Roberto Souza

2.1k citations
58 papers · 1.2k · 1 hit paper · h-index 13

Impact in

Papers in

Roberto Souza

50 papers receiving 1.2k citations

Roberto Souza's Hit Papers

New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathematical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning 2018 · 275 citations
2750+2+5Years since publication50100150200250

Peers

Roberto Souza
Comparison fields: 5 of 125
  • Media Technology 470
  • Atmospheric Science 308
  • Computer Vision and Pattern Recognition 290
  • Radiology, Nuclear Medicine and Imaging 191
  • Artificial Intelligence 259
Replace Jianwei Zheng with:
Jianwei Zheng China
Dan Hu China
Baodi Liu China
S. Arivazhagan India
Chun-Fu Richard Chen United States
Rui Feng China
Jiliu Zhou China
Zhiqiang Gong China
Chulhee Lee South Korea
Roberto Souza relative to Jianwei Zheng China Jianwei Zheng's profile →
Citations per field
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Jianwei Zheng · 1×
Citations per year

Countries citing papers authored by Roberto Souza

Since Specialization
Citations

This map shows the geographic impact of Roberto Souza's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Roberto Souza with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Roberto Souza more than expected).

Fields of papers citing papers by Roberto Souza

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Roberto Souza. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Roberto Souza. The network helps show where Roberto Souza may publish in the future.

Co-authors

The 25 scholars most cited alongside Roberto Souza, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Roberto Souza Line = papers co-authored together Roberto Souza links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 58 papers — load more, or switch the sort, to bring in the rest.

#Work
1
New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathematical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning
Hit paper breakdown →
2018275
2 2016182
3 2020150
4 2017141
5 2016123
6 201668
7 201937
8 202032
9
A Hybrid, Dual Domain, Cascade of Convolutional Neural Networks for Magnetic Resonance Image Reconstruction
201825
10 201318
11 202415
12 202012
13 201912
14 202011
15 201511
16 201910
17 202010
18 20158
19 20167
20 20187

About Roberto Souza

Roberto Souza is a scholar working on Radiology, Nuclear Medicine and Imaging, Artificial Intelligence, Computer Vision and Pattern Recognition, Astronomy and Astrophysics and Cognitive Neuroscience, having authored 58 papers that have together received 1.2k indexed citations. Recurring topics across this work include Advanced MRI Techniques and Applications (7 papers), Astro and Planetary Science (6 papers), Functional Brain Connectivity Studies (6 papers), Retinal Imaging and Analysis (5 papers), Planetary Science and Exploration (5 papers), Remote-Sensing Image Classification (5 papers), Medical Imaging Techniques and Applications (5 papers) and Remote Sensing and Land Use (4 papers). The work is most often cited by research in Media Technology (470 citations), Atmospheric Science (308 citations), Computer Vision and Pattern Recognition (290 citations), Radiology, Nuclear Medicine and Imaging (191 citations) and Artificial Intelligence (259 citations). Roberto Souza has collaborated with scholars based in Canada, Brazil and United States. Frequent co-authors include Letícia Rittner, Roberto Lotufo, Pedram Ghamisi, Jón Atli Benediktsson, Richard Frayne, Xiao Xiang Zhu, Erick Giovani Sperandio Nascimento, Herman Augusto Lepikson, Mingmin Chi and Shutao Li. Their work appears in journals such as Magnetic Resonance Imaging, Magnetic Resonance in Medicine, Schizophrenia Research, Scientific Reports and Computers & Industrial Engineering.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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