2022
Conditional Reconstruction for Open-Set Semantic Segmentation Journal Article
In: 2022 IEEE International Conference on Image Processing (ICIP), pp. 946-950, 2022.
Self-Supervised Learning for Seismic Image Segmentation From Few-Labeled Samples Journal Article
In: IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022.
Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets Journal Article
In: 2022 ACM Conference on Fairness, Accountability, and Transparency, pp. 2189-2205, 2022.
FuSS: Fusing Superpixels for Improved Segmentation Consistency Journal Article
In: arXiv preprint arXiv:2206.02714, 2022.
Facing the Void: Overcoming Missing Data in Multi-View Imagery Journal Article
In: arXiv preprint arXiv:2205.10592, 2022.
The IEEE GRSS Brazil Chapter: 2020 Activities [Chapters] Journal Article
In: IEEE Geoscience and Remote Sensing Magazine, vol. 10, no. 1, pp. 354-360, 2022.
Weakly Supervised Few-Shot Segmentation Via Meta-Learning Journal Article
In: IEEE Transactions on Multimedia, 2022.
2021
Water tank and swimming pool detection based on remote sensing and deep learning: Relationship with socioeconomic level and applications in dengue control Journal Article
In: (Public Library of Science) Plos one , vol. 16, no. 12, pp. e0258681, 2021.
Learning to Segment Medical Images from Few-Shot Sparse Labels Journal Article
In: arXiv preprint arXiv:2108.05476, pp. 89-96, 2021.
ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation Journal Article
In: 2021 34th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 278-285, 2021.
Semantic segmentation with multi-source domain adaptation for radiological images Journal Article
In: Anais Estendidos do XXXIV Conference on Graphics, Patterns and Images, pp. 98-104, 2021.
Open Set Semantic Segmentation for Multitemporal Crop Recognition Journal Article
In: IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2021.
Opening Deep Neural Networks with Generative Models Journal Article
In: arXiv preprint arXiv:2105.10013, 2021.
An introduction to deep morphological networks Journal Article
In: IEEE Access, 2021.
Fully convolutional open set segmentation Journal Article
In: Machine Learning, pp. 1–52, 2021.
Semantic segmentation of citrus-orchard using deep neural networks and multispectral UAV-based imagery Journal Article
In: Precision Agriculture, vol. 22, pp. 1171-1188, 2021.
A genetic algorithm approach for image representation learning through color quantization Journal Article
In: Multimedia Tools and Applications, vol. 80, no. 10, pp. 15315–15350, 2021.
Semantic segmentation of tree-canopy in urban environment with pixel-wise deep learning Journal Article
In: Remote Sensing, vol. 13, no. 16, pp. 3054, 2021.
Weakly Supervised Medical Image Segmentation Journal Article
In: arXiv preprint arXiv:2108.05476, 2021.
ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation Journal Article
In: arXiv e-prints, pp. arXiv–2108, 2021.
2020
Truly generalizable radiograph segmentation with conditional domain adaptation Journal Article
In: IEEE Access, vol. 8, pp. 84037–84062, 2020.
From video pornography to cancer cells: a tensor framework for spatiotemporal description Journal Article
In: Multimedia Tools and Applications, vol. 79, no. 19, pp. 13919–13949, 2020.
An End-to-end Framework For Low-Resolution Remote Sensing Semantic Segmentation Journal Article
In: arXiv e-prints, pp. arXiv–2003, 2020.
A Soft Computing Approach for Selecting and Combining Spectral Bands Journal Article
In: Remote Sensing, vol. 12, no. 14, pp. 2267, 2020.
AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification Journal Article
In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 14, pp. 488–503, 2020.
From 3D to 2D: Transferring knowledge for rib segmentation in chest X-rays Journal Article
In: Pattern Recognition Letters, vol. 140, pp. 10–17, 2020.
A New Similarity Space Tailored for Supervised Deep Metric Learning Journal Article
In: arXiv preprint arXiv:2011.08325, 2020.
Facing erosion identification in railway lines using pixel-wise deep-based approaches Journal Article
In: Remote Sensing, vol. 12, no. 4, pp. 739, 2020.
IEEE GRSS Brazil Chapter: Status and Activities in 2019 [Chapters] Journal Article
In: IEEE Geoscience and Remote Sensing Magazine, vol. 8, no. 4, pp. 144–151, 2020.
2019
Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks Journal Article
In: IEEE Geoscience and Remote Sensing Letters, vol. 16, no. 10, pp. 1665–1669, 2019.
Magnitude-Orientation Stream network and depth information applied to activity recognition Journal Article
In: Journal of Visual Communication and Image Representation, vol. 63, pp. 102596, 2019.
Dynamic multicontext segmentation of remote sensing images based on convolutional networks Journal Article
In: IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 10, pp. 7503–7520, 2019.
Open set semantic egmentation of remote sensing images Journal Article
In: 2019.
Mapping the unseen: exploiting super-resolution for semantic segmentation in low-resolution images Journal Article
In: 2019.
2018
Exploiting ConvNet diversity for flooding identification Journal Article
In: IEEE Geoscience and Remote Sensing Letters, vol. 15, no. 9, pp. 1446–1450, 2018.
