Fábio Augusto Faria

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 33

Top Topics

Weakly Supervised Learning

Scene Classification

Brain Image Registration

Top Venues

Pattern Recognit. Lett.

Publications

Álvaro Luiz Fazenda, Fábio Augusto Faria
ForestEyes: Citizen Scientists and Machine Learning-Assisting Rainforest Conservation. Commun. ACM 67 (8) (2024)
Eduardo B. Neto, Fábio Augusto Faria, Amanda A. S. de Oliveira, Alvaro Luiz Fazenda
A Satellite Band Selection Framework for Amazon Forest Deforestation Detection Task. CoRR (2024)
Fábio Augusto Faria, Mateus M. Souza, Raoni F. da S. Teixeira, Mauricio P. Segundo
FaceMixup: Enhancing Facial Expression Recognition through Mixed Face Regularization. CoRR (2024)
Eduardo Bouhid Neto, Fábio Augusto Faria, Amanda de Almeida Sales De Oliveira, Álvaro Luiz Fazenda
A Satellite Band Selection Framework for Amazon Forest Deforestation Detection Task. GECCO (2024)
Fábio Augusto Faria, Luiz Henrique Buris, Luís Augusto Martins Pereira, Fabio Augusto Menocci Cappabianco
Creating Ensembles of Classifiers through UMDA for Aerial Scene Classification. GECCO (2024)
Eduardo B. Neto, Paulo R. C. Pedro, Alvaro Luiz Fazenda, Fábio Augusto Faria
A Framework of Landsat-8 Band Selection based on UMDA for Deforestation Detection. CoRR (2023)
Fernanda Beatriz Jordan Rojas Dallaqua, Fábio Augusto Faria, Álvaro Luiz Fazenda
Building Data Sets for Rainforest Deforestation Detection Through a Citizen Science Project. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Guilherme A. Pimenta, Fernanda B. J. R. Dallaqua, Alvaro Luiz Fazenda, Fábio Augusto Faria
Neuroevolution-based Classifiers for Deforestation Detection in Tropical Forests. CoRR (2022)
Luiz H. Buris, Daniel C. G. Pedronette, João P. Papa, Jurandy Almeida, Gustavo Carneiro, Fábio Augusto Faria
Mixup-based Deep Metric Learning Approaches for Incomplete Supervision. CoRR (2022)
Fernanda B. J. R. Dallaqua, Álvaro Luiz Fazenda, Fábio Augusto Faria
ForestEyes Project: Conception, Enhancements, and Challenges. CoRR (2022)
João Gabriel Camacho Presotto, Samuel Felipe dos Santos, Lucas Pascotti Valem, Fábio Augusto Faria, João Paulo Papa, Jurandy Almeida, Daniel Carlos Guimarães Pedronette
Weakly supervised learning based on hypergraph manifold ranking. J. Vis. Commun. Image Represent. 89 (2022)
Pimenta Guilherme B. A., Fernanda B. J. R. Dallaqua, Álvaro Luiz Fazenda, Fábio Augusto Faria
Neuroevolution-based Classifiers for Deforestation Detection in Tropical Forests. SIBGRAPI (2022)
Fernanda B. J. R. Dallaqua, Alvaro Luiz Fazenda, Fábio Augusto Faria
ForestEyes Project: Conception, enhancements, and challenges. Future Gener. Comput. Syst. 124 (2021)
Lucas Fernando Alvarenga e Silva, Daniel C. G. Pedronette, Fábio Augusto Faria, João P. Papa, Jurandy Almeida
Improving Transferability of Domain Adaptation Networks Through Domain Alignment Layers. SIBGRAPI (2021)
Natan Andrade, Fábio Augusto Faria, Fábio A. M. Cappabianco
Improving Similarity Metric of Multi-modal MR Brain Image Registration Via a Deep Ensemble. SIBGRAPI (2021)
