About
I am a second-year PhD candidate in the Department of Clinical Neurosciences, School of Clinical Medicine, at the University of Cambridge. I am supervised by Prof. Chao Li, Prof. Stephen Price, and co-supervised by Prof. Lequan Yu.
Before joining Cambridge, I was a full-time research assistant in the Department of Pathology, School of Clinical Medicine, at the University of Hong Kong, supervised by Prof. Maximus Yeung. I also work closely with Prof. Zhen Chen on medical image analysis.
My research focuses on multimodal learning in medicine, computational pathology, and medical image analysis, with the goal of advancing translational AI. I received my MSc in Multimedia Information Technology from City University of Hong Kong and my B.E. in Digital Media Technology from Beijing Language and Culture University.
News
Our paper on disentangled multimodal learning was accepted by IEEE Transactions on Medical Imaging (TMI).
Our paper on joint modeling of histology and molecular markers was accepted by Medical Image Analysis (MedIA).
Our paper on long-tailed medical diagnosis was accepted by Computers in Biology and Medicine (CIBM).
Our paper on focus-oriented multimodal learning was accepted by IEEE BIBM 2024.
Our paper on knowledge-driven subspace fusion was accepted by MICCAI 2024.
Our paper on unified multimodal diagnosis was accepted by IEEE JBHI.
Our paper on long-tailed medical classification was accepted early by MICCAI 2023.
Selected Publications
View All →Journal Papers
Disentangled Multi-modal Learning of Histology and Transcriptomics for Cancer Characterization
Yupei Zhang*, Xiaofei Wang*, Anran Liu, Lequan Yu, Chao Li†
IEEE Transactions on Medical Imaging, 2026
Joint Modeling Histology and Molecular Markers for Cancer Classification
Xiaofei Wang*, Hanyu Liu*, Yupei Zhang, Boyang Zhao, Hao Duan, Wanming Hu, Yonggao Mou, Stephen Price, Chao Li†
Medical Image Analysis, 2025
Long-tailed Medical Diagnosis with Relation-aware Representation Learning and Iterative Classifier Calibration
Li Pan*, Yupei Zhang*, Qiushi Yang, Tan Li, Zhen Chen†
Computers in Biology and Medicine, 2025
Conference Papers
Focus on Focus: Focus-oriented Representation Learning and Multi-view Cross-modal Alignment for Glioma Grading
Li Pan*, Yupei Zhang*, Qiushi Yang, Tan Li, Xiaohan Xing, Maximus C. F. Yeung, Zhen Chen†
IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024
Knowledge-driven Subspace Fusion and Gradient Coordination for Multi-modal Learning
Yupei Zhang*, Xiaofei Wang*, Fangliangzi Meng, Jin Tang, Chao Li†
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024