教授

新闻类别:教授
2022-11-16

郭富民

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职称

教授、博士生导师

联系方式

电话 027 8779 2033
手机
传真 027 8779 2034
邮箱 fguo@hust.edu.cn

教育与工作经历

2005/09-2009/06 华中科技大学 生物信息技术系 学士

2009/09-2013/03 华中科技大学 生物医学工程系 硕士

2013/05-2017/10 加拿大西安大略大学 生物医学工程系 博士

2017/10-2022/04 加拿大多伦多大学 医学生物物理系 博士后

2022/05-至今 华中科技大学 武汉光电国家研究中心 教授

研究兴趣

1) 心脏-肺磁共振成像

2) 超极化3He/129Xe MRI

3)医学图像处理与分析;

4)影像引导的心脏-肺介入式系统;

5)人工智能

期刊论文

  1. F Guo, M Ng, G Kuling, G Wright. Cardiac MRI Segmentation with Sparse Annotations: Ensembling Deep Learning Uncertainty and Shape Prior. Medical Image Analysis (2022).

  2. F Guo, M Ng, I Roifman, G Wright. Cardiac MRI Left Ventricle Segmentation and Biomarker Quanti_cation Using A Pre-trained Neural Network. Applied Sciences (2022).

  3. N Orlando, I Gyacskov, DJ. Gillies, F Guo, C Romagnoli, D D’Souza, DW. Cool, DA. Hoover, and A Fenster. Effect of dataset size, image quality, and image type on deep learning-based automatic prostate segmentation in 3D ultrasound. Physics in Medicine & Biology (2022).

  4. M Sharma, PV Wyszkiewicz, V Desaigoudar, F Guo, D Capaldi, G Parraga. Quantification of pulmonary functional MRI: state-of-the-art and emerging image processing methods and measurements. Physics in Medicine & Biology (2022).

  5. N Bhatt, V Ramanan, A Orbach, L Biswas, M Ng, F Guo, X Qi, L Guo, L Jimenez-Juan, I Roifman, G Wright, N Ghugre. A Deep Learning Segmentation Pipeline for Cardiac T1 Mapping Using MRI Relaxation-Based Synthetic Contrast Augmentation. Radiology: Artificial Intelligence (2022).

  6. F Guo, D Capaldi, DG McCormack, A Fenster, G Parraga. Ultra-short Echo-time MRI Lung Segmentation with Under-annotations and Domain Shift. Medical Image Analysis (2021)

  7. R Zhou*, F Guo*,MR Azarpazhooh, S Hashemi, D Spence, M Ding, A Fenster. Deep learning-based measurement of total plaque area in B-mode ultrasound images. IEEE Journal of Biomedical and Health Informatics (2021).

  8. W Xue, J Li, Z Hu, E Kerfoot, J Clough, I Oksuz, H Xu, V Grau, F Guo, M Ng, X Li, Q Li, L Liu, J Ma, E Grinias, G Tziritas, W Yan, A Atehortua, M Garreau, Y Jang, A Debus, E Ferrante, G Yang, T Hua, and S Li*. Left Ventri-cle Quantification Challenge: A Comprehensive Comparison and Evaluation of Segmentation and Regression for Mid-ventricular Short-axis Cardiac MR Data. IEEE Journal of Biomedical and Health Informatics (2021).

  9. N Bhatt, V Ramanan, H Gunraj, F Guo, X Qi, L Biswas, I Roifman, G Wright, and N Ghugre. Fully Automatic SegmenTal Relaxometry (FASTR) for Cardiac Magnetic Resonance T1 mapping. Medical Physics (2021).

  10. F Guo, M Ng, M Goubran SE. Petersen, SK. Piechnik, S Neubauer, and G Wright. Improving Cardiac MRI Convolutional Neural Network Segmentation on Small Training Datasets and Dataset Shift: A Continuous Kernel Cut Approach. Medical Image Analysis (2020).

