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Roberto Souza
Roberto Souza
Assistant Professor, University of Calgary
Bestätigte E-Mail-Adresse bei ucalgary.ca - Startseite
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Jahr
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
2982018
Nearest neighbors distance ratio open-set classifier
PR Mendes Júnior, RM De Souza, RO Werneck, BV Stein, DV Pazinato, ...
Machine Learning 106 (3), 359-386, 2017
2342017
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
1932018
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
1452016
Transfer learning using convolutional neural networks for face anti-spoofing
O Lucena, A Junior, V Moia, R Souza, E Valle, R Lotufo
Image Analysis and Recognition: 14th International Conference, ICIAR 2017 …, 2017
1352017
Deep learning for diagnosis and classification of faults in industrial rotating machinery
RM Souza, EGS Nascimento, UA Miranda, WJD Silva, HA Lepikson
Computers & Industrial Engineering 153, 107060, 2021
1182021
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
752016
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
702019
A Hybrid Frequency-domain/Image-domain Deep Network for Magnetic Resonance Image Reconstruction
R Souza, R Frayne
arXiv, 2018
632018
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
622019
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
562020
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
452020
A comparison between k-Optimum Path Forest and k-Nearest Neighbors supervised classifiers
R Souza, L Rittner, R Lotufo
Pattern recognition letters 39, 2-10, 2014
372014
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
352022
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
342019
Silver standard masks for data augmentation applied to deep-learning-based skull-stripping
O Lucena, R Souza, L Rittner, R Frayne, R Lotufo
2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018 …, 2018
262018
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
24*2022
A comparison between optimum-path forest and k-nearest neighbors classifiers
R Souza, R Lotufo, L Rittner
2012 25th SIBGRAPI Conference on Graphics, Patterns and Images, 260-267, 2012
232012
A survey on RGB-D datasets
A Lopes, R Souza, H Pedrini
Computer Vision and Image Understanding 222, 103489, 2022
212022
A comparison between extinction filters and attribute filters
R Souza, L Rittner, R Machado, R Lotufo
Mathematical Morphology and Its Applications to Signal and Image Processing …, 2015
182015
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