Roberto Souza

New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathematical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning

Pedram Ghamisi, Emmanuel Maggiori, Shutao Li et al. · IEEE Geoscience and Remote Sensing Magazine · 2018 · 319 citations · Full text

Engineering, Machine Learning, Multispectral Imaging +20

Nearest neighbors distance ratio open-set classifier

Pedro Ribeiro Mendes Júnior, Roberto Souza, Rafael de Oliveira Werneck et al. · Machine Learning · 2016 · 269 citations · Full text

Classification Method, Machine Vision, Machine Learning +10

Deep learning for diagnosis and classification of faults in industrial rotating machinery

Roberto Souza, Erick Giovani Sperandio Nascimento, Ubatan Almeida Miranda et al. · Computers & Industrial Engineering · 2020 · 202 citations

Fault Diagnosis, Engineering, Machine Learning +10

Extinction Profiles for the Classification of Remote Sensing Data

Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson et al. · IEEE Transactions on Geoscience and Remote Sensing · 2016 · 144 citations · Full text

Remote Sensing Community, Environmental Monitoring, Image Analysis +15

Hyperspectral Data Classification Using Extended Extinction Profiles

Pedram Ghamisi, Roberto Souza, Jón Atli Benediktsson et al. · IEEE Geoscience and Remote Sensing Letters · 2016 · 74 citations

Imaging Spectroscopy, Environmental Monitoring, Image Analysis +15