Alberto F. De Souza

Publication Activity (10 Years)

Years Active: 2007-2022
Publications (10 Years): 62

Top Topics

Traffic Sign Detection

Polynomial Regression

Top Venues

Expert Syst. Appl.

Publications

Vinicius F. Arruda, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Nicu Sebe, Thiago Oliveira-Santos
Cross-domain object detection using unsupervised image translation. Expert Syst. Appl. 192 (2022)
Cézar Augusto Gobbo Passamani, Victor Nascimento Neves, Lauro Jose Lyrio Junior, Thiago Oliveira-Santos, Claudine Badue, Alberto F. De Souza
A Method to Estimate COVID-19 Contamination Risk Based on Social Distancing and Face Mask Detection Using Convolutional Neural Networks. SIBGRAPI (2022)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Deep traffic sign detection and recognition without target domain real images. Mach. Vis. Appl. 33 (3) (2022)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Alberto F. De Souza, Claudine Badue, Thiago Oliveira-Santos
Lane Marking Detection and Classification using Spatial-Temporal Feature Pooling. IJCNN (2022)
Letícia C. Navarro, Lucas L. Amorim, Rodrigo Ferreira Berriel, Thiago M. Paixão, Vinicius Rampinelli, Luiz A. Wasem, Lucas Quaresma, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Temperature Prediction in Blast Furnaces: A Machine Learning Comparative Study. SIBGRAPI (2022)
Thiago M. Paixão, Rodrigo Ferreira Berriel, Maria C. S. Boeres, Alessandro L. Koerich, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
A human-in-the-loop recommendation-based framework for reconstruction of mechanically shredded documents. Pattern Recognit. Lett. 164 (2022)
Jacson Rodrigues Correia da Silva, Rodrigo Ferreira Berriel, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Copycat CNN: Are Random Non-Labeled Data Enough to Steal Knowledge from Black-box Models? CoRR (2021)
Filipe Wall Mutz, Thiago Oliveira-Santos, Avelino Forechi, Karin Satie Komati, Claudine Badue, Felipe M. G. França, Alberto F. De Souza
What is the best grid-map for self-driving cars localization? An evaluation under diverse types of illumination, traffic, and environment. Expert Syst. Appl. 179 (2021)
Anderson Mozart, Gabriel Moraes, Rânik Guidolini, Vinicius B. Cardoso, Thiago Oliveira-Santos, Alberto F. De Souza, Claudine Badue
Path Planning in Unstructured Urban Environments for Self-driving Cars. ICINCO (2021)
Josias Oliveira, Filipe Wall Mutz, Avelino Forechi, Pedro Azevedo, Thiago Oliveira-Santos, Alberto F. De Souza, Claudine Badue
Long-Term Map Maintenance in Complex Environments. BRACIS (2) (2021)
Jairo Lucas de Moraes, Jorcy de Oliveira Neto, Jacson Rodrigues Correia da Silva, Thiago M. Paixão, Claudine Badue, Thiago Oliveira-Santos, Alberto F. De Souza
Sisfrutos Papaya: A Dataset for Detection and Classification of Diseases in Papaya. ICANN (2) (2021)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Keep Your Eyes on the Lane: Real-Time Attention-Guided Lane Detection. CVPR (2021)
Jean Pablo Vieira de Mello, Thiago M. Paixão, Rodrigo Ferreira Berriel, Mauricio Reyes, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Deep Learning-based Type Identification of Volumetric MRI Sequences. CoRR (2021)
Jacson Rodrigues Correia da Silva, Rodrigo Ferreira Berriel, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Copycat CNN: Are random non-Labeled data enough to steal knowledge from black-box models? Pattern Recognit. 113 (2021)
Jean Pablo Vieira de Mello, Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Deep traffic light detection by overlaying synthetic context on arbitrary natural images. Comput. Graph. 94 (2021)
Sabrina S. Panceri, Filipe Wall Mutz, Vinicius B. Cardoso, Raphael V. Carneiro, Thiago Oliveira-Santos, Claudine Badue, Alberto F. De Souza
Detecting Cancerous Tissue in Mammograms Using Deep Neural Networks. IJCNN (2021)
Claudine Badue, Rânik Guidolini, Raphael Vivacqua Carneiro, Pedro Azevedo, Vinicius B. Cardoso, Avelino Forechi, Luan F. R. Jesus, Rodrigo Ferreira Berriel, Thiago M. Paixão, Filipe Wall Mutz, Lucas de Paula Veronese, Thiago Oliveira-Santos, Alberto F. De Souza
