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Miguel Monteiro
Miguel Monteiro
PhD student at Imperial College London - BioMedIA group
Verified email at imperial.ac.uk
Title
Cited by
Cited by
Year
ISLES 2016 and 2017-benchmarking ischemic stroke lesion outcome prediction based on multispectral MRI
S Winzeck, A Hakim, R McKinley, JA Pinto, V Alves, C Silva, M Pisov, ...
Frontiers in neurology 9, 679, 2018
1632018
Using machine learning to improve the prediction of functional outcome in ischemic stroke patients
M Monteiro, AC Fonseca, AT Freitas, TP e Melo, AP Francisco, JM Ferro, ...
IEEE/ACM transactions on computational biology and bioinformatics 15 (6 …, 2018
1202018
Multiclass semantic segmentation and quantification of traumatic brain injury lesions on head CT using deep learning: an algorithm development and multicentre validation study
M Monteiro, VFJ Newcombe, F Mathieu, K Adatia, K Kamnitsas, ...
The Lancet Digital Health 2 (6), e314-e322, 2020
1062020
Stochastic segmentation networks: Modelling spatially correlated aleatoric uncertainty
M Monteiro, L Le Folgoc, D Coelho de Castro, N Pawlowski, B Marques, ...
Advances in neural information processing systems 33, 12756-12767, 2020
942020
Active label cleaning for improved dataset quality under resource constraints
M Bernhardt, DC Castro, R Tanno, A Schwaighofer, KC Tezcan, ...
Nature communications 13 (1), 1161, 2022
462022
Relationship of admission blood proteomic biomarkers levels to lesion type and lesion burden in traumatic brain injury: A CENTER-TBI study
DP Whitehouse, M Monteiro, E Czeiter, TV Vyvere, F Valerio, Z Ye, ...
EBioMedicine 75, 2022
302022
Conditional random fields as recurrent neural networks for 3d medical imaging segmentation
M Monteiro, MAT Figueiredo, AL Oliveira
arXiv preprint arXiv:1807.07464, 2018
302018
Impact of antithrombotic agents on radiological lesion progression in acute traumatic brain injury: A CENTER-TBI propensity-matched cohort analysis
F Mathieu, H Guting, B Gravesteijn, M Monteiro, B Glocker, ...
Journal of Neurotrauma, 2020
272020
Diffuse intracranial injury patterns are associated with impaired cerebrovascular reactivity in adult traumatic brain injury: a CENTER-TBI validation study
FA Zeiler, F Mathieu, M Monteiro, B Glocker, A Ercole, E Beqiri, ...
Journal of Neurotrauma 37 (14), 1597-1608, 2020
202020
Relationship between measures of cerebrovascular reactivity and intracranial lesion progression in acute TBI patients: a CENTER-TBI study
F Mathieu, FA Zeiler, A Ercole, M Monteiro, K Kamnitsas, B Glocker, ...
Journal of Neurotrauma, 2020
172020
Measuring axiomatic soundness of counterfactual image models
M Monteiro, FDS Ribeiro, N Pawlowski, DC Castro, B Glocker
The Eleventh International Conference on Learning Representations (ICLR 2023), 2023
132023
Systemic markers of injury and injury response are not associated with impaired cerebrovascular reactivity in adult traumatic brain injury: a collaborative European neurotrauma …
FA Zeiler, F Mathieu, M Monteiro, B Glocker, A Ercole, M Cabeleira, ...
Journal of Neurotrauma 38 (7), 870-878, 2021
132021
High fidelity image counterfactuals with probabilistic causal models
FDS Ribeiro, T Xia, M Monteiro, N Pawlowski, B Glocker
arXiv preprint arXiv:2306.15764, 2023
102023
Tbi lesion segmentation in head ct: Impact of preprocessing and data augmentation
M Monteiro, K Kamnitsas, E Ferrante, F Mathieu, S McDonagh, S Cook, ...
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2020
82020
Automatic lesion analysis for increased efficiency in outcome prediction of traumatic brain injury
M Rosnati, E Soreq, M Monteiro, L Li, NSN Graham, K Zimmerman, ...
International Workshop on Machine Learning in Clinical Neuroimaging, 135-146, 2022
42022
Fully convolutional neural network for 3D stroke lesion segmentation
M Monteiro, AL Oliveira
Ischemic Stroke Lesion Segmentation–ISLES challenge 2017, held in …, 2017
32017
Forecasting Traffic and Balancing Load for Quality Driven LTE Networks
M Monteiro
Instituto Superior Tcnico, 2016
32016
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation
M Rosnati, FDS Ribeiro, M Monteiro, DC de Castro, B Glocker
arXiv preprint arXiv:2211.01886, 2022
12022
Structured uncertainty in the observation space of variational autoencoders
J Langley, M Monteiro, C Jones, N Pawlowski, B Glocker
arXiv preprint arXiv:2205.12533, 2022
12022
Counterfactual Data Augmentation for Deep Learning Predictive Models
I Kacprzak, B Glocker, M Monteiro, FDS Ribeiro, T Xia, B Kainz
2023
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