  11. R Zhou*, F Guo*,MR Azarpazhooh, JD Spence, E Ukwatta, M Ding and A Fenster. A Voxel-based Fully Convolution Network and Continuous Max-flow for Carotid Vessel-wall-volume Segmentation from 3D Ultrasound Images. IEEE Transactions on Medical Imaging (2020).

  12. DPI Capaldi*, F Guo*, L Xing, and G Parraga. Pulmonary Ventilation Maps generated using Free-breathing Proton MRI and a Deep Convolutional Neural Network. Radiology (2020).

  13. F Guo*, P.R.P. Krahn, T Escartin, I Roifman, and G Wright. Cine and Late Gadolinium Enhancement MRI Registration and Automated Myocardial Infarct Heterogeneity Quantification. Magnetic Resonance in Medicine (2020).

  14. A Westcott*, F Guo*, G Parraga, A Ouriadov. Rapid Single-breath Hyperpolarized Noble Gas MRI Based Biomarkers of Airspace Enlargement. Journal of Magnetic Resonance Imaging (2019, 期刊封面文章).

  15. F Guo, DPI Capaldi, DG McCormack, A Fenster, and G Parraga. A Framework for Fourier-Decomposition Free-Breathing Pulmonary 1H MRI Ventilation Measurements. Magnetic Resonance in Medicine (2019).

  16. A Ouriadov, F Guo, DG McCormack, and G Parraga. Accelerated Diffusion weighted 129Xe MRI Morphometry of Terminal Airspace Enlargement: Feasibility in Volunteers and Those with Alpha-1 Antitrypsin De_ciency. Magnetic Resonance in Medicine (2019).

  17. F Guo, DPI Capaldi, M Kirby, K Sheikh, S Svenningsen, DG McCormack, A Fenster and G Parraga. Development of a pulmonary imaging biomarker pipeline for phenotyping of chronic lung disease. Journal of Medical Imaging (2018).

  18. H Young, F Guo, R Eddy, G Maksym, and G Parraga. Oscillometry and Pulmonary MRI Measurements of Ventilation Heterogeneity in Obstructive Lung Disease: Relationship to Quality of Life and Disease Control. Journal of Applied Physiology (2018).

  19. DPI Capaldi, RL Eddy, S Svenningsen, F Guo, J Baxter, J McLeod, P Nair, DG McCormack, and G Parraga. Free-breathing Pulmonary MR Imaging to Quantify Regional Ventilation. Radiology (2018).

  20. F Guo, S Svenningsen, M Kirby, DPI Capaldi, K Sheikh, A Fenster, and G Parraga. Thoracic CT-MRI Co-Registration for Regional Pulmonary Structure-Function Measurements of Obstructive Lung Disease. Medical Physics (2017, 期刊封面文章).

  21. DPI Capaldi, K Sheikh, RL Eddy, F Guo, S Svenningsen, P Nair, DG McCormack and G Parraga. Free-breathing Functional Pulmonary MRI: Response to Bronchodilator and Bronchoprovocation in Severe Asthma. Academic Radiology (2017).

  22. K Sheikh, F Guo, DPI Capaldi, et al. Ultrashort Echo Time MRI Biomarkers of Asthma. Journal of Magnetic Resonance Imaging (2017).

  23. S Svenningsen, F Guo, et al. Non-Cystic Fibrosis Bronchiectasis: Regional Abnormalities and Response to Airway Clearance Therapy using Pulmonary Functional Magnetic Resonance Imaging. Academic Radiology (2017).

  24. F Guo, S Svenningsen, R Eddy, DPI Capaldi, K Sheikh, A Fenster, and G Parraga. Anatomical Pulmonary Magnetic Resonance Imaging Segmentation for Regional Structure-Function Measurements in Asthma. Medical Physics (2016).

  25. S Svenningsen, P Nair, F Guo, et al. Is Ventilation Heterogeneity Related to Asthma Control? European Respiratory Journal (2016).

  26. D Leary, S Svenningsen, F Guo, et al. Hyperpolarized 3He Magnetic Resonance Imaging Ventilation Defects in Asthma: Relationship to Airway Mechanics. Physiological reports 4.7 (2016).

