Cheng Jin (金诚, 金誠, Peter Kam) Ph.D. Student, HKUST Email: jryfz.qsh@uhuxyum.bcn.zd (Vigenère) / / | ![]() |
Hi, welcome to my corner of the Internet!
I was born in Dongguan, China. After spending eighteen years of my life there, I was admitted to University of Electronic Science and Technology of China (UESTC, 电子科技大学) when I was 18 years old. Thereafter, I’ve spent three years at the Innovation Center of UESTC, discovering my research interest with Prof. Liang-Jian Deng. In 2022, I was admitted to the Hong Kong University of Science and Technology (HKUST, 香港科技大學) under Dr. Hao Chen’s supervision in the HKUST SMART (Scalable Medical Analysis, Reasoning and Treatment) Lab. Now I am focusing on the research of pathology image analysis and discovering the potential of AI in healthcare.
News
- 1 paper submitted to Nature Biomedical Engineering.
- 1 paper submitted to Nature Machine Intelligence.
- 1 first-author paper submitted to Nature Communications!
- 1 paper accepted in The Thirteenth International Conference on Learning Representations (ICLR 2025)!
- 1 first-author paper accepted in IEEE Transactions on Medical Imaging!
Selected Publications
Preprints
Note: The hash symbol(#) indicates the co-first authorship, and the asterisk(*) sign denotes the Corresponding Author identity.
- Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation
Jiabo Ma#, Zhengrui Guo#, Fengtao Zhou, Yihui Wang, Yingxue Xu, Jinbang Li, Fang Yan, Yu Cai, Zhengjie Zhu, Cheng Jin, Yi Lin, Xinrui Jiang, Anjia Han, Zhenhui Li, Ronald Cheong Kin Chan, Jiguang Wang, Peng Fei, Kwang-Ting Cheng, Shaoting Zhang*, Li Liang*, Hao Chen*
arXiv preprint, 2024.
- A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model
Yingxue Xu#, Yihui Wang#, Fengtao Zhou#, Jiabo Ma, Cheng Jin, Shu Yang, Jinbang Li, Zhengyu Zhang, Chenglong Zhao, Huajun Zhou, Zhenhui Li, Huangjing Lin, Xin Wang, Jiguang Wang, Anjia Han, Ronald Cheong Kin Chan, Li Liang, Xiuming Zhang, Hao Chen*
arXiv preprint, 2024.
- Generalizable Cervical Cancer Screening via Large-scale Pretraining and Test-Time Adaptation
Hao Jiang#, Cheng Jin#, Huangjing Lin#, Yanning Zhou, Xi Wang, Jiabo Ma, Li Ding, Jun Hou, Runsheng Liu, Zhizhong Chai, Luyang Luo, Huijuan Shi, Yinling Qian, Qiong Wang, Changzhong Li, Anjia Han*, Ronald Cheong Kin Chan*, Hao Chen*
arXiv preprint, 2025.
Conference Papers
- GameGen-X: Interactive Open-world Game Video Generation
Haoxuan Che#, Xuanhua He#, Quande Liu*, Cheng Jin, Hao Chen*
ICLR, 2025, Poster Acceptance.
- SpanConv: A New Convolution via Spanning Kernel Space for Lightweight Pansharpening
Zhi-Xuan Chen, Cheng Jin, Tian-Jing Zhang, Xiao Wu, Liang-Jian Deng*
IJCAI-ECAI, 2022, Long Oral Acceptance (3.75%).
[paper] [supplementary] [code] [project page]
Journal Papers
- Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification
Renao Yan, Qiehe Sun, Cheng Jin, Yiqing Liu, Yonghong He, Tian Guan, Hao Chen*
IEEE Transactions on Medical Imaging, Impact Factor: 8.9, 2024.
- Laplacian pyramid networks: A new approach for multispectral pansharpening
Cheng Jin, Liang-Jian Deng*, Ting-Zhu Huang, Gemine Vivone
Information Fusion, Impact Factor: 14.8, 2021.
- Detail Injection-Based Deep Convolutional Neural Networks for Pansharpening
Liang-Jian Deng, Gemine Vivone*, Cheng Jin and Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing,
ESI Highly Cited Paper, ESI Hot Paper, 2020.
Talks
- Dialyzer Modeling for Computer Fluid Dynamics Analysis
PM3 Workshop, 2021.
This talk reports on the progress of my Mitacs GRI Internship focused on dialyzer modeling for computer fluid dynamics analysis. The project aims to construct an effective mathematical module for substance transfer between the dialyzer and blood.
Professional Services
Membership
IEEE Graduate Student Member
Regular Journal Reviewer
- Information Fusion
- IEEE Transactions on Neural Networks and Learning Systems
- International Journal of Computer Vision
- IEEE Transactions on Geoscience and Remote Sensing
- IEEE Journal of Biomedical and Health Informatics
- IEEE Geoscience and Remote Sensing Letters
Conference Reviewer
- Medical Imaging with Deep Learning 2024 (MIDL 2024)
- 2024 International Workshop on Multiscale Multimodal Medical Imaging (MMMI 2024) and Workshop on Machine Learning for Multimodal/-sensor Healthcare Data (ML4MHD 2024)
- The Thirteenth International Conference on Learning Representations (ICLR 2025)
- Medical Imaging with Deep Learning 2025 (MIDL 2025)
- The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025 (CVPR2025)
Teaching
-
2022-2023 Spring HKUST COMP 2711
Discrete Mathematical Tools for Computer Science -
2023-2024 Fall HKUST COMP 3211
Fundamentals of Artificial Intelligence -
2024-2025 Fall HKUST COMP 2711
Discrete Mathematical Tools for Computer Science
Supervised Students
Miscellaneous
PGP Signature
BA8D F912 5DE6 EFE8 9540 0AB0 9D5A D561 9E27 B262