Lucas Fernando Alvarenga e Silva, Daniel Carlos Guimarães Pedronette, Fábio Augusto Faria, João Paulo Papa, Jurandy Almeida
Improving Transferability of Domain Adaptation Networks Through Domain Alignment Layers. CoRR (2021)
Fábio Augusto Faria, Gustavo Carneiro
Why are Generative Adversarial Networks so Fascinating and Annoying? SIBGRAPI (2020)
Fernanda B. J. R. Dallaqua, Alvaro Luiz Fazenda, Fábio Augusto Faria
Projeto ForestEyes: Uma proposta para aliar Ciência Cidadã e Aprendizado de Máquina para monitoramento de desmatamento. GeoInfo (2020)
Álvaro R. Ferreira, Gustavo Henrique de Rosa, João P. Papa, Gustavo Carneiro, Fábio Augusto Faria
Creating Classifier Ensembles through Meta-heuristic Algorithms for Aerial Scene Classification. ICPR (2020)
Vinícius Veloso de Melo, Léo Françoso Dal Piccol Sotto, Matheus Macedo Leonardo, Fábio Augusto Faria
Automatic Meta-Feature Engineering for CNN Fusion in Aerial Scene Classification Task. IEEE Geosci. Remote. Sens. Lett. 17 (9) (2020)
Fernanda Beatriz Jordan Rojas Dallaqua, Álvaro Luiz Fazenda, Fábio Augusto Faria
ForestEyes Project: Can Citizen Scientists Help Rainforests? eScience (2019)
Elder Donizetti dos Santos, Marcos Gonçalves Quiles, Fábio Augusto Faria
A correlation-based approach for event detection in Instagram. J. Intell. Fuzzy Syst. 34 (5) (2018)
Fernanda B. J. R. Dallaqua, Fábio Augusto Faria, Alvaro Luiz Fazenda
Active Learning Approaches for Deforested Area Classification. SIBGRAPI (2018)
Natan Andrade, Fábio Augusto Faria, Fabio Augusto Menocci Cappabianco
A Practical Review on Medical Image Registration: From Rigid to Deep Learning Based Approaches. SIBGRAPI (2018)
Fábio Augusto Faria, Sudeep Sarkar
A Graph-based Approach for Static Ensemble Selection in Remote Sensing Image Analysis. ICPR (2018)
Matheus Macedo Leonardo, Tiago J. Carvalho, Edmar R. S. Rezende, Roberto A. Zucchi, Fábio Augusto Faria
Deep Feature-Based Classifiers for Fruit Fly Identification (Diptera: Tephritidae). SIBGRAPI (2018)
Jaime S. Ide, Fabio Augusto Cappabianco, Fábio Augusto Faria, Chiang-shan R. Li
Detrended Partial Cross Correlation for Brain Connectivity Analysis. NIPS (2017)
Jordi Creus Tomàs, Fábio Augusto Faria, Júlio César Dalla Mora Esquerdo, Alexandre Camargo Coutinho, Claudia Bauzer Medeiros
SiRCub: A Novel Approach to Recognize Agricultural Crops Using Supervised Classification. Int. J. Agric. Environ. Inf. Syst. 8 (4) (2017)
Matheus Macedo Leonardo, Sandra Avila, Roberto A. Zucchi, Fábio Augusto Faria
Mid-level Image Representation for Fruit Fly Identification (Diptera: Tephritidae). eScience (2017)
Tiago Jose de Carvalho, Fábio Augusto Faria, Hélio Pedrini, Ricardo da Silva Torres, Anderson Rocha
Illuminant-Based Transformed Spaces for Image Forensics. IEEE Trans. Inf. Forensics Secur. 11 (4) (2016)
Fábio Augusto Faria, Jurandy Almeida, Bruna Alberton, Leonor Patricia C. Morellato, Anderson Rocha, Ricardo da Silva Torres
Time series-based classifier fusion for fine-grained plant species recognition. Pattern Recognit. Lett. 81 (2016)
Fábio Augusto Faria, Fabio A. M. Cappabianco, Chiang-shan R. Li, Jaime S. Ide
