Roberto Souza
6 papers · 2019–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Bronze
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Hot Topic Early Bird
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Conference Pioneer
Venues
Top co-authors
Research topics
Keywords
deep learning
(2)
medical imaging
(2)
unsupervised domain adaptation
(2)
magnetic resonance imaging
(1)
gaussian mixture model
(1)
convolutional neural network
(1)
synthetic data
(1)
brain mri
(1)
clinical data
(1)
dice coefficient
(1)
ischemic stroke
(1)
stroke outcome prediction
(1)
imaging data
(1)
compressed sensing
(1)
domain adversarial models
(1)
data augmentation
(1)
image reconstruction
(1)
Papers
Validating the Benefit of Combining Imaging and Clinical Data for Ischemic Stroke Outcome Prediction
MIDL 2026
Investigating Voxel-level Brain Age Prediction as a Pretext Task for Brain MRI Segmentation
MICCAI 2025
Enhancing New Multiple Sclerosis Lesion Segmentation via Self-supervised Pre-training and Synthetic Lesion Integration
MICCAI 2024
Unsupervised Domain Adaptation of Brain MRI Skull Stripping Trained on Adult Data to Newborns: Combining Synthetic Data with Domain Invariant Features
MIDL 2024
Unsupervised Domain Adaptation of MRI Skull-Stripping Trained on Adult Data to Newborns
WACV 2024
A Hybrid, Dual Domain, Cascade of Convolutional Neural Networks for Magnetic Resonance Image Reconstruction
MIDL 2019