Publications

@article{Nunes2022b,

title = {Conditional Reconstruction for Open-Set Semantic Segmentation},

author = {Matheus Barros Pereira and Ian Nunes and Hugo Oliveira and Jefersson Alex Dos Santos and Marcus Poggi},

year  = {2022},

date = {2022-10-16},

journal = {2022 IEEE International Conference on Image Processing (ICIP)},

pages = {946-950},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Monteiro2022,

title = {Self-Supervised Learning for Seismic Image Segmentation From Few-Labeled Samples},

author = {Bruno Monteiro and Hugo Neves de Oliveira and Jefersson Alex Dos Santos},

year  = {2022},

date = {2022-07-12},

journal = {IEEE Geoscience and Remote Sensing Letters},

volume = {19},

pages = {1-5},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{daSilva2022,

title = {Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets},

author = {Camila Laranjeira and João Macedo and Sandra Avila and Jefersson Alex Dos Santos},

year  = {2022},

date = {2022-06-21},

journal = {2022 ACM Conference on Fairness, Accountability, and Transparency},

pages = {2189-2205},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Nunes2022,

title = {FuSS: Fusing Superpixels for Improved Segmentation Consistency},

author = {Ian Nunes and Matheus Barros Pereira and Hugo Oliveira and Jefersson Alex Dos Santos and Marcus Poggi},

year  = {2022},

date = {2022-06-14},

journal = {arXiv preprint arXiv:2206.02714},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Machado2022,

title = {Facing the Void: Overcoming Missing Data in Multi-View Imagery},

author = {Gabriel Machado and Keiller Nogueira and Matheus Barros Pereira and Jefersson Alex Dos Santos},

year  = {2022},

date = {2022-05-14},

journal = {arXiv preprint arXiv:2205.10592},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Liesenberg2022,

title = {The IEEE GRSS Brazil Chapter: 2020 Activities [Chapters]},

author = {Veraldo Liesenberg and Nayara Vasconcelos Estrabis and José Marcato Junior and Alessandra Rodrigues Gomes and Rafael Lemos Paes and Rosa Elvira Correa Pabón and Jefersson Alex Dos Santos},

year  = {2022},

date = {2022-04-28},

journal = {IEEE Geoscience and Remote Sensing Magazine},

volume = {10},

number = {1},

pages = {354-360},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Gama2022,

title = {Weakly Supervised Few-Shot Segmentation Via Meta-Learning},

author = {Pedro Henrique Targino Gama and Hugo Neves de Oliveira and Jose Marcato and Jefersson Alex Dos Santos},

year  = {2022},

date = {2022-03-29},

journal = {IEEE Transactions on Multimedia},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Cunha2021,

title = {Water tank and swimming pool detection based on remote sensing and deep learning: Relationship with socioeconomic level and applications in dengue control},

author = {Higor Souza Cunha and Brenda Santana Sclauser and Pedro Fonseca Wildemberg and Eduardo Augusto Militão Fernandes and Jefersson Alex Dos Santos and Mariana de Oliveira Lage and Camila Lorenz and Gerson Laurindo Barbosa and José Alberto Quintanilha and Francisco Chiaravalloti Neto },

year  = {2021},

date = {2021-12-09},

journal = {(Public Library of Science) Plos one },

volume = {16},

number = {12},

pages = {e0258681},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gama2021learning,

title = {Learning to Segment Medical Images from Few-Shot Sparse Labels},

author = {Pedro HT Gama and Hugo N de Oliveira and Jefersson Alex Dos Santos },

year  = {2021},

date = {2021-10-18},

journal = {arXiv preprint arXiv:2108.05476},

pages = {89-96},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Pereira2021b,

title = {ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation},

author = {Matheus Barros Pereira and Jefersson Alex Dos Santos},

year  = {2021},

date = {2021-10-18},

journal = {2021 34th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)},

pages = {278-285},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Oliveira2021b,

title = {Semantic segmentation with multi-source domain adaptation for radiological images},

author = {Hugo N de Oliveira and Arnaldo A de Araújo and Jefersson Alex Dos Santos },

year  = {2021},

date = {2021-10-18},

journal = {Anais Estendidos do XXXIV Conference on Graphics, Patterns and Images},

pages = {98-104},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Martinez2021,

title = {Open Set Semantic Segmentation for Multitemporal Crop Recognition},

author = {Chamorro Martinez and Jorge A. and Hugo Oliveira and Jefersson Alex Dos Santos and Raul Queiroz Feitosa },

year  = {2021},

date = {2021-10-05},

journal = {IEEE Geoscience and Remote Sensing Letters},

volume = {19},

pages = {1-5},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{vendramini2021opening,

title = {Opening Deep Neural Networks with Generative Models},

author = {Marcos Vendramini and Hugo Oliveira and Alexei Machado and Jefersson A dos Santos},