Self-driving cars: A survey. Expert Syst. Appl. 165 (2021)
Thiago Gonçalves Cavalcante, Thiago Oliveira-Santos, Alberto F. De Souza, Claudine Badue, Avelino Forechi
Visual Global Localization Based on Deep Neural Netwoks for Self-Driving Cars. IJCNN (2021)
Gabriel Moraes, Anderson Mozart, Pedro Azevedo, Marcos Piumbini, Vinicius B. Cardoso, Thiago Oliveira-Santos, Alberto F. De Souza, Claudine Badue
Image-Based Real-Time Path Generation Using Deep Neural Networks. IJCNN (2020)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Keep your Eyes on the Lane: Attention-guided Lane Detection. CoRR (2020)
Thiago M. Paixão, Rodrigo Ferreira Berriel, Maria C. S. Boeres, Alessandro L. Koerich, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Self-supervised deep reconstruction of mixed strip-shredded text documents. Pattern Recognit. 107 (2020)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
PolyLaneNet: Lane Estimation via Deep Polynomial Regression. CoRR (2020)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
PolyLaneNet: Lane Estimation via Deep Polynomial Regression. ICPR (2020)
Leonardo S. Paulucio, Thiago M. Paixão, Rodrigo Ferreira Berriel, Alberto F. De Souza, Claudine Badue, Thiago Oliveira-Santos
Product Categorization by Title Using Deep Neural Networks as Feature Extractor. IJCNN (2020)
Vinicius B. Cardoso, André Seidel Oliveira, Avelino Forechi, Pedro Azevedo, Filipe Wall Mutz, Thiago Oliveira-Santos, Claudine Badue, Alberto F. De Souza
A Large-Scale Mapping Method Based on Deep Neural Networks Applied to Self-Driving Car Localization. IJCNN (2020)
Filipe Wall Mutz, Thiago Oliveira-Santos, Avelino Forechi, Karin Satie Komati, Claudine Badue, Felipe M. G. França, Alberto F. De Souza
What is the Best Grid-Map for Self-Driving Cars Localization? An Evaluation under Diverse Types of Illumination, Traffic, and Environment. CoRR (2020)
Lucas Tabelini Torres, Rodrigo Ferreira Berriel, Thiago M. Paixão, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images. CoRR (2020)
Thiago M. Paixão, Rodrigo Ferreira Berriel, Maria C. S. Boeres, Alessandro L. Koerich, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Fast(er) Reconstruction of Shredded Text Documents via Self-Supervised Deep Asymmetric Metric Learning. CVPR (2020)
Jean Pablo Vieira de Mello, Thiago M. Paixão, Rodrigo Ferreira Berriel, Mauricio Reyes, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Deep Learning-based Type Identification of Volumetric MRI Sequences. ICPR (2020)
Thiago M. Paixão, Rodrigo Ferreira Berriel, Maria C. S. Boeres, Alessandro L. Koerich, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Fast(er) Reconstruction of Shredded Text Documents via Self-Supervised Deep Asymmetric Metric Learning. CoRR (2020)
Vinicius F. Arruda, Thiago M. Paixão, Rodrigo Ferreira Berriel, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night. CoRR (2019)
Lucas C. Possatti, Ranik Guidolini, Vinicius B. Cardoso, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Traffic Light Recognition Using Deep Learning and Prior Maps for Autonomous Cars. CoRR (2019)
Vinicius F. Arruda, Thiago M. Paixão, Rodrigo Ferreira Berriel, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night. IJCNN (2019)
Pedro Azevedo, Sabrina S. Panceri, Ranik Guidolini, Vinicius B. Cardoso, Claudine Badue, Thiago Oliveira-Santos, Alberto F. De Souza
Bio-Inspired Foveated Technique for Augmented-Range Vehicle Detection Using Deep Neural Networks. IJCNN (2019)
Lucas Tabelini Torres, Thiago M. Paixão, Rodrigo Ferreira Berriel, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural Images. CoRR (2019)
Lucas Tabelini Torres, Thiago M. Paixão, Rodrigo Ferreira Berriel, Alberto F. De Souza, Claudine Badue, Nicu Sebe, Thiago Oliveira-Santos
Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural Images. IJCNN (2019)
Pedro Azevedo, Sabrina S. Panceri, Ranik Guidolini, Vinicius B. Cardoso, Claudine Badue, Thiago Oliveira-Santos, Alberto F. De Souza
