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Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation


Oct 21, 2019
Ilkay Oksuz, James R. Clough, Bram Ruijsink, Esther Puyol Anton, Aurelien Bustin, Gastao Cruz, Claudia Prieto, Andrew P. King, Julia A. Schnabel


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Detection and Correction of Cardiac MR Motion Artefacts during Reconstruction from K-space


Jun 12, 2019
lkay Oksuz, James Clough, Bram Ruijsink, Esther Puyol-Anton, Aurelien Bustin, Gastao Cruz, Claudia Prieto, Daniel Rueckert, Andrew P. King, Julia A. Schnabel

* Accepted to MICCAI 2019. arXiv admin note: text overlap with arXiv:1808.05130 

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Magnetic Resonance Fingerprinting using Recurrent Neural Networks


Dec 19, 2018
Ilkay Oksuz, Gastao Cruz, James Clough, Aurelien Bustin, Nicolo Fuin, Rene M. Botnar, Claudia Prieto, Andrew P. King, Julia A. Schnabel

* Accepted for ISBI 2018 

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Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning


Oct 29, 2018
lkay Oksuz, Bram Ruijsink, Esther Puyol-Anton, James Clough, Gastao Cruz, Aurelien Bustin, Claudia Prieto, Rene Botnar, Daniel Rueckert, Julia A. Schnabel, Andrew P. King

* Submitted to Medical Image Analysis 

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Deep Learning using K-space Based Data Augmentation for Automated Cardiac MR Motion Artefact Detection


Aug 31, 2018
Ilkay Oksuz, Bram Ruijsink, Esther Puyol-Anton, Aurelien Bustin, Gastao Cruz, Claudia Prieto, Daniel Rueckert, Julia A. Schnabel, Andrew P. King

* Accepted for MICCAI2018 Conference 

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Motion Estimated-Compensated Reconstruction with Preserved-Features in Free-Breathing Cardiac MRI


Nov 15, 2016
Aurelien Bustin, Anne Menini, Martin A. Janich, Darius Burschka, Jacques Felblinger, Anja C. S. Brau, Freddy Odille

* 12 pages, 6 figures, accepted at MICCAI 2016 

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