year  = {2021},

date = {2021-09-19},

journal = {arXiv preprint arXiv:2105.10013},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nogueira2021introduction,

title = {An introduction to deep morphological networks},

author = {Keiller Nogueira and Jocelyn Chanussot and Mauro Dalla Mura and Jefersson A Dos Santos},

year  = {2021},

date = {2021-01-01},

journal = {IEEE Access},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{oliveira2021fully,

title = {Fully convolutional open set segmentation},

author = {Hugo Oliveira and Caio Silva and Gabriel LS Machado and Keiller Nogueira and Jefersson A dos Santos},

year  = {2021},

date = {2021-01-01},

journal = {Machine Learning},

pages = {1--52},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{osco2021semantic,

title = {Semantic segmentation of citrus-orchard using deep neural networks and multispectral UAV-based imagery},

author = {Lucas Prado Osco and Keiller Nogueira and Ana Paula Marques Ramos and Mayara Maezano Faita Pinheiro and Danielle Elis Garcia Furuya and Wesley Nunes Gon{ç}alves and Lucio Andre de Castro Jorge and José Marcato Junior and Jefersson Alex dos Santos},

year  = {2021},

date = {2021-01-01},

journal = {Precision Agriculture},

volume = {22},

pages = {1171-1188},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{pereira2021genetic,

title = {A genetic algorithm approach for image representation learning through color quantization},

author = {Erico M Pereira and Ricardo S da Torres and Jefersson A dos Santos},

year  = {2021},

date = {2021-01-01},

journal = {Multimedia Tools and Applications},

volume = {80},

number = {10},

pages = {15315--15350},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{martins2021semantic,

title = {Semantic segmentation of tree-canopy in urban environment with pixel-wise deep learning},

author = {José Augusto Correa Martins and Keiller Nogueira and Lucas Prado Osco and Felipe David Georges Gomes and Danielle Elis Garcia Furuya and Wesley Nunes Gon{ç}alves and Diego André Sant’Ana and Ana Paula Marques Ramos and Veraldo Liesenberg and Jefersson Alex dos Santos and others},

year  = {2021},

date = {2021-01-01},

journal = {Remote Sensing},

volume = {13},

number = {16},

pages = {3054},

publisher = {Multidisciplinary Digital Publishing Institute},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gama2021weakly,

title = {Weakly Supervised Medical Image Segmentation},

author = {Pedro HT Gama and Hugo Oliveira and Jefersson A dos Santos},

year  = {2021},

date = {2021-01-01},

journal = {arXiv preprint arXiv:2108.05476},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{barros2021chessmix,

title = {ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation},

author = {Matheus Barros Pereira and Jefersson Alex dos Santos},

year  = {2021},

date = {2021-01-01},

journal = {arXiv e-prints},

pages = {arXiv--2108},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{oliveira2020truly,

title = {Truly generalizable radiograph segmentation with conditional domain adaptation},

author = {Hugo N Oliveira and Edemir Ferreira and Jefersson A Dos Santos},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Access},

volume = {8},

pages = {84037--84062},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mota2020video,

title = {From video pornography to cancer cells: a tensor framework for spatiotemporal description},

author = {Virginia F Mota and Hugo N de Oliveira and Sergio Scalzo and Dalton Dittz and Reginaldo J Santos and Jefersson A dos Santos and Arnaldo A de Araujo},

year  = {2020},

date = {2020-01-01},

journal = {Multimedia Tools and Applications},

volume = {79},

number = {19},

pages = {13919--13949},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{barros2020end,

title = {An End-to-end Framework For Low-Resolution Remote Sensing Semantic Segmentation},

author = {Matheus Barros Pereira and Jefersson Alex dos Santos},

year  = {2020},

date = {2020-01-01},

journal = {arXiv e-prints},

pages = {arXiv--2003},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{albarracin2020soft,

title = {A Soft Computing Approach for Selecting and Combining Spectral Bands},

author = {Juan FH Albarrac{'i}n and Rafael S Oliveira and Marina Hirota and Jefersson A dos Santos and Ricardo S da Torres},

year  = {2020},

date = {2020-01-01},

journal = {Remote Sensing},

volume = {12},

number = {14},

pages = {2267},

publisher = {Multidisciplinary Digital Publishing Institute},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{machado2020airound,

title = {AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification},

author = {Gabriel Machado and Edemir Ferreira and Keiller Nogueira and Hugo Oliveira and Matheus Brito and Pedro Henrique Targino Gama and Jefersson Alex dos Santos},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},

volume = {14},

pages = {488--503},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{oliveira20203d,

title = {From 3D to 2D: Transferring knowledge for rib segmentation in chest X-rays},

