Theses

Dictionaries for fast and informative dynamic MRI acquisition
J. Caballero
Ph.D. Thesis, Imperial College London, 2015

Spike sorting at sub-Nyquist rates
J. Caballero
M.Sc. Thesis, Imperial College London, 2011


Book chapters

Dictionary learning for medical image denoising, reconstruction and segmentation
T. Tong, J. Caballero, K. K. Bhatia, D. Rueckert
Machine Learning and Medical Imaging. Edited by Guorong Wu, Dinggang Shen, Mert Sabuncu. Elsevier, 2016


Journals and conferences

2019

Data consistency networks for (calibration-less) accelerated parallel MR image reconstruction
J. Schlemper, J. Duan, Ch. Ouyang, C. Qin, J. Caballero, J. V. Hajnal, D. Rueckert
arXiv, 2019

Smile, be Happy:) Emoji Embedding for Visual Sentiment Analysis
Z. Al-Halah, A. Aitken, W. Shi, J. Caballero
To appear in the International Conference on Computer Vision (ICCV) Workshop on Cross-Modal Learning in Real World, Seoul, Korea, 2019

Deep Hashing using Entropy Regularised Product Quantisation Network
J. Schlemper, J. Caballero, A. Aitken, J. van Amersfoort
arXiv, 2019

Generalising Deep Learning MRI Reconstruction across Different Domains
C. Ouyang, J. Schlemper, C. Biffi, G. Seegoolam, J. Caballero, A. N. Price, J. V. Hajnal, D. Rueckert
arXiv, 2019

2018

Convolutional recurrent neural networks for dynamic MR image reconstruction
C. Qin, J. Schlemper, J. Caballero, A. N. Price, J. V. Hajnal, D. Rueckert
IEEE Transactions on Medical Imaging, vol. 38, pp. 280-290, 2018

2017

Frame interpolation with multi-scale deep loss functions and generative adversarial networks
J. van Amersfoort, W. Shi, A. Acosta, F. Massa, J. Totz, Z. Wang, J. Caballero
arXiv, 2017

Anatomically constrained neural networks (ACNN): Application to cardiac image enhancement and segmentation
O. Oktay, E. Ferrante, K. Kamnitsas, M. Heinrich, W. Bai, J. Caballero, S. Cook, A. de Marvao, T. Dawes, D. O’Regan, B. Kainz, B. Glocker, D. Rueckert
IEEE Transactions on Medical Imaging, vol. 37, pp. 384-395, 2017

Checkerboard artifact free sub-pixel convolution: A note on sub-pixel convolution, resize convolution and convolution resize
A. Aitken, C. Ledig, L. Theis, J. Caballero, Z. Wang, W. Shi
arXiv, 2017

Real-time video super-resolution with spatio-temporal networks and motion compensation
J. Caballero, C. Ledig, A. Aitken, A. Acosta, J. Totz, Z. Wang, W. Shi
Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, 2017

Photo-realistic single image super-resolution using a generative adversarial network
C. Ledig, L. Theis, F. Huszar, J. Caballero, A. Cunningham, A. Acosta, A. Aitken, A. Tejani, J. Totz, Z. Wang, W. Shi
Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, 2017

A deep cascade of convolutional neural networks for MR image reconstruction
J. Schlemper, J. Caballero, J. V. Hajnal, A. Price, D. Rueckert
IEEE Transactions on Medical Imaging, vol. 37, pp. 491-503, 2017

Amortised MAP inference for image super-resolution
C. K. Sonderby, J. Caballero, L. Theis, W. Shi, F. Huszar
International Conference on learning Representations (ICLR), Toulon, France, 2017

2016

Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network
W. Shi, J. Caballero, F. Huszar, J. Totz, A. Aitken, R. Bishop, D. Rueckert, Z. Wang
Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, 2016

2015

Fast reconstruction of accelerated dynamic MRI using manifold kernel regression
K. K. Bhatia, J. Caballero, A. N. Price, Y. Sun, J. V. Hajnal and D. Rueckert
Proceedings of the 18th International Conference on Medical Imaging Computing and Computer Assisted Interventions (MICCAI), vol. 3, pp. 510-518, Munich, Germany, 2015

2014

Application-driven MRI: Joint reconstruction and segmentation from undersampled MRI data - Best paper runner-up
J. Caballero, W. Bai, A. N. Price, D. Rueckert, J. V. Hajnal
Proceedings of the 17th International Conference on Medical Imaging Computing and Computer Assisted Interventions (MICCAI), vol. 1, pp. 106-113, Boston, MA, USA, 2014

Sparsity Based Spectral Embedding: Application to Multi-Atlas Echocardiography Segmentation - Best paper award
O. Oktay, W. Shi, J. Caballero, K. Keraudren, D. Rueckert
Proceedings of the 2nd MICCAI Workshop on Sparsity Techniques in Medical Imaging, Boston, MA, USA, 2014

Learning Shape Representations for Multi-Atlas Endocardium Segmentation in 3D Echo Images
O. Oktay, W. Shi, J. Caballero, K. Keraudren, D. Rueckert
MICCAI Challenge on Endocardial Three-dimensional Ultrasound Segmentation (CETUS), Boston, MA, USA, 2014

Patch-based dictionaries for parallel MRI reconstruction
J. Caballero, A. N. Price, D. Rueckert, J. V. Hajnal
Proceedings of the 22nd International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting and Exhibition, p. 1560, Milan, Italy, 10-16 May 2014.

Dictionary learning and time sparsity for dynamic MR data reconstruction
J. Caballero, A. N. Price, D. Rueckert, J. V. Hajnal
IEEE Transactions on Medical Imaging, vol. 33(4), pp. 979-994, 2014

2013

Dictionary-Learning reconstruction for accelerating PSF mapping for EPI distortion correction
R. G. Nunes, J. Caballero, J. V. Hajnal
Proceedings of the 30th European Society for Magnetic Resonance in Medicine and Biology (ESMRMB) Annual Scientific Meeting, p. 119, Toulouse, France, 2013

Cardiac image super-resolution with global correspondence using multi-atlas PatchMatch
W. Shi, J. Caballero, C. Ledig, X. Zhuang, W. Bai, K. Bhatia, A. Marvao, T. Dawes, D. O’Regan, D. Rueckert
Proceedings of the 16th International Conference on Medical Imaging Computing and Computer Assisted Interventions (MICCAI), vol. 3, pp. 9-16, Nagoya, Japan, 2013

Dictionary-based reconstruction of dynamic complex MRI data
J. Caballero, A. N. Price, D. Rueckert, J. V. Hajnal
Proceedings of the 21st International Society for Magnetic Resonance in Medicine (ISMRM) Annual Meeting and Exhibition, p. 3806, Salt Lake City, UT, USA, 2013

Patch-based reconstruction of complex MR data using dictionary learning
J. Caballero, A. N. Price, D. Rueckert, J. V. Hajnal
International Society for Magnetic Resonance in Medicine (ISMRM) Workshop on Data Sampling and Image Reconstruction, Sedona, AZ, USA, 2013

2012

Dictionary learning and time sparsity for dynamic MRI
J. Caballero, D. Rueckert, J. V. Hajnal
Proceedings of the 15th International Conference on Medical Imaging Computing and Computer Assisted Interventions (MICCAI), vol. 1, pp. 256-263, Nice, France, 2012

Spike-sorting at sub-Nyquist rates
J. Caballero, J. A. Urigüen, S. R. Schultz, P. L. Dragotti
Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 585-588, Kyoto, Japan, 2012