Articles with public access mandates - Roberto SouzaLearn more
Not available anywhere: 9
Childhood trauma and amygdala nuclei volumes in youth at risk for mental illness
N Nogovitsyn, J Addington, R Souza, TJ Placsko, J Stowkowy, JL Wang, ...
Psychological Medicine 52 (6), 1192-1199, 2022
Mandates: Canadian Institutes of Health Research
Testing a deep convolutional neural network for automated hippocampus segmentation in a longitudinal sample of healthy participants
N Nogovitsyn, R Souza, M Muller, A Srajer, S Hassel, SR Arnott, AD Davis, ...
NeuroImage 197, 589-597, 2019
Mandates: Canadian Institutes of Health Research
Enhanced deep-learning-based magnetic resonance image reconstruction by leveraging prior subject-specific brain imaging: Proof-of-concept using a cohort of presumed normal subjects
R Souza, Y Beauferris, W Loos, RM Lebel, R Frayne
IEEE Journal of Selected Topics in Signal Processing 14 (6), 1126-1136, 2020
Mandates: Canadian Cancer Society, Natural Sciences and Engineering Research Council …
Automatic identification of atherosclerosis subjects in a heterogeneous MR brain imaging data set
M Bento, R Souza, M Salluzzi, L Rittner, Y Zhang, R Frayne
Magnetic resonance imaging 62, 18-27, 2019
Mandates: Canadian Institutes of Health Research
Restoration of lossy JPEG-compressed brain MR images using cross-domain neural networks
KJ Chung, R Souza, R Frayne
IEEE Signal Processing Letters 27, 141-145, 2019
Mandates: Natural Sciences and Engineering Research Council of Canada
Cerebello-limbic functional connectivity patterns in youth at clinical high risk for psychosis
N Nogovitsyn, PD Metzak, RF Casseb, R Souza, JK Harris, LM Prati, ...
Schizophrenia Research 240, 220-227, 2022
Mandates: Canadian Institutes of Health Research
Normal brain aging: Prediction of age, sex and white matter hyperintensities using a mr image-based machine learning technique
M Bento, R Souza, M Salluzzi, R Frayne
International Conference Image Analysis and Recognition, 538-545, 2018
Mandates: Canadian Institutes of Health Research
Extraction of a vascular function for a fully automated dynamic contrast‐enhanced magnetic resonance brain image processing pipeline
WS Loos, R Souza, LB Andersen, RM Lebel, R Frayne
Magnetic Resonance in Medicine 87 (3), 1561-1573, 2022
Mandates: Canadian Cancer Society, Canadian Institutes of Health Research
Leveraging Multi-Visit Information for Magnetic Resonance Image Reconstruction: Pilot Study on a Cohort of Glioblastoma Subjects
Y Beauferris, M Lasby, R Souza
2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 1-5, 2022
Mandates: Natural Sciences and Engineering Research Council of Canada
Available somewhere: 24
New frontiers in spectral-spatial hyperspectral image classification: The latest advances based on mathematical morphology, Markov random fields, segmentation, sparse …
P Ghamisi, E Maggiori, S Li, R Souza, Y Tarablaka, G Moser, A De Giorgi, ...
IEEE geoscience and remote sensing magazine 6 (3), 10-43, 2018
Mandates: Helmholtz Association
An open, multi-vendor, multi-field-strength brain MR dataset and analysis of publicly available skull stripping methods agreement
R Souza, O Lucena, J Garrafa, D Gobbi, M Saluzzi, S Appenzeller, ...
NeuroImage 170, 482-494, 2018
Mandates: Canadian Institutes of Health Research, Natural Sciences and Engineering …
Extinction profiles for the classification of remote sensing data
P Ghamisi, R Souza, JA Benediktsson, XX Zhu, L Rittner, RA Lotufo
IEEE Transactions on Geoscience and Remote Sensing 54 (10), 5631-5645, 2016
Mandates: Helmholtz Association
Hyperspectral data classification using extended extinction profiles
P Ghamisi, R Souza, JA Benediktsson, L Rittner, R Lotufo, XX Zhu
IEEE Geoscience and Remote Sensing Letters 13 (11), 1641-1645, 2016
Mandates: Helmholtz Association
A hybrid, dual domain, cascade of convolutional neural networks for magnetic resonance image reconstruction
R Souza, RM Lebel, R Frayne
International Conference on Medical Imaging with Deep Learning, 437-446, 2019
Mandates: Natural Sciences and Engineering Research Council of Canada
A Hybrid Frequency-domain/Image-domain Deep Network for Magnetic Resonance Image Reconstruction
R Souza, R Frayne
arXiv, 2018
Mandates: Natural Sciences and Engineering Research Council of Canada
Convolutional neural networks for skull-stripping in brain MR imaging using silver standard masks
O Lucena, R Souza, L Rittner, R Frayne, R Lotufo
Artificial intelligence in medicine 98, 48-58, 2019
Mandates: Canadian Institutes of Health Research, Natural Sciences and Engineering …
Dual-domain cascade of U-nets for multi-channel magnetic resonance image reconstruction
R Souza, M Bento, N Nogovitsyn, KJ Chung, W Loos, RM Lebel, R Frayne
Magnetic resonance imaging 71, 140-153, 2020
Mandates: Natural Sciences and Engineering Research Council of Canada
Hippocampal tail volume as a predictive biomarker of antidepressant treatment outcomes in patients with major depressive disorder: a CAN-BIND report
N Nogovitsyn, M Muller, R Souza, S Hassel, SR Arnott, AD Davis, GB Hall, ...
Neuropsychopharmacology 45 (2), 283-291, 2020
Mandates: US National Institutes of Health, Canadian Institutes of Health Research
Multi-coil mri reconstruction challenge—assessing brain mri reconstruction models and their generalizability to varying coil configurations
Y Beauferris, J Teuwen, D Karkalousos, N Moriakov, M Caan, G Yiasemis, ...
Frontiers in neuroscience 16, 919186, 2022
Mandates: Fundação de Amparo à Pesquisa do Estado de São Paulo, Canadian Institutes of …
A survey on RGB-D datasets
A Lopes, R Souza, H Pedrini
Computer Vision and Image Understanding 222, 103489, 2022
Mandates: Natural Sciences and Engineering Research Council of Canada
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