Li Pan
Hi! I am currently a Research Assistant at the Department of Pathology, The University of Hong Kong, under the supervision of Dr. Maximus Yeung. My primary focus is on developing Artificial Intelligence for real-world clinical healthcare.
I also work closely with Dr. Zhen Chen on medical image analysis.
My research interests revolve around quantitatively assessing human health conditions using multi-omics data, which encompasses genomics data, pathological imaging, and privacy-preserving sensing. I am committed to discovering digital biomarkers of diseases and uncovering the underlying mechanisms. Additionally, I possess extensive experience in implementing large-scale real-world smart health systems for Alzheimer’s Disease monitoring (Project Page).
In 2020, I obtained my B.E. degree in Computer Science and Technology from Xiamen University, China. I earned my MSc degree with distinction (ranked 1/59) from the City University of Hong Kong.
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News
- [03/2024] One paper accepted by IEEE JBHI.
- [11/2023] One paper accepted by MobiCom 2024.
- [06/2023] Our paper 'Mozart' received the Best Paper Award at MobiSys 2023.
- [05/2023] One paper accepted by MICCAI 2023 (early accepted, 14%).
- [02/2023] Tow papers accepted by MobiSys 2023.
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Publications
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Unified Medical Multi-modal Diagnostic Framework with Multi-level Reconstruction Pre-training and Heterogeneity-combat Downstream Tuning.
Yupei Zhang*, Li Pan*(*co-first author), Qiushi Yang, Tan Li, Zhen Chen.
[JBHI] IEEE Journal of Biomedical and Health Informatics.
[ paper]
[ code]
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Combat Long-tails in Medical Classification with Relation-aware Consistency and Virtual Features Compensation
Li Pan*, Yupei Zhang* (*co-first author), Qiushi Yang, Tan Li, Zhen Chen.
[MICCAI 2023] The 26th International Conference on Medical Image Computing and Computer Assisted Intervention
[ paper]
[ slides]
[ code]
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Mozart: A Mobile ToF System for Sensing in the Dark through Phase Manipulation
Zhiyuan Xie*, Xiaomin Ouyang* (*co-first author), Li Pan, Wenrui Lu, Guoliang Xing, Xiaoming Liu
[MobiSys 2023] In the 21th Annual International Conference on Mobile Systems, Applications, and Services (Acceptance ratio: 41/198=20.7%)
Best Paper Award (1 out of 198 submissions)
[ paper]
[ slides]
[ code]
[ award]
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Harmony: Heterogeneous Multi-Modal Federated Learning through Disentangled Model Training
Xiaomin Ouyang, Zhiyuan Xie, Heming Fu, Sitong Cheng, Li Pan, Neiwen Ling, Guoliang Xing, Jiayu Zhou, Jianwei Huang
[MobiSys 2023] In the 21th Annual International Conference on Mobile Systems, Applications, and Services (Acceptance ratio: 41/198=20.7%)
[ paper]
[ slides]
[ code]
[datasets]
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HiToF: a ToF camera system for capturing high-resolution textures
Zhiyuan Xie*, Xiaomin Ouyang, Li Pan, Wenrui Lu, Guoliang Xing, Xiaoming Liu
[MobiCom 2022 Demo] Proceedings of the 28th Annual International Conference on Mobile Computing And Networking
[ paper]
[ slides]
[ code]
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Identifying Autism Spectrum Disorder Based on Individual-Aware Down-Sampling and Multi-Modal Learning
Li Pan, Jundong Liu, Mingqin Shi, Chi Wah Wong, Kei Hang Katie Chan
[MedIA] Medical Image Analysis, Under Review.
[ paper]
[ code]
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Long-tailed Medical Diagnosis with Relation-aware Representation Learning and Iterative Classifier Calibration
Li Pan*(*co-first author), Yupei Zhang*, Qiushi Yang, Tan Li, Zhen Chen.
Under Review.
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