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Picture for Alberto F. de Souza

Deep traffic light detection by overlaying synthetic context on arbitrary natural images


Nov 10, 2020
Jean Pablo Vieira de Mello, Lucas Tabelini, Rodrigo F. Berriel, Thiago M. Paixão, Alberto F. de Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos

* Computers & Graphics (2020) 

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Self-supervised Deep Reconstruction of Mixed Strip-shredded Text Documents


Jul 01, 2020
Thiago M. Paixão, Rodrigo F. Berriel, Maria C. S. Boeres, Alessandro L. Koerich, Claudine Badue, Alberto F. de Souza, Thiago Oliveira-Santos

* Accepted for publication in Pattern Recognition 

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Ego-Lane Analysis System (ELAS): Dataset and Algorithms


Jun 15, 2018
Rodrigo F. Berriel, Edilson de Aguiar, Alberto F. de Souza, Thiago Oliveira-Santos

* Image and Vision Computing 68 (2017) 64-75 
* 13 pages, 17 figures, github.com/rodrigoberriel/ego-lane-analysis-system, and published by Image and Vision Computing (IMAVIS) 

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Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data


Jun 14, 2018
Jacson Rodrigues Correia-Silva, Rodrigo F. Berriel, Claudine Badue, Alberto F. de Souza, Thiago Oliveira-Santos

* 8 pages, 3 figures, accepted by IJCNN 2018 

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Automatic Large-Scale Data Acquisition via Crowdsourcing for Crosswalk Classification: A Deep Learning Approach


May 30, 2018
Rodrigo F. Berriel, Franco Schmidt Rossi, Alberto F. de Souza, Thiago Oliveira-Santos

* Computers & Graphics, 2017, vol. 68, pp. 32-42 
* 13 pages, 13 figures, 3 videos, and GitHub with models 

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Deep Learning Based Large-Scale Automatic Satellite Crosswalk Classification


Jul 05, 2017
Rodrigo F. Berriel, Andre Teixeira Lopes, Alberto F. de Souza, Thiago Oliveira-Santos

* 5 pages, 3 figures, accepted by IEEE Geoscience and Remote Sensing Letters 

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