Hi, I'm Rodrigo Berriel. I am currently a Postdoc at the Institute of Applied Computational Intelligence (I2CA) mostly working with time-series forecasting and regression problems. I received my PhD degree in 2021 at the Federal University of Espírito Santo (UFES), Brazil, under the supervision of Prof. Thiago Oliveira-Santos. I have finished my masters in 2016 in the same institution during which I had the opportunity to work on the IARA project, the autonomous car of our lab, LCAD. Overall, I have been working with deep learning and computer vision for a while, and I have been especially interested in the following learning settings: few-shot, continual, and lifelong.
E-mail: berriel [at] lcad.inf.ufes.br
@InProceedings{laneatt2021cvpr, author = {Lucas Tabelini and Rodrigo Berriel and Thiago M. Paixão and Claudine Badue and Alberto F. De Souza and Thiago Oliveira-Santos}, title = {{Keep your Eyes on the Lane: Real-time Attention-guided Lane Detection}}, booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021} }
@article{thiagopx2020pr, author = {Thiago M. Paixão and Rodrigo F. Berriel and Maria C. S. Boeres and Alessando L. Koerich and Claudine Badue and Alberto F. De Souza and Thiago Oliveira-Santos}, title = {{Self-supervised Deep Reconstruction of Mixed Strip-shredded Text Documents}}, journal = {Pattern Recognition}, year = {2020}, ISSN = {0031-3203}, DOI = {10.1016/J.PATCOG.2020.107535}, }
@InProceedings{thiagopx2020cvpr, author = {Thiago M. Paixão and Rodrigo F. Berriel and Maria C. S. Boeres and Alessando L. Koerich and Claudine Badue and Alberto F. De Souza and Thiago Oliveira-Santos}, title = {{Fast(er) Reconstruction of Shredded Text Documents via Self-Supervised Deep Asymmetric Metric Learning}}, booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020} }
@InProceedings{polylanenet2020icpr, author = {Lucas Tabelini and Rodrigo Berriel and Thiago M. Paixão and Claudine Badue and Alberto F. De Souza and Thiago Oliveira-Santos}, title = {{PolyLaneNet: Lane Estimation via Deep Polynomial Regression}}, booktitle = {International Conference on Pattern Recognition (ICPR)}, year = {2020} }
@article{survey2021eswa, author = {Claudine Badue and Rânik Guidolini and Raphael Vivacqua Carneiro and Pedro Azevedo and Vinicius Brito Cardoso and Avelino Forechi and Luan Jesus and Rodrigo Berriel and Thiago Paixão and Filipe Mutz and Lucas Veronese and Thiago Oliveira-Santos and Alberto Ferreira De Souza}, title = {{Self-Driving Cars: A Survey}}, journal = {Expert Systems with Applications}, volume = {165}, year = {2021}, ISSN = {0957-4174}, DOI = {10.1016/J.ESWA.2020.113816}, }
@InProceedings{berriel2019iccv, author = {Rodrigo Berriel and St'{e}phane Lathuili`{e}re and Moin Nabi and Tassilo Klein and Thiago Oliveira-Santos and Nicu Sebe and Elisa Ricci}, title = {{Budget-Aware Adapters for Multi-Domain Learning}}, booktitle = {The IEEE International Conference on Computer Vision (ICCV)}, year = {2019} }
@article{sarcinelli2019cag,
author = {Renan Sarcinelli
and Rânik Guidolini
and Vinicius B. Cardoso
and Thiago M. Paixão
and Rodrigo F. Berriel
and Pedro Azevedo
and Alberto F. De Souza
and Claudine Badue
and Thiago Oliveira-Santos},
title = {{Handling pedestrians in self-driving cars using image tracking and alternative path generation with Frenét frames}},
journal = {Computers \& Graphics},
year = {2019},
ISSN = {0097-8493},
DOI = {10.1016/J.CAG.2019.08.004},
}
@InProceedings{possatti2019ijcnn, author = {Lucas C. Possatti and Rânik Guidolini and Vinicius B. Cardoso and Rodrigo F. Berriel and Thiago M. Paixão and Claudine Badue and Alberto F. De Souza and Thiago Oliveira-Santos}, title = {{Traffic Light Recognition Using Deep Learning and Prior Maps for Autonomous Cars}}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2019} }
