A Genetic Programming Approach for Relevance Feedback in Region-Based Image Retrieval Systems. - Jefersson Alex dos Santos; Cristiano D. Ferreira; Ricardo da Silva Torres (SIBGRAPI, 2008)

Annotating data to support decision-making: a case study. - Carla Geovana N. Macário; Jefersson Alex dos Santos; Claudia Bauzer Medeiros; Ricardo da Silva Torres (GIR, 2010)

A Genetic Programming approach for coffee crop recognition. - Jefersson Alex dos Santos; Fábio Augusto Faria; Rodrigo Tripodi Calumby; Ricardo da Silva Torres; Rubens A. C. Lamparelli (IGARSS, 2010)

Evaluating the Potential of Texture and Color Descriptors for Remote Sensing Image Retrieval and Classification. - Jefersson Alex dos Santos; Otávio Augusto Bizetto Penatti; Ricardo da Silva Torres (VISAPP (2), 2010)

Interactive Classification of Remote Sensing Images by Using Optimum-Path Forest and Genetic Programming. - Jefersson Alex dos Santos; André Tavares da Silva; Ricardo da Silva Torres; Alexandre X. Falcão; Léo Pini Magalhães; Rubens A. C. Lamparelli (CAIP (2), 2011)

A relevance feedback method based on genetic programming for classification of remote sensing images. - Jefersson A. dos Santos; Cristiano D. Ferreira; Ricardo da Silva Torres; Marcos André Gonçalves; Rubens A. C. Lamparelli (Inf. Sci., 2011)

Relevance feedback based on genetic programming for image retrieval. - Cristiano D. Ferreira; Jefersson A. dos Santos; Ricardo da Silva Torres; Marcos André Gonçalves; Rodrigo Carvalho Rezende; Weiguo Fan (Pattern Recognit. Lett., 2011)

Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Ricardo da Silva Torres; Leonor Patricia C. Morellato (eScience, 2012)

Sinimbu - Multimodal Queries to Support Biodiversity Studies. - Gabriel de S. Fedel; Claudia Bauzer Medeiros; Jefersson Alex dos Santos (ICCSA (1), 2012)

Descriptor correlation analysis for remote sensing image multi-scale classification. - Jefersson A. dos Santos; Fábio Augusto Faria; Ricardo da Silva Torres; Anderson Rocha 001; Philippe Henri Gosselin; Sylvie Philipp-Foliguet; Alexandre X. Falcão (ICPR, 2012)

Improving texture description in remote sensing image multi-scale classification tasks by using visual words. - Jefersson A. dos Santos; Otávio Augusto Bizetto Penatti; Ricardo da Silva Torres; Philippe Henri Gosselin; Sylvie Philipp-Foliguet; Alexandre X. Falcão (ICPR, 2012)

Automatic fusion of region-based classifiers for coffee crop recognition. - Fábio Augusto Faria; Jefersson Alex dos Santos; Ricardo da Silva Torres; Anderson Rocha 001; Alexandre X. Falcão (IGARSS, 2012)

Hyperspectral band selection through Optimum-Path Forest and evolutionary-based algorithms. - Rodrigo Nakamura; João Paulo Papa; Leila M. G. Fonseca; Jefersson Alex dos Santos; Ricardo da Silva Torres (IGARSS, 2012)

Automatic Classifier Fusion for Produce Recognition. - Fábio Augusto Faria; Jefersson Alex dos Santos; Anderson Rocha 001; Ricardo da Silva Torres (SIBGRAPI, 2012)

Incorporating multiple distance spaces in optimum-path forest classification to improve feedback-based learning. - André Tavares da Silva; Jefersson Alex dos Santos; Alexandre X. Falcão; Ricardo da Silva Torres; Léo Pini Magalhães (Comput. Vis. Image Underst., 2012)

Multiscale Classification of Remote Sensing Images. - Jefersson Alex dos Santos; Philippe Henri Gosselin; Sylvie Philipp-Foliguet; Ricardo da Silva Torres; Alexandre X. Falcão (IEEE Trans. Geosci. Remote. Sens., 2012)

Plant Species Identification with Phenological Visual Rhythms. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (e-Science, 2013)

Visual rhythm-based time series analysis for phenology studies. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (ICIP, 2013)

