About Me
Hello, I’m Jinpeng Chen (陈锦芃), a final-year Ph.D. Candidate in the Computer Science Department at City University of Hong Kong. My advisors are Prof. Horace Ho Shing Ip and Prof. Sam Kwong (IEEE Fellow), and I work closely with Prof. Runmin Cong. My research focuses on continual learning, multimodal large language models (MLLMs), and image segmentation.
Education
Ph.D., City University of Hong Kong (Sep 2021 - Present)
Major: Computer Science
Supervisor: Prof. Horace Ip and Prof. Sam Kwong (IEEE Fellow)
Research Focus: Continual Learning, MLLMs, Image Segmentation
GPA: 3.90/4.3
B.Eng., Beijing University of Posts and Telecommunications (Sep 2017 - Jun 2021)
Major: Electronic Information Science and Technology
GPA: 3.63/4.0
Publications
Jinpeng Chen, Runmin Cong, Yuxuan Luo, Horace Ho Shing Ip, and Sam Kwong, “Replay without saving: Prototype derivation and distribution rebalance for class-incremental semantic segmentation,” IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025. [Paper] [Code]
Jinpeng Chen, Runmin Cong, Yuxuan Luo, Horace Ho Shing Ip, and Sam Kwong, “Saving 100x storage: Prototype replay for reconstructing training sample distribution in class-incremental semantic segmentation,” NeurIPS, 2023. [Paper] [Code]
Jinpeng Chen, Runmin Cong, Yuxuan Luo, Horace Ho Shing Ip, and Sam Kwong, “Strike a balance in continual panoptic segmentation,” ECCV, 2024. [Paper] [Code]
Jinpeng Chen, Runmin Cong, Horace Ho Shing Ip, and Sam Kwong, “KepSalinst: Using peripheral points to delineate salient instances,” IEEE Transactions on Cybernetics, 2024. [Paper] [Code]
Yuxuan Luo†, Jinpeng Chen†, Runmin Cong, Horace Ho Shing Ip, and Sam Kwong, “Trace back and go ahead: Completing partial annotation for continual semantic segmentation,” Pattern Recognition, 2025. [Paper]
Runmin Cong, Yuchen Guan, Jinpeng Chen‡, Wei Zhang, Yao Zhao, and Sam Kwong, “SDDNet: Style-guided dual-layer disentanglement network for shadow detection,” ACM MM, 2023. [Paper] [Code]
Runmin Cong, Hang Xiong, Jinpeng Chen‡, Wei Zhang, Qingming Huang, and Yao Zhao, “Query-guided prototype evolution network for few-shot segmentation,” IEEE Transactions on Multimedia, 2024. [Paper] [Code]
Yuxuan Luo, Jinpeng Chen, Runmin Cong, Horace Ho Shing Ip, and Sam Kwong, “Query-guided prototype evolution network for few-shot segmentation,” IEEE Transactions on Circuits and Systems for Video Technology, 2025. [Paper]
(†Co-first Author; ‡Corresponding Author)