewer:

  • IEEE International Conference on Computer Vision (ICCV 2025)
  • International Conference on Learning Representations (ICLR 2025)
  • International Joint Conference on Artificial Intelligence (IJCAI 2025)
  • ACM International Conference on Multimedia (ACM MM 2025)
  • EEE International Conference On Multimedia & Expo (ICME 2025)