Remote sensing image representation based on hierarchical histogram propagation. - Jefersson Alex dos Santos; Otávio Augusto Bizetto Penatti; Ricardo da Silva Torres; Philippe Henri Gosselin; Sylvie Philipp-Foliguet; Alexandre X. Falcão (IGARSS, 2013)

Ensemble of classifiers for remote sensed hyperspectral land cover analysis: An approach based on Linear Programming and Weighted Linear Combination. - Sandro Luiz Jailson Lopes Tinôco; Haroldo Gambini Santos; David Menotti; Andrey Bicalho Santos; Jefersson Alex dos Santos (IGARSS, 2013)

Shape-based time series analysis for remote phenology studies. - Ricardo da Silva Torres; Makoto Hasegawa; Salvatore Tabbone; Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Leonor Patricia C. Morellato (IGARSS, 2013)

Classifier Selection Based on the Correlation of Diversity Measures: When Fewer Is More. - Fábio Augusto Faria; Jefersson Alex dos Santos; Sudeep Sarkar; Anderson Rocha 001; Ricardo da Silva Torres (SIBGRAPI, 2013)

Remote Sensing Image Segmentation and Representation through Multiscale Analysis. - Jefersson Alex dos Santos; Ricardo da Silva Torres (SIBGRAPI Tutorials, 2013)

Interactive Multiscale Classification of High-Resolution Remote Sensing Images. - Jefersson Alex dos Santos; Philippe-Henri Gosselin; Sylvie Philipp-Foliguet; Ricardo da Silva Torres; Alexandre Xavier Falcão (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

Classificação semi-automática de imagens de sensorimento remoto. - Jefersson Alex dos Santos (2013)

Phenological Event Detection by Visual Rhythms Dissimilarity Analysis. - Lilian Chaves Brandao dos Santos; Jurandy Almeida; Jefersson Alex dos Santos; Silvio Jamil Ferzoli Guimarães; Arnaldo de Albuquerque Araújo; Bruna Alberton; Leonor Patricia Cerdeira Morellato; Ricardo da Silva Torres (eScience, 2014)

Learning to Rank Similar Apparel Styles with Economically-Efficient Rule-Based Active Learning. - Mariane Moreira; Jefersson Alex dos Santos; Adriano Veloso (ICMR, 2014)

Unsupervised Hyperspectral Band Selection Based on Spectral Rhythm Analysis. - Lilian Chaves Brandao dos Santos; Silvio Jamil Ferzoli Guimarães; Arnaldo de Albuquerque Araújo; Jefersson Alex dos Santos (SIBGRAPI, 2014)

Superpixel-Based Interactive Classification of Very High Resolution Images. - John E. Vargas; Priscila T. M. Saito; Alexandre X. Falcão; Pedro Jussieu de Rezende; Jefersson Alex dos Santos (SIBGRAPI, 2014)

Learning to Annotate Clothes in Everyday Photos: Multi-modal, Multi-label, Multi-instance Approach. - Adriano Alonso Veloso; Jefersson Alex dos Santos; Keiller Nogueira (SIBGRAPI, 2014)

Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees. - Jurandy Almeida; Jefersson Alex dos Santos; Bruna Alberton; Ricardo da Silva Torres; Leonor Patricia C. Morellato (Ecol. Informatics, 2014)

A framework for selection and fusion of pattern classifiers in multimedia recognition. - Fábio Augusto Faria; Jefersson Alex dos Santos; Anderson Rocha 001; Ricardo da Silva Torres (Pattern Recognit. Lett., 2014)

Rank Aggregation for Pattern Classifier Selection in Remote Sensing Images. - Fábio Augusto Faria; Daniel C. G. Pedronette; Jefersson A. dos Santos; Anderson Rocha 001; Ricardo da Silva Torres (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Efficient and Effective Hierarchical Feature Propagation. - Jefersson A. dos Santos; Otávio A. B. Penatti; Philippe-Henri Gosselin; Alexandre X. Falcão; Sylvie Philipp-Foliguet; Ricardo da Silva Torres (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Nature-Inspired Framework for Hyperspectral Band Selection. - Rodrigo Y. M. Nakamura; Leila Maria Garcia Fonseca; Jefersson Alex dos Santos; Ricardo da Silva Torres; Xin-She Yang 001; João P. Papa (IEEE Trans. Geosci. Remote. Sens., 2014)

A Multiclass Approach for Land-Cover Mapping by Using Multiple Data Sensors. - Edemir Ferreira de Andrade Jr.; Arnaldo de Albuquerque Araújo; Jefersson Alex dos Santos (CIARP, 2015)