  27. DPI Capaldi, F Guo, and G Parraga. Imaging How and Where We Breathe Oxygen: Another Big Short? Journal of thoracic disease (2016).

  28. DPI Capaldi, N Zha, F Guo, et al. Pulmonary Imaging Biomarkers of Gas-trapping and Emphysema in COPD: 3He MRI and CT Parametric Response Maps. Radiology (2016, 期刊封面文章).

  29. D Pike, M Kirby, RL Eddy, F Guo, et al. Regional Heterogeneity of Chronic Obstructive Pulmonary Disease Phenotypes: Pulmonary 3He Magnetic Resonance Imaging and CT. COPD: Journal of Chronic Obstructive Pulmonary Disease (2016).

  30. S Svenningsen, G Paulin, K Sheikh, F Guo, et al. Oscillatory Positive Expiratory Pressure in Chronic Obstructive Pulmonary Disease. COPD: Journal of Chronic Obstructive Pulmonary Disease (2016).

  31. D Pike, M Kirby, F Guo, et al. Ventilation Heterogeneity in Ex-smokers without Airflow Limitation. Academic Radiology (2015).

  32. DPI Capaldi, K Sheikh, F Guo, et al. Free-breathing Pulmonary and Hyperpolarized 3He MRI: Comparison in COPD and Bronchiectasis. Academic Radiology (2015).

  33. W Ma, K Sheikh, S Svenningsen, D Pike, F Guo, et al. Ultrashort Echo Time pulmonary MRI: Evaluation and Reproducibility in COPD Subjects with and without Bronchiectasis. Journal of Magnetic Resonance Imaging (2015).

  34. F Guo, J Yuan, M Rajchl, S Svenningsen, DPI Capaldi, K Sheikh, A Fenster, and G Parraga. Globally Optimal Co-Segmentation of Three-dimensional Pulmonary 1H and Hyperpolarized 3He MRI with Spatial Consistence Prior. Medical Image Analysis (2015).

  35. S Svenningsen, F Guo, M Kirby, et al. Pulmonary Functional Magnetic Resonance Imaging: Asthma Temporal-Spatial Maps. Academic Radiology (2014).

专利

张旭明,郭富民,姚龙龙,李柳,丁明跃,熊有伦,尹周平,王瑜辉。基于FPGA和多核DSP的图像传输与处理系统。中国发明专利,专利号: ZL201210402219.5.

荣誉及奖励

  1. 2021 加拿大John Charles Polanyi Prizes --医学与生理学领域2021年唯一获奖者,也是自该奖项1987年设立以来,医学与生理学领域首位来自中国的获奖者2021医学与生理学领域的唯一获奖者。Polanyi Prizes以1986年诺贝尔化学奖得主Polanyi博士的名义设立,每年在化学、物理、医学、文学、经济学5个领域各设置1个奖项。

  2. 2020 Vanguard Patent Awards --- Pulmonary Imaging Platform (PIPTM).

  3. 2017 International Workshop on Pulmonary Functional Imaging (IWPFI)- Best Scientific Exhibition Award.

  4. 2016 International Society for Magnetic Resonance in Medicine (ISMRM) | Merit Award: Magna Cum Laude.

  5. 2015 SPIE Medical Imaging --- Robert F. Wagner Best Student Paper二等奖。

在研/已完成科研项目

  1. 2017 Global Optimization for 1H-based MRI Segmentation and Reconstruction. 加拿大Natural Sciences and Engineering Research Council of Canada (NSERC) Fellowship 。 编号:502818, 资助额度:9万加元,已结题。

  2. 2020 Integration of Multi-Modality MRI to Improve Ventricular Tachycardia Management and Patient Outcomes. 加拿大NSERC-Banting Fellowship。 编号:395870, 资助额度:14万加元,已结题。注:Banting基金是加拿大政府和三大基金委以1923年诺贝尔奖得主Banting博士的名义设立,NSERC-Banting每年面向全世界自然科学领域资助23个项目。在过去的5年里,仅有4位中国学者受到该基金的资助。该项目为医学影像领域近5年全球唯一获批项目