Cardiac Image Super-Resolution with Global Correspondence Using Multi-Atlas PatchMatch. - Wenzhe Shi; Jose Caballero; Christian Ledig; Xiahai Zhuang; Wenjia Bai; Kanwal K. Bhatia; Antonio M. Simoes Monteiro de Marvao; Tim Dawes; Declan P. O'Regan; Daniel Rueckert (MICCAI (3), 2013)

Multi-atlas Spectral PatchMatch: Application to Cardiac Image Segmentation. - Wenzhe Shi; Herve Lombaert; Wenjia Bai; Christian Ledig; Xiahai Zhuang; Antonio M. Simoes Monteiro de Marvao; Timothy Dawes; Declan P. O'Regan; Daniel Rueckert (MICCAI (1), 2014)

Geodesic Patch-Based Segmentation. - Zehan Wang; Kanwal K. Bhatia; Ben Glocker; Antonio M. Simoes Monteiro de Marvao; Tim Dawes; Kazunari Misawa; Kensaku Mori; Daniel Rueckert (MICCAI (1), 2014)

Prediction of Clinical Information from Cardiac MRI Using Manifold Learning. - Haiyan Wang 018; Wenzhe Shi; Wenjia Bai; Antonio M. Simoes Monteiro de Marvao; Timothy J. W. Dawes; Declan P. O'Regan; Philip J. Edwards; Stuart A. Cook; Daniel Rueckert (FIMH, 2015)

A bi-ventricular cardiac atlas built from 1000+ high resolution MR images of healthy subjects and an analysis of shape and motion. - Wenjia Bai; Wenzhe Shi; Antonio M. Simoes Monteiro de Marvao; Timothy J. W. Dawes; Declan P. O'Regan; Stuart A. Cook; Daniel Rueckert (Medical Image Anal., 2015)

Respiratory Motion Correction for 2D Cine Cardiac MR Images using Probabilistic Edge Maps. - Ozan Oktay; Giacomo Tarroni; Wenjia Bai; Antonio de Marvao; Declan P. O'Regan; Stuart A. Cook; Daniel Rueckert (CinC, 2016)

Multi-input Cardiac Image Super-Resolution Using Convolutional Neural Networks. - Ozan Oktay; Wenjia Bai; Matthew C. H. Lee; Ricardo Guerrero; Konstantinos Kamnitsas; Jose Caballero; Antonio de Marvao; Stuart A. Cook; Declan P. O'Regan; Daniel Rueckert (MICCAI (3), 2016)

Learning-Based Heart Coverage Estimation for Short-Axis Cine Cardiac MR Images. - Giacomo Tarroni; Ozan Oktay; Wenjia Bai; Andreas Schuh; Hideaki Suzuki; Jonathan Passerat-Palmbach; Ben Glocker; Antonio de Marvao; Declan P. O'Regan; Stuart A. Cook; Daniel Rueckert (FIMH, 2017)

Anatomically Constrained Neural Networks (ACNN): Application to Cardiac Image Enhancement and Segmentation. - Ozan Oktay; Enzo Ferrante; Konstantinos Kamnitsas; Mattias P. Heinrich; Wenjia Bai; Jose Caballero; Ricardo Guerrero; Stuart A. Cook; Antonio de Marvao; Timothy Dawes; Declan P. O'Regan; Bernhard Kainz; et al. (CoRR, 2017)

Stratified Decision Forests for Accurate Anatomical Landmark Localization in Cardiac Images. - Ozan Oktay; Wenjia Bai; Ricardo Guerrero; Martin Rajchl; Antonio de Marvao; Declan P. O'Regan; Stuart A. Cook; Mattias P. Heinrich; Ben Glocker; Daniel Rueckert (IEEE Trans. Medical Imaging, 2017)

Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling. - Carlo Biffi; Ozan Oktay; Giacomo Tarroni; Wenjia Bai; Antonio M. Simoes Monteiro de Marvao; Georgia Doumou; Martin Rajchl; Reem Bedair; Sanjay K. Prasad; Stuart A. Cook; Declan P. O'Regan; Daniel Rueckert (MICCAI (2), 2018)

Combining Deep Learning and Shape Priors for Bi-Ventricular Segmentation of Volumetric Cardiac Magnetic Resonance Images. - Jinming Duan 001; Jo Schlemper; Wenjia Bai; Timothy J. W. Dawes; Ghalib Bello; Carlo Biffi; Georgia Doumou; Antonio M. Simoes Monteiro de Marvao; Declan P. O'Regan; Daniel Rueckert (ShapeMI@MICCAI, 2018)

Deep Nested Level Sets: Fully Automated Segmentation of Cardiac MR Images in Patients with Pulmonary Hypertension. - Jinming Duan 001; Jo Schlemper; Wenjia Bai; Timothy J. W. Dawes; Ghalib Bello; Georgia Doumou; Antonio M. Simoes Monteiro de Marvao; Declan P. O'Regan; Daniel Rueckert (MICCAI (4), 2018)

A Comprehensive Approach for Learning-Based Fully-Automated Inter-slice Motion Correction for Short-Axis Cine Cardiac MR Image Stacks. - Giacomo Tarroni; Ozan Oktay; Matthew Sinclair; Wenjia Bai; Andreas Schuh; Hideaki Suzuki; Antonio de Marvao; Declan P. O'Regan; Stuart A. Cook; Daniel Rueckert (MICCAI (1), 2018)

Three-dimensional cardiovascular imaging-genetics: a mass univariate framework. - Carlo Biffi; Antonio de Marvao; Mark I Attard; Timothy J. W. Dawes; Nicola Whiffin; Wenjia Bai; Wenzhe Shi; Catherine Francis; Hannah Meyer; Rachel J. Buchan; Stuart A. Cook; Daniel Rueckert; et al. (Bioinform., 2018)

Automatic 3D bi-ventricular segmentation of cardiac images by a shape-constrained multi-task deep learning approach. - Jinming Duan 001; Ghalib Bello; Jo Schlemper; Wenjia Bai; Timothy J. W. Dawes; Carlo Biffi; Antonio de Marvao; Georgia Doumou; Declan P. O'Regan; Daniel Rueckert (CoRR, 2018)

Anatomically Constrained Neural Networks (ACNNs): Application to Cardiac Image Enhancement and Segmentation. - Ozan Oktay; Enzo Ferrante; Konstantinos Kamnitsas; Mattias P. Heinrich; Wenjia Bai; Jose Caballero; Stuart A. Cook; Antonio de Marvao; Timothy Dawes; Declan P. O'Regan; Bernhard Kainz; Ben Glocker; et al. (IEEE Trans. Medical Imaging, 2018)

3D High-Resolution Cardiac Segmentation Reconstruction From 2D Views Using Conditional Variational Autoencoders. - Carlo Biffi; Juan J. Cerrolaza; Giacomo Tarroni; Antonio de Marvao; Stuart A. Cook; Declan P. O'Regan; Daniel Rueckert (ISBI, 2019)

Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling. - Carlo Biffi; Juan J. Cerrolaza; Giacomo Tarroni; Wenjia Bai; Ozan Oktay; Loïc Le Folgoc; Konstantinos Kamnitsas; Antonio de Marvao; Georgia Doumou; Jinming Duan 001; Sanjay K. Prasad; Stuart A. Cook; et al. (CoRR, 2019)

Joint analysis of clinical risk factors and 4D cardiac motion for survival prediction using a hybrid deep learning network. - Shihao Jin; Nicoló Savioli; Antonio de Marvao; Timothy J. W. Dawes; Axel Gandy; Daniel Rueckert; Declan P. O'Regan (CoRR, 2019)