Coffee Crop Recognition Using Multi-scale Convolutional Neural Networks. - Keiller Nogueira; William Robson Schwartz; Jefersson Alex dos Santos (CIARP, 2015)

A Study on Low-Cost Representations for Image Feature Extraction on Mobile Devices. - Ramon F. Pessoa; William Robson Schwartz; Jefersson A. dos Santos (CIARP, 2015)

Do deep features generalize from everyday objects to remote sensing and aerial scenes domains? - Otávio Augusto Bizetto Penatti; Keiller Nogueira; Jefersson Alex dos Santos (CVPR Workshops, 2015)

A Multi-objective Approach for Building Hyperspectral Remote Sensed Image Classifier Combiners. - Sandro Luiz Jailson Lopes Tinôco; David Menotti; Jefersson A. dos Santos; Gladston J. P. Moreira (EMO (2), 2015)

Contextual superpixel description for remote sensing image classification. - John E. Vargas; Alexandre X. Falcão; Jefersson A. dos Santos; Júlio César Dalla Mora Esquerdo; Alexandre Camargo Coutinho; João Francisco Gonçalves Antunes (IGARSS, 2015)

RECOD @ Placing Task of MediaEval 2015. - Lin Tzy Li; Javier A. V. Muñoz; Jurandy Almeida; Rodrigo Tripodi Calumby; Otávio Augusto Bizetto Penatti; Ícaro C. Dourado; Keiller Nogueira; Pedro Ribeiro Mendes Júnior; Luís A. M. Pereira; Daniel Carlos Guimarães Pedronette; Jefersson Alex dos Santos; Marcos André Gonçalves; et al. (MediaEval, 2015)

Improving Spatial Feature Representation from Aerial Scenes by Using Convolutional Networks. - Keiller Nogueira; Waner O. Miranda; Jefersson Alex dos Santos (SIBGRAPI, 2015)

Deriving vegetation indices for phenology analysis using genetic programming. - Jurandy Almeida; Jefersson Alex dos Santos; Waner O. Miranda; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (Ecol. Informatics, 2015)

Efficient Unsupervised Band Selection Through Spectral Rhythms. - Lilian Chaves Brandao dos Santos; Silvio Jamil Ferzoli Guimarães; Jefersson Alex dos Santos (IEEE J. Sel. Top. Signal Process., 2015)

Star: A Contextual Description of Superpixels for Remote Sensing Image Classification. - Tiago M. H. C. Santana; Alexei Manso Corrêa Machado; Arnaldo de Albuquerque Araújo; Jefersson A. dos Santos (CIARP, 2016)

Optical Flow Co-occurrence Matrices: A novel spatiotemporal feature descriptor. - Carlos Caetano; Jefersson A. dos Santos; William Robson Schwartz (ICPR, 2016)

Learning to semantically segment high-resolution remote sensing images. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson A. dos Santos (ICPR, 2016)

RECOD @ Placing Task of MediaEval 2016: A Ranking Fusion Approach for Geographic-Location Prediction of Multimedia Objects. - Javier A. V. Muñoz; Lin Tzy Li; Ícaro C. Dourado; Keiller Nogueira; Samuel G. Fadel; Otávio Augusto Bizetto Penatti; Jurandy Almeida; Luís A. M. Pereira; Rodrigo Tripodi Calumby; Jefersson A. dos Santos; Ricardo da Silva Torres (MediaEval, 2016)

Learning to Combine Spectral Indices with Genetic Programming. - Juan Felipe Hernandez Albarracin; Jefersson Alex dos Santos; Ricardo da Silva Torres (SIBGRAPI, 2016)

A Boosting-Based Approach for Remote Sensing Multimodal Image Classification. - Edemir Ferreira de Andrade Jr.; Arnaldo de Albuquerque Araújo; Jefersson Alex dos Santos (SIBGRAPI, 2016)

Information Theory-Based Detection of Noisy Bit Planes in Medical Images. - Hugo Neves de Oliveira; Jefersson Alex dos Santos; Matheus C. de Melo; Thaís Gaudencio do Rêgo; Leonardo Vidal Batista (SIBGRAPI, 2016)

Meat adulteration detection through digital image analysis of histological cuts using LBP. - João J. de Macedo Neto; Jefersson A. dos Santos; William Robson Schwartz (CoRR, 2016)

