Computational Imaging and AI in Medicine
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Deep Learning-Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation
Segmenting anatomical structures in medical images has been successfully addressed with deep learning methods for a range of …
Ilkay Oksuz
,
James R Clough
,
Bram Ruijsink
,
Esther Puyol-Antón
,
Aurelien Bustin
,
Gastao Cruz
,
Claudia Prieto
,
Andrew P King
,
Julia A. Schnabel
Dec 1, 2020
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DOI
Model-Based and Data-Driven Strategies in Medical Image Computing
Daniel Rueckert
,
Julia A. Schnabel
Jan 1, 2020
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DOI
A topological loss function for deep-learning based image segmentation using persistent homology
James R Clough
,
Nicholas Byrne
,
Ilkay Oksuz
,
Veronika Zimmer
,
Julia A. Schnabel
,
Andrew P King
Jan 1, 2019
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Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning
Good quality of medical images is a prerequisite for the success of subsequent image analysis pipelines. Quality assessment of medical …
Ilkay Oksuz
,
Bram Ruijsink
,
Esther Puyol-Antón
,
James R. Clough
,
Gastao Cruz
,
Aurelien Bustin
,
Claudia Prieto
,
Rene Botnar
,
Daniel Rueckert
,
Julia A. Schnabel
,
Andrew P. King
Jan 1, 2019
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DOI
Advances and Challenges in Deformable Image Registration: From Image Fusion to Complex Motion Modelling
Over the past 20 years, the field of medical image registration has significantly advanced from multi-modal image fusion to highly …
Julia A. Schnabel
,
Mattias P. Heinrich
,
Bartłomiej W. Papież
,
Sir J. Michael Brady
Oct 1, 2016
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DOI
MIND: Modality independent neighbourhood descriptor for multi-modal deformable registration
Mattias P Heinrich
,
Mark Jenkinson
,
Manav Bhushan
,
Tahreema Matin
,
Fergus V Gleeson
,
Michael Brady
,
Julia A. Schnabel
Jan 1, 2012
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Automatic construction of 3-D statistical deformation models of the brain using nonrigid registration
Daniel Rueckert
,
Alejandro F Frangi
,
Julia A. Schnabel
Jan 1, 2003
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A generic framework for non-rigid registration based on non-uniform multi-level free-form deformations
Julia A. Schnabel
,
Daniel Rueckert
,
Marcel Quist
,
Jane M Blackall
,
Andy D Castellano-Smith
,
Thomas Hartkens
,
Graeme P Penney
,
Walter A Hall
,
Haiying Liu
,
Charles L Truwit
,
others
Jan 1, 2001
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