Publications

For a complete publication list, please see Dr Robinson’s, or Dr Deprez’ Google Scholar.

Highlights

Selected Publications

ICAM-reg: Interpretable Classification and Regression with Feature Attribution for Mapping Neurological Phenotypes in Individual Scans
C Bass, M da Silva, C Sudre, LZJ Williams, PD Tudosiu, F Alfaro-Almagro, SP Fitzgibbon, MF Glasser, SM Smith, EC Robinson
IEEE Transactions on Medical Imaging (2022).

A deep-discrete learning framework for spherical surface registration
MA Suliman, LZJ Williams, A Fawaz, EC Robinson
Conference on Medical Image Computing and Computer-Assisted Intervention 2022 (pp. 119-129)

Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis
S Dahan, A Fawaz, LZJ Williams, C Yang, TS Coalson, MF Glasser, AD Edwards, D Rueckert, EC Robinson
Medical Imaging Deep Learning 2022

Continuous GCN-GANs for Modelling Neonatal Cortical Surface Development
A Fawaz, LZJ Williams, S Dahan, AD Edwards, EC Robinson
Geometric Deep Learning in Medical Image Analysis (Extended abstracts). 2022.

A Deep Generative Model of Neonatal Cortical Surface Development
A Fawaz, LZJ Williams, S Dahan, AD Edwards, EC Robinson
Annual Conference on Medical Image Understanding and Analysis. Springer, Cham, 2022

Distinguishing Healthy Ageing from Dementia: A Biomechanical Simulation of Brain Atrophy Using Deep Networks
M Da Silva, CH Sudre, K Garcia, C Bass, M Jorge Cardoso, EC Robinson
In International Workshop on Machine Learning in Clinical Neuroimaging 2021 (pp. 13-22). Springer, Cham.

Structural and functional asymmetry of the neonatal cerebral cortex
LZJ Williams, SP Fitzgibbon, J Bozek, AM Winkler, R Dimitrova, T Poppe, A Schuh, A Makropoulos, J Cupitt, J O’Muircheartaigh, E Duff, L Cordero-Grande, AN Price, JV Hajnal, D Rueckert, SM Smith, AD Edwards, EC Robinson
Nature Human Behaviour 2023

Improving Phenotype Prediction Using Long-Range Spatio-Temporal Dynamics of Functional Connectivity
S Dahan LZJ Williams, D Rueckert, EC Robinson
In International Workshop on Machine Learning in Clinical Neuroimaging 2021 (pp. 145-154). Springer, Cham.

Uncovering common variants of cortical folding through hierarchical surface registration
Y Guo, M Suliman, LZJ Williams, M Glasser, J O’Muircheartaigh, EC Robinson
OHBM 2023

Normative modelling of cortical folding in term and preterm neonates
Y Guo, LZJ Williams, R Macleod, M Glasser, EC Robinson, J O’Muircheartaigh
OHBM 2023

Differential Patterns of Cortical Expansion in Fetal and Preterm Brain Development
M da Silva, K Garcia, V Kyriakopoulou, LZJ Williams, AM Winkler, J Cardoso, EC Robinson
FIT’NG 2023

Geometric Deep Learning of the Human Connectome Project Multimodal Cortical Parcellation
LZJ Williams, A Fawaz, MF Glasser, AD Edwards, EC Robinson
In International Workshop on Machine Learning in Clinical Neuroimaging 2021 (pp. 103-112). Springer, Cham.

ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping
C Bass, M da Silva, C Sudre, PD Tudosiu, SM Smith, EC Robinson
Neural Information Processing Systems (NeurIPS) 7697–7709(2020)

Multimodal surface matching with higher-order smoothness constraints
Robinson EC, Garcia K, Glasser MF, Chen Z, Coalson TS, Makropoulos A, Bozek J …. Rueckert D
NeuroImage. 2018 Feb 15;167:453-65.

A multi-modal parcellation of human cerebral cortex
Glasser MF, Coalson TS, Robinson EC, Hacker CD, Harwell J, Yacoub E, Ugurbil K, Andersson J, Beckmann CF, Jenkinson M, Smith SM
Nature. 2016 Aug;536(7615):171.

MSM: A new flexible framework for Multimodal Surface Matching
Robinson EC, Jbabdi S, Glasser MF, Andersson J, Burgess GC, Harms MP, Smith SM, Van Essen DC, Jenkinson M
Neuroimage 100 (2014):414-426.

Identifying population differences in whole-brain structural networks: a machine learning approach.
Robinson EC, Hammers A, Ericsson A, Edwards AD, Rueckert D
NeuroImage. 2010 Apr 15;50(3):910-9.

Higher order spherical harmonics reconstruction of fetal diffusion MRI with intensity correction
M Deprez, AN Price, D Christiaens, …, A Daducci, JD Tournier, MA Rutherford, S Counsell, M Bach Cuadra, JV Hajnal
IEEE TMI Apr 2020

Deformable Slice-to-Volume Registration for Motion Correction in Fetal Body MRI
Alena Uus, Tong Zhang, Laurence Jackson, Mary Rutherford, Joseph V. Hajnal, Maria Deprez
IEEE TMI Sept 2020

Fetal whole heart blood flow imaging using 4D cine MRI.
TA Roberts, JFP van Amerom, A Uus, …, M Deprez, JV Hajnal
Nature Communications 2020