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General Information
Full Name | Xuzhe Zhang |
Languages | English, Mandarin Chinese |
Education
- 2020-25
Ph.D. in Biomedical Engieering
Columbia University, New York, US
- Advised by Andrew F. Laine
- Research Assistant in Heffner Biomedical Imaging Lab
- 2018-19
M.S. in Biomedical Engieering
Columbia University, New York, US
- 2014-18
B.Eng. in Biomedical Engieering
Northeastern University, Shenyang, CN
Open Source Projects
- 2024
MAPSeg
- CVPR2024, Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling
- 2023
Online Infant Neuroimaging Analysis platform
- An ongoing effort to facilitate neuroscience and early brain development studies by providing robust segmentation and quantification of subcortical regions via a web-based platform powered by AWS.
- 2022
PTNet3D
- A 3D image synthesis (T1w MRI -> T2w MRI or vice versa) framework for infant brain MRI based on transformers.
Research Interests
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Deep learning and computer vision
- How to make model a generalist agent in medical image analysis (in-context learning in vision model for medical image analysis)
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Medical image analysis
- Develop open-source frameworks to facilitate medical image processing, quantification, and interpretation
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Neuro- imaging and science
- How can we better study brain and neurodevelopment using neuroimaging