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Comparison of 3D convolutional neural networks and loss functions for ventilated lung segmentation using multi-nuclear hyperpolarized gas MRI

Author:Joshua Astley  Alberto Biancardi  Paul Hughes  Laurie Smith  Helen Marshall  Guilhem Collier  James Eaden  Nicholas Weatherley  Jim Wild  Bilal Tahir  

Session Type:Digital Poster  

Session Date:Thursday, 20 May 2021  

Topic:Latest Advances in Hyperpolarized MRI  

Session Name:Hyperpolarization: Gas  

Program Number:3560  

Room Session:Concurrent 2  

Institution:University of Sheffield  

Generalizable deep learning for multi-resolution proton MRI lung segmentation in multiple diseases

Author:Joshua Astley  Alberto Biancardi  Helen Marshall  Laurie Smith  Guilhem Collier  Paul Hughes  Michael Walker  Matthew Hatton  Jim Wild  Bilal Tahir  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Lung  

Session Name:Lung: Disease Assessment  

Program Number:3224  

Room Session:Concurrent 5  

Institution:University of Sheffield  

Proton lung ventilation MRI in cystic fibrosis: comparison with hyperpolarized gas MRI, pulmonaryfunction tests and multiple-breath washout

Author:Bilal Tahir  Laurie Smith  Joshua Astley  Michael Walker  Alberto Biancardi  Guilhem Collier  Paul Hughes  Helen Marshall  Jim Wild  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Lung  

Session Name:Lung: Disease Assessment  

Program Number:3220  

Room Session:Concurrent 5  

Institution:University of Sheffield