Bio-Inspired Foveated Technique for Augmented-Range Vehicle Detection Using Deep Neural Networks. CoRR (2019)
Lucas C. Possatti, Ranik Guidolini, Vinicius B. Cardoso, Rodrigo Ferreira Berriel, Thiago M. Paixão, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Traffic Light Recognition Using Deep Learning and Prior Maps for Autonomous Cars. IJCNN (2019)
Renan Sarcinelli, Rânik Guidolini, Vinicius B. Cardoso, Thiago M. Paixão, Rodrigo Ferreira Berriel, Pedro Azevedo, Alberto F. De Souza, Claudine Badue, Thiago Oliveira-Santos
Handling pedestrians in self-driving cars using image tracking and alternative path generation with Frenét frames. Comput. Graph. 84 (2019)
Ranik Guidolini, Raphael V. Carneiro, Claudine Badue, Thiago Oliveira-Santos, Alberto F. De Souza
Removing Movable Objects from Grid Maps of Self-Driving Cars Using Deep Neural Networks. IJCNN (2019)
Lucas L. Amorim, Filipe Wall Mutz, Alberto F. De Souza, Claudine Badue, Thiago Oliveira-Santos
Simple and Effective Load Volume Estimation in Moving Trucks using LiDARs. SIBGRAPI (2019)
Rodrigo Ferreira Berriel, Edilson de Aguiar, Alberto F. De Souza, Thiago Oliveira-Santos
Ego-Lane Analysis System (ELAS): Dataset and Algorithms. CoRR (2018)
Avelino Forechi, Thiago Oliveira-Santos, Claudine Badue, Alberto F. De Souza
Visual Global Localization with a Hybrid WNN-CNN Approach. CoRR (2018)
Thiago M. Paixão, Rodrigo Ferreira Berriel, Maria C. S. Boeres, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
A Deep Learning-Based Compatibility Score for Reconstruction of Strip-Shredded Text Documents. SIBGRAPI (2018)
Raphael V. Carneiro, Rafael Correia Nascimento, Ranik Guidolini, Vinicius B. Cardoso, Thiago Oliveira-Santos, Claudine Badue, Alberto F. De Souza
Mapping Road Lanes Using Laser Remission and Deep Neural Networks. CoRR (2018)
Rodrigo Ferreira Berriel, Lucas Tabelini Torres, Vinicius B. Cardoso, Ranik Guidolini, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos
Heading Direction Estimation Using Deep Learning with Automatic Large-scale Data Acquisition. IJCNN (2018)
Thomas Teixeira, Filipe Wall Mutz, Vinicius B. Cardoso, Lucas de Paula Veronese, Claudine Badue, Thiago Oliveira-Santos, Alberto F. De Souza
Map Memorization and Forgetting in the IARA Autonomous Car. CoRR (2018)
Javier Castillo-Garcia, Sandra M. T. Muller, Eduardo Francisco Caicedo Bravo, Teodiano F. Bastos, Alberto F. De Souza
Nonfatigating Brain-Computer Interface Based on SSVEP and ERD to Command an Autonomous Car. Adv. Data Sci. Adapt. Anal. 10 (2) (2018)
Heraclito A. Pereira, Alberto F. De Souza, Credine S. De Menezes
Obtaining evidence of learning in digital games through a deep learning neural network to classify facial expressions of the players. FIE (2018)
Raphael V. Carneiro, Rafael Correia Nascimento, Ranik Guidolini, Vinicius B. Cardoso, Thiago Oliveira-Santos, Claudine Badue, Alberto F. De Souza
Mapping Road Lanes Using Laser Remission and Deep Neural Networks. IJCNN (2018)
Ranik Guidolini, Alberto F. De Souza, Filipe Wall Mutz, Claudine Badue
Neural-based model predictive control for tackling steering delays of autonomous cars. IJCNN (2017)
Rodrigo Ferreira Berriel, Andre Teixeira Lopes, Alberto F. De Souza, Thiago Oliveira-Santos
Deep Learning-Based Large-Scale Automatic Satellite Crosswalk Classification. IEEE Geosci. Remote. Sens. Lett. 14 (9) (2017)
Vinicius Cardoso, Josias Oliveira, Thomas Teixeira, Claudine Badue, Filipe Wall Mutz, Thiago Oliveira-Santos, Lucas de Paula Veronese, Alberto F. De Souza
A Model-Predictive Motion Planner for the IARA autonomous car. ICRA (2017)
Andre Teixeira Lopes, Edilson de Aguiar, Alberto F. De Souza, Thiago Oliveira-Santos
Facial expression recognition with Convolutional Neural Networks: Coping with few data and the training sample order. Pattern Recognit. 61 (2017)
Alberto F. De Souza, Jacson Rodrigues Correia da Silva, Filipe Wall Mutz, Claudine Badue, Thiago Oliveira-Santos
Simulating robotic cars using time-delay neural networks. IJCNN (2016)
Avelino Forechi, Alberto F. De Souza, Jorcy de Oliveira Neto, Edilson de Aguiar, Claudine Badue, Artur S. d'Avila Garcez, Thiago Oliveira-Santos
