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A Comprehensive Approach for Learning-based Fully-Automated Inter-slice Motion Correction for Short-Axis Cine Cardiac MR Image Stacks


Oct 03, 2018
Giacomo Tarroni, Ozan Oktay, Matthew Sinclair, Wenjia Bai, Andreas Schuh, Hideaki Suzuki, Antonio de Marvao, Declan O'Regan, Stuart Cook, Daniel Rueckert

* Accepted for publication at MICCAI 2018. arXiv admin note: text overlap with arXiv:1803.09354 

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Learning-Based Quality Control for Cardiac MR Images


Sep 15, 2018
Giacomo Tarroni, Ozan Oktay, Wenjia Bai, Andreas Schuh, Hideaki Suzuki, Jonathan Passerat-Palmbach, Antonio de Marvao, Declan P. O'Regan, Stuart Cook, Ben Glocker, Paul M. Matthews, 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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Anatomically Constrained Neural Networks (ACNN): Application to Cardiac Image Enhancement and Segmentation


Dec 05, 2017
Ozan Oktay, Enzo Ferrante, Konstantinos Kamnitsas, Mattias Heinrich, Wenjia Bai, Jose Caballero, Stuart Cook, Antonio de Marvao, Timothy Dawes, Declan O'Regan, Bernhard Kainz, Ben Glocker, Daniel Rueckert

* Published in IEEE Transactions on Medical Imaging (Aug 2017) 

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