Multi-directional and multi-scale perturbation approaches for blind forensic median filtering detection. - Anselmo Ferreira; Jefersson A. dos Santos; Anderson Rocha 001 (Intell. Data Anal., 2016)

Pointwise and pairwise clothing annotation: combining features from social media. - Keiller Nogueira; Adriano Alonso Veloso; Jefersson Alex dos Santos (Multim. Tools Appl., 2016)

Phenological visual rhythms: Compact representations for fine-grained plant species identification. - Jurandy Almeida; Jefersson A. dos Santos; Bruna Alberton; Leonor Patricia C. Morellato; Ricardo da Silva Torres (Pattern Recognit. Lett., 2016)

Behavior Knowledge Space-Based Fusion for Copy-Move Forgery Detection. - Anselmo Ferreira; Siovani Cintra Felipussi; Carlos Alfaro 002; Pablo Fonseca; John E. Vargas-Munoz; Jefersson A. dos Santos; Anderson Rocha 001 (IEEE Trans. Image Process., 2016)

Fusion of genetic-programming-based indices in hyperspectral image classification tasks. - Juan Felipe Hernandez Albarracin; Edemir Ferreira de Andrade Jr.; Jefersson A. dos Santos; Ricardo da Silva Torres (IGARSS, 2017)

Semantic segmentation of vegetation images acquired by unmanned aerial vehicles using an ensemble of ConvNets. - Keiller Nogueira; Jefersson A. dos Santos; Leonardo Cancian; Bruno D. Borges; Thiago S. F. Silva; Leonor Patricia C. Morellato; Ricardo da Silva Torres (IGARSS, 2017)

Deep contextual description of superpixels for aerial urban scenes classification. - Tiago M. H. C. Santana; Keiller Nogueira; Alexei Manso Corrêa Machado; Jefersson A. dos Santos (IGARSS, 2017)

Combination techniques for hyperspectral image interpretation. - Andrey Bicalho Santos; Arnaldo de Albuquerque Araújo; Jefersson A. dos Santos; William Robson Schwartz; David Menotti (IGARSS, 2017)

Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation. - John E. Vargas-Munoz; Devis Tuia; Jefersson A. dos Santos; Alexandre X. Falcão (IGARSS, 2017)

Data-Driven Flood Detection using Neural Networks. - Keiller Nogueira; Samuel G. Fadel; Ícaro C. Dourado; Rafael de Oliveira Werneck; Javier A. V. Muñoz; Otávio A. B. Penatti; Rodrigo Tripodi Calumby; Lin Li; Jefersson Alex dos Santos; Ricardo da Silva Torres (MediaEval, 2017)

Learning Deep Features on Multiple Scales for Coffee Crop Recognition. - Rafael Baeta; Keiller Nogueira; David Menotti; Jefersson A. dos Santos (SIBGRAPI, 2017)

Activity Recognition Based on a Magnitude-Orientation Stream Network. - Carlos Antônio Caetano Jr.; Victor Hugo Cunha de Melo; Jefersson A. dos Santos; William Robson Schwartz (SIBGRAPI, 2017)

A Color Quantization Optimization Approach for Image Representation Learning. - Érico Marco D. A. Pereira; Jefersson A. dos Santos (CoRR, 2017)

Towards better exploiting convolutional neural networks for remote sensing scene classification. - Keiller Nogueira; Otávio Augusto Bizetto Penatti; Jefersson A. dos Santos (Pattern Recognit., 2017)

Data-Driven Feature Characterization Techniques for Laser Printer Attribution. - Anselmo Ferreira; Luca Bondi; Luca Baroffio; Paolo Bestagini; Jiwu Huang; Jefersson A. dos Santos; Stefano Tubaro; Anderson Rocha 001 (IEEE Trans. Inf. Forensics Secur., 2017)

A Comparative Study on Unsupervised Domain Adaptation for Coffee Crop Mapping. - Edemir Ferreira; Hugo N. Oliveira 001; Mário Sérgio Alvim; Jefersson Alex dos Santos (CIARP, 2018)

Exploring Deep-Based Approaches for Semantic Segmentation of Mammographic Images. - Hugo Neves de Oliveira; Claudio Saliba de Avelar; Alexei Manso Corrêa Machado; Arnaldo de Albuquerque Araújo; Jefersson Alex dos Santos (CIARP, 2018)

