Areas of Focus
- 心脏-肺MRI-CT成像与图像处理
- 超极化3He/129Xe MRI成像
- 智能医学图像处理与分析
- 影像引导的心脏-肺介入式系统
Work Experience
- 2017.10-2022.4 多伦多大学Sunnybrook研究所全职博士后
- 2022.5-至今 华中科技大学武汉光电国家研究中心全职教授
Academic Background & Achievements
- 2005-2009 生物信息技术学士:华中科技大学
- 2009-2012 生物医学工程硕士:华中科技大学
- 2013-2017 生物医学工程博士:加拿大西安大略大学
- 多伦多大学博士后研究
Publications
- Globally Optimal Co-Segmentation of Three-dimensional Pulmonary 1H and Hyperpolarized 3He MRI with Spatial Consistence Prior, 郭富民, 袁静, Martin Rajchl, Sarah Svenningsen, Dante PI Capaldi, Khadija Sheikh, Aaron Fenster, Grace Parraga, 2015
- Improving Cardiac MRI Convolutional Neural Network Segmentation on Small Training Datasets and Dataset Shift: A Continuous Kernel Cut Approach, 郭富民, Matthew Ng, Maged Goubran, Steffen E Petersen, Stefan K Piechnik, Stefan Neubauer, Graham Wright, 2020
- Pulmonary Ventilation Maps generated using Free-breathing Proton MRI and a Deep Convolutional Neural Network, Dante Capaldi, 郭富民, Xing Lei, Grace Parraga, 2021
- Ultra-short Echo-time MRI Lung Segmentation with Under-annotations and Domain Shift, 郭富民, Dante PI Capaldi, David G McCormack, Aaron Fenster, Grace Parraga, 2020
- Cardiac MRI Segmentation With Sparse Annotations: Ensembling Deep Learning Uncertainty and Shape Prior, 郭富民, Matthew Ng, Grey Kuling, Graham Wright, 2021
Awards
- 2017 加拿大自然科学与工程理事会NSERC基金
- 2020 加拿大NSERC-Banting基金
- 2021 加拿大John Polanyi医学与生理学奖