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Guo Fumin
Life Science
Huazhong University of Science and Technology
Hubei
Language: English, Chinese
Mri
Ct
Cardiac
Pulmonary
Image Processing
Hyperpolarized
Medical Imaging
Interventional Systems
3He
129Xe
Areas of Focus
- Cardiac-pulmonary MRI-CT imaging and image processing
- Hyperpolarized 3He/129Xe MRI imaging
- Intelligent medical image processing and analysis
- Image-guided cardiac-pulmonary interventional systems
Work Experience
- 2017.10-2022.4 Full-time Postdoctoral Researcher at Sunnybrook Research Institute, University of Toronto
- 2022.5-present Full-time Professor at Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology
Academic Background & Achievements
- 2005-2009 Bachelor in Bioinformatics: Huazhong University of Science and Technology
- 2009-2012 Master in Biomedical Engineering: Huazhong University of Science and Technology
- 2013-2017 PhD in Biomedical Engineering: University of Western Ontario, Canada
- Postdoctoral research at the University of Toronto
Publications
- Globally Optimal Co-Segmentation of Three-dimensional Pulmonary 1H and Hyperpolarized 3He MRI with Spatial Consistence Prior, Fumin Guo, Jing Yuan, 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, Fumin Guo, 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, Fumin Guo, Xing Lei, Grace Parraga, 2021
- Ultra-short Echo-time MRI Lung Segmentation with Under-annotations and Domain Shift, Fumin Guo, Dante PI Capaldi, David G McCormack, Aaron Fenster, Grace Parraga, 2020
- Cardiac MRI Segmentation With Sparse Annotations: Ensembling Deep Learning Uncertainty and Shape Prior, Fumin Guo, Matthew Ng, Grey Kuling, Graham Wright, 2021
Awards
- 2017 NSERC Grant, Canada
- 2020 NSERC-Banting Grant, Canada
- 2021 John Polanyi Prize in Medicine and Physiology, Canada