Fat-Fast VG-RAM WNN: A high performance approach. Neurocomputing 183 (2016)
Mariella Berger, Alberto F. De Souza, Jorcy de Oliveira Neto, Edilson de Aguiar, Thiago Oliveira-Santos
Visual tracking with VG-RAM Weightless Neural Networks. Neurocomputing 183 (2016)
Ranik Guidolini, Claudine Badue, Mariella Berger, Lucas de Paula Veronese, Alberto F. De Souza
A simple yet effective obstacle avoider for the IARA autonomous car. ITSC (2016)
Vinicius Cardoso, Josias Oliveira, Thomas Teixeira, Claudine Badue, Filipe Wall Mutz, Thiago Oliveira-Santos, Lucas de Paula Veronese, Alberto F. De Souza
A Model-Predictive Motion Planner for the IARA Autonomous Car. CoRR (2016)
Colin Rennie, Rahul Shome, Kostas E. Bekris, Alberto F. De Souza
A Dataset for Improved RGBD-Based Object Detection and Pose Estimation for Warehouse Pick-and-Place. IEEE Robotics Autom. Lett. 1 (2) (2016)
Lucas de Paula Veronese, José E. Guivant, Fernando Alfredo Auat Cheeín, Thiago Oliveira-Santos, Filipe Wall Mutz, Edilson de Aguiar, Claudine Badue, Alberto F. De Souza
A light-weight yet accurate localization system for autonomous cars in large-scale and complex environments. ITSC (2016)
Heraclito A. Pereira, Alberto F. De Souza, Credine S. De Menezes
A Computational Architecture for Learning Analytics in Game-Based Learning. ICALT (2016)
Colin Rennie, Rahul Shome, Kostas E. Bekris, Alberto F. De Souza
A Dataset for Improved RGBD-based Object Detection and Pose Estimation for Warehouse Pick-and-Place. CoRR (2015)
Edilson de Aguiar, Avelino Forechi, Lucas de Paula Veronese, Mariella Berger, Alberto F. De Souza, Claudine Badue, Thiago Oliveira-Santos
Compressing VG-RAM WNN memory for lightweight applications. IJCNN (2014)
Lauro Jose Lyrio Junior, Thiago Oliveira-Santos, Avelino Forechi, Lucas de Paula Veronese, Claudine Badue, Alberto F. De Souza
Image-based global localization using VG-RAM Weightless Neural Networks. IJCNN (2014)
Alberto F. De Souza, Avelino Forechi, Filipe Wall Mutz, Mariella Berger, Thiago Oliveira-Santos, Claudine Badue
Programming a VG-RAM based Neural Network Computer. IJCNN (2014)
Rômulo Ramos Radaelli, Claudine Badue, Michael André Gonçalves, Thiago Oliveira-Santos, Alberto F. De Souza
A Motion Planner for Car-Like Robots Based on Rapidly-Exploring Random Trees. IBERAMIA (2014)
Vitor B. Azevedo, Alberto F. De Souza, Lucas de Paula Veronese, Claudine Badue, Mariella Berger
Real-time road surface mapping using stereo matching, v-disparity and machine learning. IJCNN (2013)
Alberto F. De Souza, Cayo Fontana, Filipe Wall Mutz, Tiago Alves de Oliveira, Mariella Berger, Avelino Forechi, Jorcy de Oliveira Neto, Edilson de Aguiar, Claudine Badue
Traffic sign detection with VG-RAM weightless neural networks. IJCNN (2013)
Alberto F. De Souza, Fábio Darios Freitas, André Gustavo Coelho de Almeida
Fast learning and predicting of stock returns with virtual generalized random access memory weightless neural networks. Concurr. Comput. Pract. Exp. 24 (8) (2012)
Mariella Berger, Avelino Forechi, Alberto F. De Souza, Jorcy de Oliveira Neto, Lucas de Paula Veronese, Claudine Badue
Traffic sign recognition with VG-RAM Weightless Neural Networks. ISDA (2012)
Alberto F. De Souza, Lucas de Paula Veronese, Leonardo Muniz de Lima, Claudine Badue, Lucia Catabriga
Evaluation of Two Parallel Finite Element Implementations of the Time-Dependent Advection Diffusion Problem: GPU versus Cluster Considering Time and Energy Consumption. VECPAR (2012)
Hélio Perroni Filho, Alberto F. De Souza
VG-RAM WNN Approach to Monocular Depth Perception. ICONIP (2) (2010)
Fábio Darios Freitas, Alberto F. De Souza, Ailson R. de Almeida
Prediction-based portfolio optimization model using neural networks. Neurocomputing 72 (10-12) (2009)
Alberto F. De Souza, Felipe Pedroni, Elias Oliveira, Patrick Marques Ciarelli, Wallace Favoreto Henrique, Lucas de Paula Veronese
Automated Free Text Classification of Economic Activities Using VG-RAM Weightless Neural Networks. ISDA (2007)