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Picture for Georgia Doumou

Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling


Jun 28, 2019
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Wenjia Bai, Ozan Oktay, Loic Le Folgoc, Konstantinos Kamnitsas, Antonio de Marvao, Georgia Doumou, Jinming Duan, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert

* Submitted for review to IEEE Transactions on Medical Imaging 

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Automatic 3D bi-ventricular segmentation of cardiac images by a shape-constrained multi-task deep learning approach


Aug 28, 2018
Jinming Duan, Ghalib Bello, Jo Schlemper, Wenjia Bai, Timothy J W Dawes, Carlo Biffi, Antonio de Marvao, Georgia Doumou, Declan P O'Regan, Daniel Rueckert


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Deep nested level sets: Fully automated segmentation of cardiac MR images in patients with pulmonary hypertension


Jul 27, 2018
Jinming Duan, Jo Schlemper, Wenjia Bai, Timothy J W Dawes, Ghalib Bello, Georgia Doumou, Antonio De Marvao, Declan P O'Regan, Daniel Rueckert


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Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling


Jul 18, 2018
Carlo Biffi, Ozan Oktay, Giacomo Tarroni, Wenjia Bai, Antonio De Marvao, Georgia Doumou, Martin Rajchl, Reem Bedair, Sanjay Prasad, Stuart Cook, Declan O'Regan, Daniel Rueckert

* Accepted at MICCAI 2018 

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