Information fusion for cocaine dependence recognition using fMRI. ICPR (2016)
Fábio Augusto Faria, Jurandy Almeida, Bruna Alberton, Leonor Patricia C. Morellato, Ricardo da Silva Torres
Fusion of time series representations for plant recognition in phenology studies. Pattern Recognit. Lett. 83 (2016)
Frances Albert Santos, Fábio Augusto Faria, Azzedine Boukerche, Leandro Aparecido Villas
An Efficient Cloud-Based Iris Recognition Solution for Mobile Devices. MobiWac (2015)
Fábio Augusto Faria, Jefersson Alex dos Santos, Anderson Rocha, Ricardo da Silva Torres
A framework for selection and fusion of pattern classifiers in multimedia recognition. Pattern Recognit. Lett. 39 (2014)
Fábio Augusto Faria, Daniel C. G. Pedronette, Jefersson A. dos Santos, Anderson Rocha, Ricardo da Silva Torres
Rank Aggregation for Pattern Classifier Selection in Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (4) (2014)
Fábio Augusto Faria, P. Perre, Roberto A. Zucchi, Leonardo Ré Jorge, T. M. Lewinsohn, Anderson Rocha, Ricardo da Silva Torres
Automatic identification of fruit flies (Diptera: Tephritidae). J. Vis. Commun. Image Represent. 25 (7) (2014)
Fábio Augusto Faria, Jefersson Alex dos Santos, Sudeep Sarkar, Anderson Rocha, Ricardo da Silva Torres
Classifier Selection Based on the Correlation of Diversity Measures: When Fewer Is More. SIBGRAPI (2013)
Jefersson A. dos Santos, Fábio Augusto Faria, Ricardo da Silva Torres, Anderson Rocha, Philippe Henri Gosselin, Sylvie Philipp-Foliguet, Alexandre X. Falcão
Descriptor correlation analysis for remote sensing image multi-scale classification. ICPR (2012)
Fábio Augusto Faria, Jefersson Alex dos Santos, Ricardo da Silva Torres, Anderson Rocha, Alexandre X. Falcão
Automatic fusion of region-based classifiers for coffee crop recognition. IGARSS (2012)
Alex F. Mansano, J. A. Matsuoka, Luis Claudio Sugi Afonso, João P. Papa, Fábio Augusto Faria, Ricardo da Silva Torres
Improving Image Classification through Descriptor Combination. SIBGRAPI (2012)
Fábio Augusto Faria, Jefersson Alex dos Santos, Anderson Rocha, Ricardo da Silva Torres
Automatic Classifier Fusion for Produce Recognition. SIBGRAPI (2012)
Fábio Augusto Faria, Rodrigo Tripodi Calumby, Ricardo da Silva Torres
RECOD at ImageCLEF 2011: Medical Modality Classification using Genetic Programming. CLEF (Notebook Papers/Labs/Workshop) (2011)
Fábio Augusto Faria, Adriano Veloso, Humberto Mossri de Almeida, Eduardo Valle, Ricardo da Silva Torres, Marcos André Gonçalves, Wagner Meira Jr.
Learning to rank for content-based image retrieval. Multimedia Information Retrieval (2010)
Jefersson Alex dos Santos, Fábio Augusto Faria, Rodrigo Tripodi Calumby, Ricardo da Silva Torres, Rubens A. C. Lamparelli
A Genetic Programming approach for coffee crop recognition. IGARSS (2010)
Thiago Vallin Spina, Javier A. Montoya-Zegarra, Fabio Andrijauskas, Fábio Augusto Faria, Carlos E. A. Zampieri, Sheila M. Pinto-Caceres, Tiago Jose de Carvalho, Alexandre X. Falcão
A Comparative Study among Pattern Classifiers in Interactive Image Segmentation. SIBGRAPI (2009)