| Domain Generalization via Model-Agnostic Learning of Semantic Features Q Dou, DC Castro, K Kamnitsas, B Glocker Advances in Neural Information Processing Systems 32, 6447-6458, 2019 | 617 | 2019 |
| Causality matters in medical imaging DC Castro, I Walker, B Glocker Nature Communications 11 (3673), 2020 | 287 | 2020 |
| Deep Structural Causal Models for Tractable Counterfactual Inference N Pawlowski*, DC Castro*, B Glocker Advances in Neural Information Processing Systems 33, 857-869, 2020 | 155 | 2020 |
| Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects B Glocker, R Robinson, DC Castro, Q Dou, E Konukoglu Medical Imaging Meets NeurIPS Workshop 2019, 2019 | 106 | 2019 |
| Semi-Supervised Learning via Compact Latent Space Clustering K Kamnitsas, DC Castro, LL Folgoc, I Walker, R Tanno, D Rueckert, ... International Conference on Machine Learning (ICML) 80, 2464-2473, 2018 | 99 | 2018 |
| Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty M Monteiro, L Le Folgoc, DC Castro, N Pawlowski, B Marques, ... Advances in Neural Information Processing Systems 33, 12756-12767, 2020 | 84 | 2020 |
| Making the Most of Text Semantics to Improve Biomedical Vision–Language Processing B Boecking, N Usuyama, S Bannur, DC Castro, A Schwaighofer, S Hyland, ... European Conference on Computer Vision (ECCV), 1-21, 2022 | 68 | 2022 |
| Morpho-MNIST: Quantitative Assessment and Diagnostics for Representation Learning DC Castro, J Tan, B Kainz, E Konukoglu, B Glocker Journal of Machine Learning Research 20 (178), 1-20, 2019 | 53 | 2019 |
| Cardiac MR segmentation from undersampled k-space using deep latent representation learning J Schlemper, O Oktay, W Bai, DC Castro, J Duan, C Qin, JV Hajnal, ... Medical Image Computing and Computer-Assisted Intervention (MICCAI), 259-267, 2018 | 42 | 2018 |
| Active label cleaning: Improving dataset quality under resource constraints M Bernhardt*, DC Castro*, R Tanno, A Schwaighofer, KC Tezcan, ... Nature Communications 13 (1161), 2022 | 39 | 2022 |
| Bayesian deep learning for accelerated MR image reconstruction J Schlemper, DC Castro, W Bai, C Qin, O Oktay, J Duan, AN Price, ... Machine Learning for Medical Image Reconstruction: First International …, 2018 | 33 | 2018 |
| Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing S Bannur, S Hyland, Q Liu, F Perez-Garcia, M Ilse, DC Castro, B Boecking, ... Computer Vision and Pattern Recognition (CVPR) 2023, 15016-15027, 2023 | 20 | 2023 |
| Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer Networks R Robinson, Q Dou, DC Castro, K Kamnitsas, M de Groot, RM Summers, ... Medical Image Computing and Computer-Assisted Intervention (MICCAI), 710-719, 2020 | 18 | 2020 |
| Nonparametric Density Flows for MRI Intensity Normalisation DC Castro, B Glocker Medical Image Computing and Computer-Assisted Intervention (MICCAI), 206-214, 2018 | 7 | 2018 |
| From Face Recognition to Models of Identity: A Bayesian Approach to Learning about Unknown Identities from Unsupervised Data DC Castro, S Nowozin European Conference on Computer Vision (ECCV), 745-761, 2018 | 7 | 2018 |
| Image processing for person recognition S Nowozin, T Ellis, CPB Morrison, DC Castro US Patent 10,621,416, 2020 | 5 | 2020 |
| Deep Structural Causal Shape Models R Rasal, DC Castro, N Pawlowski, B Glocker ECCV 2022 Workshop on Causality in Vision, 2022 | 4 | 2022 |
| Measuring axiomatic soundness of counterfactual image models M Monteiro, FDS Ribeiro, N Pawlowski, DC Castro, B Glocker International Conference on Learning Representations 2023, 2023 | 3 | 2023 |
| Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs S Bannur, O Oktay, M Bernhardt, A Schwaighofer, R Jena, B Nushi, ... ICML 2021 Workshop on Interpretable Machine Learning in Healthcare, 2021 | 3 | 2021 |
| MS-CXR-T: Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing S Bannur, S Hyland, Q Liu, F Pérez-García, M Ilse, DC de Castro, ... PhysioNet, 2023 | 2 | 2023 |
Ben GlockerImperial College LondonVerified email at imperial.ac.uk
