Yupei Zhang, Ph.D.
Artificial Intelligence in Biomedical Imaging Lab (AIBIL)
Center for Biomedical Image Computing & Analytics (CBICA)
Department of Radiology
Perelman School of Medicine
University of Pennsylvania
Richards Labs, Suite 700D
3700 Hamilton Walk
Philadelphia, PA 19104
Ph.D. in Computer Science and Technology, Xi’an Jiaotong University, China
M.S. in Computer Science and Technology, Zhengzhou University, China
B.S. in Computer Science and Technology, East China University of Technology, China
Dr. Yupei Zhang is currently a postdoctoral researcher in the Perelman School of Medicine at University of Pennsylvania, Philadelphia, PA. Before joining UPenn, he was a postdoctoral fellow at Emory University, Atlanta, GA, from 2018 to 2020. His research interests lie in machine learning and its applications to medical image analysis, brain decoding, and cognitive computing. His researches in machine learning include compressed sensing, sparse regression, subspace learning, and deep learning. By developing new models and algorithms, he focuses on extracting highly informative features from clinical data for disease understanding and identifying regions of interest on medical images to facilitate clinical workflows. Besides, he has also published several research papers in the field of machine learning-based cognitive diagnosis. He served in the technical committee of many international conferences and is a technical reviewer for a number of international journals.
For a full list of publications you can go to: Google Scholar
Yupei Zhang, Xiuxiu He, Zhen Tian, et al. Multi-needle Detection in 3D Ultrasound Images Using Unsupervised Order-graph Regularized Sparse Dictionary Learning. IEEE Transactions on Medical Imaging, 2020, 39(7): 2302-2315.
Yupei Zhang, Yang Lei, Richard LJ Qiu, et al. Multi‐needle Localization with Attention U‐Net in US‐guided HDR Prostate Brachytherapy. Medical Physics, 2020, 47(7): 2735-2745.
Yupei Zhang, Huan Dai, Yue Yun, et al. Meta-knowledge Dictionary Learning on 1-bit Response Data for Student Knowledge Diagnosis. Knowledge-Based Systems, 2020, 205: 106290.
Yupei Zhang, Ming Xiang, Bo Yang. Hierarchical Sparse Coding from a Bayesian Perspective. Neurocomputing, 2018, 272: 279-293.
Yupei Zhang, Ming Xiang, Bo Yang. Low-rank Preserving Embedding. Pattern Recognition, 2017, 70: 112-125.