Superpixel Context Description based on Visual Words Co-Occurrence Matrix. - Tiago M. H. C. Santana; Ricardo da Silva Torres; Jefersson A. dos Santos (IGARSS, 2018)

Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence. - John E. Vargas-Munoz; Diego Marcos; Sylvain Lobry; Jefersson A. dos Santos; Alexandre X. Falcão; Devis Tuia (IGARSS, 2018)

A Benchmark Methodology for Child Pornography Detection. - João Macedo; Filipe Costa; Jefersson A. dos Santos (SIBGRAPI, 2018)

Deep Transfer Learning for Segmentation of Anatomical Structures in Chest Radiographs. - Hugo N. Oliveira 001; Jefersson A. dos Santos (SIBGRAPI, 2018)

Statistical Measures from Co-occurrence of Codewords for Action Recognition. - Carlos Caetano; Jefersson A. dos Santos; William Robson Schwartz (VISIGRAPP (5: VISAPP), 2018)

Dynamic Multi-Scale Semantic Segmentation based on Dilated Convolutional Networks. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson A. dos Santos (CoRR, 2018)

A Comparative Study on Unsupervised Domain Adaptation Approaches for Coffee Crop Mapping. - Edemir Ferreira; Mário S. Alvim; Jefersson A. dos Santos (CoRR, 2018)

Exploiting ConvNet Diversity for Flooding Identification. - Keiller Nogueira; Samuel G. Fadel; Ícaro C. Dourado; Rafael de Oliveira Werneck; Javier A. V. Muñoz; Otávio A. B. Penatti; Rodrigo Tripodi Calumby; Lin Tzy Li; Jefersson A. dos Santos; Ricardo da Silva Torres (IEEE Geosci. Remote. Sens. Lett., 2018)

On the ensemble of multiscale object-based classifiers for aerial images: a comparative study. - Agnaldo Aparecido Esmael; Jefersson Alex dos Santos; Ricardo da Silva Torres (Multim. Tools Appl., 2018)

SkeleMotion: A New Representation of Skeleton Joint Sequences based on Motion Information for 3D Action Recognition. - Carlos Caetano; Jessica Sena; François Brémond; Jefersson A. dos Santos; William Robson Schwartz (AVSS, 2019)

Evaluating Deep Contextual Description of Superpixels for Detection in Aerial Images. - Eduardo A. Tavares; Ricardo da Silva Torres; Jefersson A. dos Santos (IGARSS, 2019)

How Effective Is Super-Resolution to Improve Dense Labelling of Coarse Resolution Imagery? - Matheus Barros Pereira; Jefersson A. dos Santos (SIBGRAPI, 2019)

Conditional Domain Adaptation GANs for Biomedical Image Segmentation. - Hugo N. Oliveira 001; Edemir Ferreira; Jefersson A. dos Santos (CoRR, 2019)

An Introduction to Deep Morphological Networks. - Keiller Nogueira; Jocelyn Chanussot; Mauro Dalla Mura; William Robson Schwartz; Jefersson A. dos Santos (CoRR, 2019)

Magnitude-Orientation Stream network and depth information applied to activity recognition. - Carlos Caetano; Victor Hugo Cunha de Melo; François Brémond; Jefersson A. dos Santos; William Robson Schwartz (J. Vis. Commun. Image Represent., 2019)

A Soft Computing Framework for Image Classification Based on Recurrence Plots. - Nathalia Menini; Alexandre E. Almeida; Rubens A. C. Lamparelli; Guerric le Maire; Jefersson A. dos Santos; Hélio Pedrini; Marina Hirota; Ricardo da Silva Torres (IEEE Geosci. Remote. Sens. Lett., 2019)

Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks. - Keiller Nogueira; Jefersson A. dos Santos; Nathalia Menini; Thiago S. F. Silva; Leonor Patricia C. Morellato; Ricardo da Silva Torres (IEEE Geosci. Remote. Sens. Lett., 2019)

Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson Alex dos Santos (IEEE Trans. Geosci. Remote. Sens., 2019)

Truly Generalizable Radiograph Segmentation With Conditional Domain Adaptation. - Hugo N. Oliveira 001; Edemir Ferreira; Jefersson A. dos Santos (IEEE Access, 2020)

Towards Open-Set Semantic Segmentation of Aerial Images. - Caio C. V. da Silva; Keiller Nogueira; Hugo N. Oliveira 001; Jefersson A. dos Santos (CoRR, 2020)