Deep-learning cardiac motion analysis for human survival prediction. - Ghalib A. Bello; Timothy J. W. Dawes; Jinming Duan 001; Carlo Biffi; Antonio de Marvao; Luke S. G. E. Howard; J. Simon R. Gibbs; Martin R. Wilkins; Stuart A. Cook; Daniel Rueckert; Declan P. O'Regan (Nat. Mach. Intell., 2019)

Automatic 3D Bi-Ventricular Segmentation of Cardiac Images by a Shape-Refined Multi- Task Deep Learning Approach. - Jinming Duan 001; Ghalib Bello; Jo Schlemper; Wenjia Bai; Timothy J. W. Dawes; Carlo Biffi; Antonio de Marvao; Georgia Doumou; Declan P. O'Regan; Daniel Rueckert (IEEE Trans. Medical Imaging, 2019)

Learning-Based Quality Control for Cardiac MR Images. - Giacomo Tarroni; Ozan Oktay; Wenjia Bai; Andreas Schuh; Hideaki Suzuki; Jonathan Passerat-Palmbach; Antonio de Marvao; Declan P. O'Regan; Stuart A. Cook; Ben Glocker; Paul M. Matthews; Daniel Rueckert (IEEE Trans. Medical Imaging, 2019)

One-stage Multi-task Detector for 3D Cardiac MR Imaging. - Weizeng Lu; Xi Jia; Wei Chen 092; Nicoló Savioli; Antonio de Marvao; Linlin Shen; Declan P. O'Regan; Jinming Duan 001 (ICPR, 2020)

Explainable Anatomical Shape Analysis Through Deep Hierarchical Generative Models. - Carlo Biffi; Juan J. Cerrolaza; Giacomo Tarroni; Wenjia Bai; Antonio de Marvao; Ozan Oktay; Christian Ledig; Loïc Le Folgoc; Konstantinos Kamnitsas; Georgia Doumou; Jinming Duan 001; Sanjay K. Prasad; et al. (IEEE Trans. Medical Imaging, 2020)

Nesterov Accelerated ADMM for Fast Diffeomorphic Image Registration. - Alexander Thorley; Xi Jia; Hyung Jin Chang; Boyang Liu; Karina Bunting; Victoria Stoll; Antonio de Marvao; Declan P. O'Regan; Georgios V. Gkoutos; Dipak Kotecha; Jinming Duan 001 (MICCAI (4), 2021)

Joint Semi-supervised 3D Super-Resolution and Segmentation with Mixed Adversarial Gaussian Domain Adaptation. - Nicoló Savioli; Antonio de Marvao; Wenjia Bai; Shuo Wang 011; Stuart A. Cook; Calvin W. L. Chin; Daniel Rueckert; Declan P. O'Regan (CoRR, 2021)

MulViMotion: Shape-aware 3D Myocardial Motion Tracking from Multi-View Cardiac MRI. - Qingjie Meng; Chen Qin; Wenjia Bai; Tianrui Liu; Antonio de Marvao; Declan P. O'Regan; Daniel Rueckert (CoRR, 2022)

Learning a Model-Driven Variational Network for Deformable Image Registration. - Xi Jia; Alexander Thorley; Wei Chen 092; Huaqi Qiu; Linlin Shen; Iain B. Styles; Hyung Jin Chang; Ales Leonardis; Antonio de Marvao; Declan P. O'Regan; Daniel Rueckert; Jinming Duan 001 (IEEE Trans. Medical Imaging, 2022)

MulViMotion: Shape-Aware 3D Myocardial Motion Tracking From Multi-View Cardiac MRI. - Qingjie Meng; Chen Qin; Wenjia Bai; Tianrui Liu 001; Antonio de Marvao; Declan P. O'Regan; Daniel Rueckert (IEEE Trans. Medical Imaging, 2022)

CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy. - Mengyun Qiao; Shuo Wang 011; Huaqi Qiu; Antonio de Marvao; Declan P. O'Regan; Daniel Rueckert; Wenjia Bai (IEEE Trans. Medical Imaging, 2024)