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 · 323 citations

Computing, Computer Science, Earth Sciences +17

Nearest neighbors distance ratio open-set classifier

Pedro Ribeiro Mendes Júnior, Roberto Souza, Rafael de Oliveira Werneck et al. · Machine Learning · 2016 · 276 citations · Full text

Computing, Computer Science, Data Science +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 · 218 citations

Computing, Computer Science, Industrial Engineering +14

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

Natural Sciences, Earth Sciences, Geographic Information Science +14

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

Computing, Earth Sciences, Forest Biometrics +13