BrazilDAM: A Benchmark dataset for Tailings Dam Detection. - Edemir Ferreira; Matheus Brito; Remis Balaniuk; Mário S. Alvim; Jefersson A. dos Santos (CoRR, 2020)

An End-to-end Framework For Low-Resolution Remote Sensing Semantic Segmentation. - Matheus Barros Pereira; Jefersson Alex dos Santos (CoRR, 2020)

AiRound and CV-BrCT: Novel Multi-View Datasets for Scene Classification. - Gabriel L. S. Machado; Edemir Ferreira; Keiller Nogueira; Hugo N. Oliveira 001; Pedro H. T. Gama; Jefersson A. dos Santos (CoRR, 2020)

From video pornography to cancer cells: a tensor framework for spatiotemporal description. - Virgínia Fernandes Mota; Hugo Neves de Oliveira; Sérgio Scalzo; Dalton Dittz; Reginaldo J. Santos; Jefersson A. dos Santos; Arnaldo de Albuquerque Araújo (Multim. Tools Appl., 2020)

From 3D to 2D: Transferring knowledge for rib segmentation in chest X-rays. - Hugo Neves de Oliveira; Virgínia Fernandes Mota; Alexei Manso Corrêa Machado; Jefersson A. dos Santos (Pattern Recognit. Lett., 2020)

A Soft Computing Approach for Selecting and Combining Spectral Bands. - Juan Felipe Hernandez Albarracin; Rafael S. Oliveira; Marina Hirota; Jefersson A. dos Santos; Ricardo da Silva Torres (Remote. Sens., 2020)

Facing Erosion Identification in Railway Lines Using Pixel-Wise Deep-Based Approaches. - Keiller Nogueira; Gabriel L. S. Machado; Pedro H. T. Gama; Caio C. V. da Silva; Remis Balaniuk; Jefersson A. dos Santos (Remote. Sens., 2020)

Opening Deep Neural Networks With Generative Models. - Marcos Vendramini; Hugo N. Oliveira 001; Alexei M. C. Machado; Jefersson A. dos Santos (ICIP, 2021)

Segmentation of Tree Canopies in Urban Environments Using Dilated Convolutional Neural Network. - José Augusto Correa Martins; Keiller Nogueira; Pedro Zamboni; Paulo Tarso Sanches de Oliveira; Wesley Nunes Gonçalves; Jefersson A. dos Santos; José Marcato Junior (IGARSS, 2021)

Learning to Segment Medical Images from Few-Shot Sparse Labels. - Pedro H. T. Gama; Hugo N. Oliveira 001; Jefersson A. dos Santos (SIBGRAPI, 2021)

Machine Learning Bias in Computer Vision: Why do I have to care? - Camila Laranjeira; Virgínia Fernandes Mota; Jefersson Alex dos Santos (SIBGRAPI, 2021)

ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation. - Matheus Barros Pereira; Jefersson Alex dos Santos (SIBGRAPI, 2021)

An Introduction to Deep Morphological Networks. - Keiller Nogueira; Jocelyn Chanussot; Mauro Dalla Mura; Jefersson A. dos Santos (IEEE Access, 2021)

A genetic algorithm approach for image representation learning through color quantization. - Érico Marco D. A. Pereira; Ricardo da Silva Torres; Jefersson A. dos Santos (Multim. Tools Appl., 2021)

Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning. - José Augusto Correa Martins; Keiller Nogueira; Lucas Prado Osco; Felipe David Georges Gomes; Danielle Elis Garcia Furuya; Wesley Nunes Gonçalves; Diego André Sant'Ana; Ana Paula Marques Ramos; Veraldo Liesenberg; Jefersson Alex dos Santos; Paulo Tarso Sanches de Oliveira; José Marcato Junior (Remote. Sens., 2021)

AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification. - Gabriel L. S. Machado; Edemir Ferreira; Keiller Nogueira; Hugo N. Oliveira 001; Matheus Brito; Pedro Henrique Targino Gama; Jefersson Alex dos Santos (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets. - Camila Laranjeira; João Macedo; Sandra Avila; Jefersson A. dos Santos (FAccT, 2022)

Conditional Reconstruction for Open-Set Semantic Segmentation. - Ian Nunes; Matheus Barros Pereira; Hugo N. Oliveira 001; Jefersson A. dos Santos; Marcus Poggi (ICIP, 2022)