author = {Hugo Oliveira and Virginia Mota and Alexei MC Machado and Jefersson A dos Santos},

year  = {2020},

date = {2020-01-01},

journal = {Pattern Recognition Letters},

volume = {140},

pages = {10--17},

publisher = {North-Holland},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{barros2020new,

title = {A New Similarity Space Tailored for Supervised Deep Metric Learning},

author = {Pedro H Barros and Fabiane Queiroz and Flavio Figueredo and Jefersson A dos Santos and Heitor S Ramos},

year  = {2020},

date = {2020-01-01},

journal = {arXiv preprint arXiv:2011.08325},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nogueira2020facing,

title = {Facing erosion identification in railway lines using pixel-wise deep-based approaches},

author = {Keiller Nogueira and Gabriel LS Machado and Pedro HT Gama and Caio CV da Silva and Remis Balaniuk and Jefersson A dos Santos},

year  = {2020},

date = {2020-01-01},

journal = {Remote Sensing},

volume = {12},

number = {4},

pages = {739},

publisher = {Multidisciplinary Digital Publishing Institute},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{liesenberg2020ieee,

title = {IEEE GRSS Brazil Chapter: Status and Activities in 2019 [Chapters]},

author = {Veraldo Liesenberg and Jose Marcato and Raul Queiroz Feitosa and Alessandra Rodrigues Gomes and Jefersson Alex Dos Santos and Rafael Lemos Paes and Edson A Mitishita and Antonio MG Tommaselli and Fatima Sombra N de Sombra and Alejandro C Frery},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Geoscience and Remote Sensing Magazine},

volume = {8},

number = {4},

pages = {144--151},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nogueira2019spatio,

title = {Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks},

author = {Keiller Nogueira and Jefersson A dos Santos and Nathalia Menini and Thiago SF Silva and Leonor Patricia C Morellato and Ricardo S da Torres},

year  = {2019},

date = {2019-01-01},

journal = {IEEE Geoscience and Remote Sensing Letters},

volume = {16},

number = {10},

pages = {1665--1669},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{caetano2019magnitude,

title = {Magnitude-Orientation Stream network and depth information applied to activity recognition},

author = {Carlos Caetano and Victor HC de Melo and Francois Bremond and Jefersson A dos Santos and William Robson Schwartz},

year  = {2019},

date = {2019-01-01},

journal = {Journal of Visual Communication and Image Representation},

volume = {63},

pages = {102596},

publisher = {Academic Press},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nogueira2019dynamic,

title = {Dynamic multicontext segmentation of remote sensing images based on convolutional networks},

author = {Keiller Nogueira and Mauro Dalla Mura and Jocelyn Chanussot and William Robson Schwartz and Jefersson Alex Dos Santos},

year  = {2019},

date = {2019-01-01},

journal = {IEEE Transactions on Geoscience and Remote Sensing},

volume = {57},

number = {10},

pages = {7503--7520},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{da2019open,

title = {Open set semantic egmentation of remote sensing images},

author = {Caio Cesar Viana da Silva and others},

year  = {2019},

date = {2019-01-01},

publisher = {Universidade Federal de Minas Gerais},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{pereira2019mapping,

title = {Mapping the unseen: exploiting super-resolution for semantic segmentation in low-resolution images},

author = {Matheus Barros Pereira and others},

year  = {2019},

date = {2019-01-01},

publisher = {Universidade Federal de Minas Gerais},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{nogueira2018exploiting,

title = {Exploiting ConvNet diversity for flooding identification},

author = {Keiller Nogueira and Samuel G Fadel and {'I}caro C Dourado and Rafael O de Werneck and Javier AV Mu{~n}oz and Otávio AB Penatti and Rodrigo T Calumby and Lin Tzy Li and Jefersson A dos Santos and Ricardo S da Torres},

year  = {2018},

date = {2018-01-01},

journal = {IEEE Geoscience and Remote Sensing Letters},

volume = {15},

number = {9},

pages = {1446--1450},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{esmael2018ensemble,

title = {On the ensemble of multiscale object-based classifiers for aerial images: a comparative study},

author = {Agnaldo Aparecido Esmael and Jefersson Alex Dos Santos and Ricardo da Silva Torres},

year  = {2018},

date = {2018-01-01},

journal = {Multimedia Tools and Applications},

volume = {77},

number = {19},

pages = {24565--24592},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{ferreira2018comparative,

title = {A Comparative Study on Unsupervised Domain Adaptation Approaches for Coffee Crop Mapping},

author = {Edemir Ferreira and Mário S Alvim and Jefersson A dos Santos},

year  = {2018},

date = {2018-01-01},

journal = {arXiv preprint arXiv:1806.02400},

keywords = {},

pubstate = {published},

tppubtype = {article}

}