My name is Mingzhen Li (李明真 Lee Ming-Jen). I am a first-year Ph.D student in Computer Science at Northwestern University, co-advised by Prof. Aggelos K. Katsaggelos at McCormick School of Engineering and Prof. Daniel Kim at Feinberg School of Medicine. I received my Bachelor of Science double major in Computer Science and Mathematics from Washington University in St. Louis, where I was honored to be advised by Prof. Chenyang Lu.
My research interests include computer vision, particularly its applications in healthcare (such as medical imaging and patient activity recognition), as well as time series analysis and foundation models. I am open to all kinds of collaboration. Please contact me if you are interested in my research.
🗓 News
- 2024.09: I start my Ph.D in Computer Science at Northwestern.
- 2024.05: I graduate from WashU.
📄 Publications
- Real-Time Human Action Recognition on Embedded Platforms, Ruiqi Wang, Zichen Wang, Peiqi Gao, Mingzhen Li, Jaehwan Jeong, Yihang Xu, Yejin Lee, Carolyn M. Baum, Lisa Tabor Connor, Chenyang Lu, EMSOFT’25
- Source-free domain adaptive segmentation with class-balanced complementary self-training, Yongsong Huang, Wanqing Xie, Mingzhen Li, Ethan Xiao, Jane You, Xiaofeng Liu, Artificial Intelligence in Medicine 2023
- Vicinal feature statistics augmentation for federated 3d medical volume segmentation, Yongsong Huang, Wanqing Xie, Mingzhen Li, Mingmei Cheng, Jinzhou Wu, Weixiao Wang, Jane You, Xiaofeng Liu, Information Processing in Medical Imaging 2023
- Inducing semantic hierarchy structure in empirical risk minimization with optimal transport measures, Wanqing Xie, Yubin Ge, Site Li, Mingzhen Li, Xuyang Li, Zhenhua Guo, Jane You, Xiaofeng Liu, Neurocomputing 2023
- Learn Complementary Pseudo-label for Source-free Domain Adaptive Medical Segmentation, Wanqing Xie, Mingzhen Li, Jinzhou Wu, Yongsong Huang, Yuanyuan Bu, Jane You, Xiaofeng Liu, NeurIPS Workshop 2022
💻 Services
- Spring 2024 (WashU) CSE 517 Machine Learning, Teaching Assistant
- Fall 2022 (WashU) Math 4011 Introduction to Analysis, Grader
🎖 Honors and Awards
- 2024.05 Graduate with Engineering Honors: Megna Cum Laude.
- 2024.05 Graduate with dinstinction from Washington University, Department of Mathematics.
- 2024.04 Research Excellence Award from Washington University Mckelvey School of Engineering.
- 2022.06 Freiwald Scholarship from Washington University, Department of Mathematics.