Deep Open-Set Segmentation in Visual Learning. - Ian Nunes; Marcus Poggi; Hugo N. Oliveira 001; Matheus Barros Pereira; Jefersson A. dos Santos (SIBGRAPI, 2022)

Domain Generalization in Medical Image Segmentation via Meta-Learners. - Hugo N. Oliveira 001; Roberto M. Cesar Jr.; Pedro H. T. Gama; Jefersson A. dos Santos (SIBGRAPI, 2022)

FuSS: Fusing Superpixels for Improved Segmentation Consistency. - Ian Nunes; Matheus Barros Pereira; Hugo N. Oliveira 001; Jefersson A. dos Santos; Marcus Poggi (CoRR, 2022)

Open Set Semantic Segmentation for Multitemporal Crop Recognition. - Jorge Andres Chamorro Martinez; Hugo N. Oliveira 001; Jefersson A. dos Santos; Raul Queiroz Feitosa (IEEE Geosci. Remote. Sens. Lett., 2022)

Self-Supervised Learning for Seismic Image Segmentation From Few-Labeled Samples. - Bruno A. A. Monteiro; Hugo N. Oliveira 001; Jefersson A. dos Santos (IEEE Geosci. Remote. Sens. Lett., 2022)

Paving the Way for Automatic Mapping of Rural Roads in the Amazon Rainforest. - Lucas Costa de Faria; Matheus Brito; Keiller Nogueira; Jefersson A. dos Santos (SIBGRAPI, 2023)

CoDA-Few: Few Shot Domain Adaptation for Medical Image Semantic Segmentation. - Arthur B. A. Pinto; Jefersson A. dos Santos; Hugo N. Oliveira 001; Alexei M. C. Machado (VISIGRAPP (4: VISAPP), 2023)

Facing the Void: Overcoming Missing Data in Multi-View Imagery. - Gabriel L. S. Machado; Matheus Barros Pereira; Keiller Nogueira; Jefersson A. dos Santos (IEEE Access, 2023)

YOLOv7 for Mosquito Breeding Grounds Detection and Tracking. - Camila Laranjeira; Daniel Andrade; Jefersson A. dos Santos (CoRR, 2023)

Data-Centric Machine Learning for Geospatial Remote Sensing Data. - Ribana Roscher; Marc Rußwurm; Caroline Gevaert; Michael Kampffmeyer; Jefersson A. dos Santos; Maria Vakalopoulou; Ronny Hänsch; Stine Hansen; Keiller Nogueira; Jonathan Prexl; Devis Tuia (CoRR, 2023)

Outlier Exposure for Open Set Crop Recognition From Multitemporal Image Sequences. - Thiago M. Carvalho; Jorge Andres Chamorro Martinez; Hugo N. Oliveira 001; Jefersson A. dos Santos; Raul Queiroz Feitosa (IEEE Geosci. Remote. Sens. Lett., 2023)

Weakly Supervised Few-Shot Segmentation via Meta-Learning. - Pedro H. T. Gama; Hugo N. Oliveira 001; José Marcato Junior; Jefersson A. dos Santos (IEEE Trans. Multim., 2023)

A New Similarity Space Tailored for Supervised Deep Metric Learning. - Pedro H. Barros; Fabiane Queiroz; Flavio Figueiredo; Jefersson A. dos Santos; Heitor S. Ramos (ACM Trans. Intell. Syst. Technol., 2023)

Fully convolutional open set segmentation. - Hugo N. Oliveira 001; Caio C. V. da Silva; Gabriel L. S. Machado; Keiller Nogueira; Jefersson A. dos Santos (Mach. Learn., 2023)

An overview on Meta-learning approaches for Few-shot Weakly-supervised Segmentation. - Pedro Henrique Targino Gama; Hugo N. Oliveira 001; Jefersson A. dos Santos; Roberto M. Cesar (Comput. Graph., 2023)

Foreword to special section on SIBGRAPI 2022. - Antônio Lopes Apolinário; Jefersson A. dos Santos; Fabio Miranda 001; Cosimo Distante (Comput. Graph., 2023)

A systematic review on open-set segmentation. - Ian Nunes; Camila Laranjeira; Hugo N. Oliveira 001; Jefersson A. dos Santos (Comput. Graph., 2023)

