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Daniel Coelho de Castro
Daniel Coelho de Castro
Outros nomesDaniel C. Castro
Microsoft Research; Imperial College London
E-mail confirmado em microsoft.com - Página inicial
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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
8042019
Causality matters in medical imaging
DC Castro, I Walker, B Glocker
Nature Communications 11 (3673), 2020
4272020
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
2752022
Deep Structural Causal Models for Tractable Counterfactual Inference
N Pawlowski*, DC Castro*, B Glocker
Advances in Neural Information Processing Systems 33, 857-869, 2020
2462020
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
1412020
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
1382019
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
1232023
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
1092018
Active label cleaning: Improving dataset quality under resource constraints
M Bernhardt*, DC Castro*, R Tanno, A Schwaighofer, KC Tezcan, ...
Nature Communications 13 (1161), 2022
1002022
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
742019
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
512018
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
482018
Multimodal Healthcare AI: Identifying and Designing Clinically Relevant Vision-Language Applications for Radiology
N Yildirim, H Richardson, MT Wetscherek, J Bajwa, J Jacob, MA Pinnock, ...
Conference on Human Factors in Computing Systems (CHI) 2024, 444, 2024
462024
MAIRA-1: A specialised large multimodal model for radiology report generation
SL Hyland, S Bannur, K Bouzid, DC Castro, M Ranjit, A Schwaighofer, ...
arXiv preprint arXiv:2311.13668, 2023
462023
Exploring the Boundaries of GPT-4 in Radiology
Q Liu, S Hyland, S Bannur, K Bouzid, DC Castro, MT Wetscherek, R Tinn, ...
Empirical Methods in Natural Language Processing (EMNLP) 2023, 14414-14445, 2023
362023
MAIRA-2: Grounded radiology report generation
S Bannur, K Bouzid, DC Castro, A Schwaighofer, A Thieme, ...
arXiv preprint arXiv:2406.04449, 2024
332024
A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging
C Jones, DC Castro, FDS Ribeiro, O Oktay, M McCradden, B Glocker
Nature Machine Intelligence 6, 138-146, 2024
28*2024
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
272020
Measuring axiomatic soundness of counterfactual image models
M Monteiro, FDS Ribeiro, N Pawlowski, DC Castro, B Glocker
International Conference on Learning Representations 2023, 2023
232023
Exploring Scalable Medical Image Encoders Beyond Text Supervision
F Pérez-García, H Sharma, S Bond-Taylor, K Bouzid, V Salvatelli, M Ilse, ...
Nature Machine Intelligence, 2025
22*2025
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