@InProceedings{arruda2019ijcnn, author = {Vinicius F. Arruda and Thiago M. Paixão and Rodrigo F. Berriel and Alberto F. De Souza and Claudine Badue and Nicu Sebe and Thiago Oliveira-Santos}, title = {{Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night}}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2019} }
@InProceedings{tabelini2019ijcnn, author = {Lucas Tabelini Torres and Thiago M. Paixão and Rodrigo F. Berriel and Alberto F. De Souza and Claudine Badue and Nicu Sebe and Thiago Oliveira-Santos}, title = {{Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural Images}}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2019} }
@InProceedings{px2018sibgrapi, author = {Thiago M. Paixão and Rodrigo F. Berriel and Maria C. S. Boeres and Claudine Badue and Alberto F. De Souza and Thiago Oliveira-Santos}, title = {{A Deep Learning-Based Compatibility Score for Reconstruction of Strip-Shredded Text Documents}}, booktitle = {SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)}, year = {2018} }
@InProceedings{jacson2018ijcnn, author = {Jacson Rodrigues Correia-Silva and Rodrigo F. Berriel and Claudine Badue and Alberto F. de Souza and Thiago Oliveira-Santos}, title = {{Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data}}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2018} }
@InProceedings{berriel2018ijcnn, author = {Rodrigo F. Berriel and Lucas Tabelini Torres and Vinicius B. Cardoso and Ranik Guidolini and Claudine Badue and Alberto Ferreira de Souza and Thiago Oliveira-Santos}, title = {{Heading Direction Estimation Using Deep Learning with Automatic Large-scale Data Acquisition}}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2018} }
@article{berriel2017imavis, author = {Rodrigo F. Berriel and Edilson de Aguiar and Alberto F. de Souza and Thiago Oliveira-Santos}, title = {{Ego-Lane Analysis System (ELAS): Dataset and Algorithms}}, journal = {Image and Vision Computing}, volume = {68}, pages = {64–75} year = {2017}, DOI = {10.1016/J.IMAVIS.2017.07.005}, ISSN = {0262-8856}, }
@article{berriel2017cag, author = {Rodrigo F. Berriel and Franco Schmidt Rossi and Alberto F. de Souza and Thiago Oliveira-Santos}, title = {{Automatic Large-Scale Data Acquisition via Crowdsourcing for Crosswalk Classification: A Deep Learning Approach}}, journal = {Computers \& Graphics}, year = {2017}, volume = {68}, pages = {32–42}, DOI = {10.1016/J.CAG.2017.08.004}, ISSN = {0097-8493}, }
@InProceedings{zavarez2017sibgrapi, author = {Marcus Vinicius Zavarez and Rodrigo F. Berriel and Thiago Oliveira-Santos}, title = {{Cross-Database Facial Expression Recognition Based on Fine-Tuned Deep Convolutional Network}}, booktitle = {SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)}, year = {2017} }
@article{berriel2017grsl, author = {Rodrigo F. Berriel and Andre T. Lopes and Alberto F. de Souza and Thiago Oliveira-Santos}, title = {{Deep Learning Based Large-Scale Automatic Satellite Crosswalk Classification}}, journal = {IEEE Geoscience and Remote Sensing Letters}, year = {2017}, DOI = {10.1109/LGRS.2017.2719863}, ISSN = {1545-598X}, }
@InProceedings{berriel2017ijcnn, author = {Rodrigo Ferreira Berriel and Andre Teixeira Lopes and Alexandre Rodrigues and Flávio Miguel Varejão and Thiago Oliveira-Santos}, title = {{Monthly Energy Consumption Forecast: A Deep Learning Approach}}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2017} }
@InProceedings{berriel2015sibgrapi, author = {Rodrigo Berriel and Edilson de Aguiar and Vanderlei Vieira de Souza Filho and Thiago Oliveira-Santos}, title = {{A Particle Filter-Based Lane Marker Tracking Approach Using a Cubic Spline Model}}, booktitle = {SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)}, year = {2015} }