Publications
2025

Controllable Continual Test-Time Adaptation
In Proceedings of the IEEE International Conference on Multimedia & Expo, 2025
Ziqi Shi*, Fan Lyu* (Project Lead), Ye Liu, Fanhua Shang, Fuyuan Hu, Wei Feng, Zhang Zhang, Liang Wang

Test-Time Discovery via Hashing Memory
Preprint on Arxiv
Fan Lyu, Tianle Liu, Zhang Zhang, Fuyuan Hu, Liang Wang

Conformal Uncertainty Indicator for Continual Test-Time Adaptation
Preprint on Arxiv
Fan Lyu, Hanyu Zhao, Ziqi Shi, Ye Liu, Fuyuan Hu, Zhang Zhang, Liang Wang

Maintaining Consistent Inter-Class Topology in Continual Test-Time Adaptation
In Proceedings of the IEEE/CVF Computer Vision and Pattern Recognition (CVPR), 2025
Chenggong Ni*, Fan Lyu* (Project Lead), Jiayao Tan, Fuyuan Hu, Rui Yao, Tao Zhou

Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation
In Proceedings of the IEEE/CVF Computer Vision and Pattern Recognition (CVPR), 2025
Hongmei Yin, Tingliang Feng, Fan Lyu (Project Lead), Fanhua Shang, Hongying Liu, Wei Feng, Liang Wan

Dual Semantic Guidance for Open Vocabulary Semantic Segmentation
In Proceedings of the IEEE/CVF Computer Vision and Pattern Recognition (CVPR), 2025
Zhengyang Wang, Tingliang Feng, Fan Lyu, Fanhua Shang, Wei Feng, Liang Wan

A Comprehensive Survey of Continual Learning 持续学习研究进展
Journal of Image and Graphics
Fan Lyu, Liang Wang, Xi Li, Weishi Zheng, Zhang Zhang,Tao Zhou, Fuyuan Hu

Rebalancing Multi-Label Class-Incremental Learning
In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025
Kaile Du, Yifan Zhou, Fan Lyu, Yuyang Li, Junzhou Xie, Yixi Shen, Fuyuan Hu, Guangcan Liu
2024

Parameter-Selective Continual Test-Time Adaptation
In Proceedings of the Asian Conference on Computer Vision (ACCV), 2024
Jiaxu Tian, Fan Lyu† (Corresponding Author)

Understanding Driving Risks via Prompt Learning
In the IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2024
Yubo Chang, Fan Lyu (Project Lead), Zhang Zhang, Liang Wang

Confidence Self-Calibration for Multi-Label Class-Incremental Learning
In European Conference on Computer Vision (ECCV), 2024
Kaile Du, Yifan Zhou, Fan Lyu, Yuyang Li, Chen Lu, Guangcan Liu

Overcoming Modality Bias in Question-Driven Sign Language Video Translation
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024
Liqing Gao, Fan Lyu, Peng Shi, Lei Zhu, Junfu Pu, Liang Wan, Wei Feng

Towards Long-Term Remembering in Federated Continual Learning
Cognitive Computation, 2024
Ziqin Zhao, Fan Lyu* (Project Lead), Linyan Li, Fuyuan Hu, Minming Gu, Li Sun

MetaMask: Improving Few-Shot Semantic Segmentation via Multi-Mask Calibration
In Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN), 2024
Li Dinghang, Zongqing Lu, Weiliang Zheng, Qingmin Liao, Fan Lyu

Dynamic V2X Perception From Road-to-Vehicle Vision
IEEE Transactions on Intelligent Vehicles (TIV), 2024.
Jiayao Tan*, Fan Lyu* (Project Lead), Linyan Li, Fuyuan Hu, Tingliang Feng, Fenglei Xu, Zhang Zhang, Rui Yao, Liang Wang

Combinational sign language recognition
Computer Vision and Image Understanding (CVIU), 2024
Liqing Gao, Wei Feng, Fan Lyu, Liang Wan

Long-Tailed Learning as Multi-Objective Optimization
In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024
Weiqi Li, Fan Lyu (Project Lead), Fanhua Shang, Liang Wan, Wei Feng
2023

Measuring Asymmetric Gradient Discrepancy in Parallel Continual Learning
In Proceedings of International Conference on Computer Vision (ICCV), 2023
Fan Lyu, Qing Sun, Fanhua Shang, Liang Wan, Wei Feng

Multi-semantic hypergraph neural network for effective few-shot learning
Pattern Recognition (PR), 2023
Hao Chen, Linyan Li, Fuyuan Hu, Fan Lyu (Project Lead), Liuqing Zhao, Kaizhu Huang, Wei Feng, Zhenping Xia

Multi-label Continual Learning using Augmented Graph Convolutional Network
IEEE Transactions on Multimedia, 2023
Kaile Du*, Fan Lyu* (Project Lead), Linyan Li, Fuyuan Hu, Wei Feng, Fenglei Xu, Xuefeng Xi

Difference-Guided Multi-Scale Spatial-Temporal Representation for Sign Language Recognition
The Visual Computer (TVC), 2023
Liqing Gao, Lianyu Hu, Fan Lyu, Lei Zhu, Liang Wan, Chi-Man Pun, Wei Feng

Centroid-based Rehearsal for Online Continual Learning
In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Daofeng Liu*, Fan Lyu* (Project Lead), Linyan Li, Fuyuan Hu