FairPIVARA: Reducing and Assessing Biases in CLIP-Based Multimodal Models. - Diego A. B. Moreira; Alef Iury Siqueira Ferreira; Jhessica Silva; Gabriel Oliveira dos Santos; Luiz Pereira; João Medrado Gondim; Gustavo Bonil; Helena Almeida Maia; Nádia Félix F. da Silva; Simone Tiemi Hashiguti; Jefersson A. dos Santos; Hélio Pedrini; et al. (BMVC Workshops, 2024)

Mastering Scene Understanding: Scene Graphs to the Rescue. - Carlos Caetano; Leo Sampaio Ferraz Ribeiro; Camila Laranjeira; Gabriel Oliveira dos Santos; Artur Barros; Caio Petrucci; Andreza Aparecida dos Santos; João Macedo; Gil Carvalho; Fabrício Benevenuto; Jefersson A. dos Santos; Sandra Avila (SIBGRAPI, 2024)

Learning Visual Patterns in Remote Sensing: An Overview of Agricultural Applications. - Mateus Pinto da Silva; Mariana Albuquerque Reynaud Schaefer; Hugo N. Oliveira 001; Julio C. S. Reis; Ian Monteiro Nunes; Jefersson A. dos Santos (SIBGRAPI, 2024)

Exploring Unsupervised Domain Adaptation Approaches for Water Parameters Estimation from Satellite Images. - Mauren Louise Sguario Coelho de Andrade; Anderson Paulino Souza; Bruno Oliveira; Maria Clara Starling; Camila Costa Amorim; Jefersson A. dos Santos (VISIGRAPP (2): VISAPP, 2024)

Prototypical Contrastive Network for Imbalanced Aerial Image Segmentation. - Keiller Nogueira; Mayara Maezano Faita Pinheiro; Ana Paula Marques Ramos; Wesley Nunes Gonçalves; José Marcato Junior; Jefersson A. dos Santos (WACV, 2024)

FuSC: Fusing Superpixels for Improved Semantic Consistency. - Ian Monteiro Nunes; Matheus Barros Pereira; Hugo N. Oliveira 001; Jefersson A. dos Santos (IEEE Access, 2024)

From superpixels to foundational models: An overview of unsupervised and generalizable image segmentation. - Cristiano N. Rodrigues; Ian Monteiro Nunes; Matheus Barros Pereira; Hugo N. Oliveira 001; Jefersson A. dos Santos (Comput. Graph., 2024)

Leveraging Self-Supervised Learning for Scene Recognition in Child Sexual Abuse Imagery. - Pedro H. V. Valois; João Macedo; Leo Sampaio Ferraz Ribeiro; Jefersson A. dos Santos; Sandra Avila (CoRR, 2024)

FairPIVARA: Reducing and Assessing Biases in CLIP-Based Multimodal Models. - Diego A. B. Moreira; Alef Iury Siqueira Ferreira; Gabriel Oliveira dos Santos; Luiz Pereira; João Medrado Gondim; Gustavo Bonil; Helena de Almeida Maia; Nádia Félix F. da Silva; Simone Tiemi Hashiguti; Jefersson A. dos Santos; Hélio Pedrini; Sandra Avila (CoRR, 2024)

Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability. - Carlos Caetano; Gabriel Oliveira dos Santos; Caio Petrucci; Artur Barros; Camila Laranjeira; Leo Sampaio Ferraz Ribeiro; Júlia Fernandes de Mendonça; Jefersson A. dos Santos; Sandra Avila (FAccT, 2025)

Minimizing Risk Through Minimizing Model-Data Interaction: A Protocol For Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models. - Thamiris Coelho; Leo Sampaio Ferraz Ribeiro; João Macedo; Jefersson A. dos Santos; Sandra Avila (FAccT, 2025)

Leveraging self-supervised learning for scene classification in child sexual abuse imagery. - Pedro H. V. Valois; João Macedo; Leo Sampaio Ferraz Ribeiro; Jefersson A. dos Santos; Sandra Avila (Forensic Sci. Int. Digit. Investig., 2025)

A Lightweight Pipeline for Crop Time-Series Parcel Classification via Self-Supervision. - Mateus Pinto da Silva; Lucas Vieira; Cleverton T. C. de Santana; Ian Monteiro Nunes; Jefersson A. dos Santos; Hugo N. Oliveira 001 (IEEE Geosci. Remote. Sens. Lett., 2025)