On the ensemble of multiscale object-based classifiers for aerial images: a comparative study Journal Article
In: Multimedia Tools and Applications, vol. 77, no. 19, pp. 24565–24592, 2018.
A Comparative Study on Unsupervised Domain Adaptation Approaches for Coffee Crop Mapping Journal Article
In: arXiv preprint arXiv:1806.02400, 2018.
A soft computing framework for image classification based on recurrence plots Journal Article
In: IEEE Geoscience and Remote Sensing Letters, vol. 16, no. 2, pp. 320–324, 2018.
2017
Towards better exploiting convolutional neural networks for remote sensing scene classification Journal Article
In: Pattern Recognition, vol. 61, pp. 539–556, 2017.
Data-driven feature characterization techniques for laser printer attribution Journal Article
In: IEEE Transactions on Information Forensics and Security, vol. 12, no. 8, pp. 1860–1873, 2017.
Introducing digital cameras to monitor plant phenology in the tropics: applications for conservation Journal Article
In: Perspectives in Ecology and Conservation, vol. 15, no. 2, pp. 82–90, 2017.
A Color Quantization Optimization Approach for Image Representation Learning Journal Article
In: arXiv preprint arXiv:1711.06809, 2017.
2016
Pointwise and pairwise clothing annotation: combining features from social media Journal Article
In: Multimedia Tools and Applications, vol. 75, no. 7, pp. 4083–4113, 2016.
Phenological visual rhythms: Compact representations for fine-grained plant species identification Journal Article
In: Pattern Recognition Letters, vol. 81, pp. 90–100, 2016.
Multi-directional and multi-scale perturbation approaches for blind forensic median filtering detection Journal Article
In: Intelligent Data Analysis, vol. 20, no. s1, pp. S17–S36, 2016.
Behavior knowledge space-based fusion for copy--move forgery detection Journal Article
In: IEEE Transactions on Image Processing, vol. 25, no. 10, pp. 4729–4742, 2016.
Meat adulteration detection through digital image analysis of histological cuts using LBP Journal Article
In: arXiv preprint arXiv:1611.02260, 2016.
2016 9TH IAPR WORKSHOP ON PATTERN RECOGNITION IN REMOTE SENSING, PRRS 2016 Journal Article
In: 2016.
2015
Laser printer attribution: Exploring new features and beyond Journal Article
In: Forensic science international, vol. 247, pp. 105–125, 2015.
Deriving vegetation indices for phenology analysis using genetic programming Journal Article
In: Ecological Informatics, vol. 26, pp. 61–69, 2015.
Efficient Unsupervised Band Selection Through Spectral Rhythms Journal Article
In: 2015.
Statistical and deep learning algorithms for annotating and parsing clothing items in fashion photographs Journal Article
In: Dissertation, 2015.
2014
Applying machine learning based on multiscale classifiers to detect remote phenology patterns in cerrado savanna trees Journal Article
In: Ecological Informatics, vol. 23, pp. 49–61, 2014.
A framework for selection and fusion of pattern classifiers in multimedia recognition Journal Article
In: Pattern Recognition Letters, vol. 39, pp. 52–64, 2014.
Rank aggregation for pattern classifier selection in remote sensing images Journal Article
In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 4, pp. 1103–1115, 2014.
Efficient and effective hierarchical feature propagation Journal Article
In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 12, pp. 4632–4643, 2014.
2013
Interactive multiscale classification of high-resolution remote sensing images Journal Article
In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 4, pp. 2020–2034, 2013.
Nature-inspired framework for hyperspectral band selection Journal Article
In: IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 4, pp. 2126–2137, 2013.
Semi-automatic classification of remote sensing images= Classificaç~ao semi-automática de imagens de sensorimento remoto Journal Article
In: 2013.
2012
Incorporating multiple distance spaces in optimum-path forest classification to improve feedback-based learning Journal Article
In: Computer Vision and Image Understanding, vol. 116, no. 4, pp. 510–523, 2012.
Multiscale classification of remote sensing images Journal Article
In: 2012.
2011
A relevance feedback method based on genetic programming for classification of remote sensing images Journal Article
In: Information Sciences, vol. 181, no. 13, pp. 2671–2684, 2011.
Relevance feedback based on genetic programming for image retrieval Journal Article
In: Pattern Recognition Letters, vol. 32, no. 1, pp. 27–37, 2011.
Virtual bronchoscopy in the fetus: OP23. 08 Journal Article
In: Ultrasound in Obstetrics and Gynecology, vol. 38, 2011.
2010
Evaluating the potential of texture and color descriptors for remote sensing image retrieval and classification Journal Article
In: VISAPP 2010, pp. 203–208, 2010.
2008
Recuperaçao de imagens: Desafios e novos rumos Journal Article
In: XXXV Seminário Integrado de Software e Hardware (SEMISH), pp. 223–237, 2008.
2006
Modelagem de Malhas Viárias Urbanas Aplicando Conceitos de Grafos Journal Article
In: Trabalho de Conclus~ao de Curso, Universidade Estadual de Mato Grosso do Sul, Mato Grosso do Sul, 2006.
0000
Estudo sobre modelos de rede e algoritmos de busca de caminho m'inimo para desenvolvimento de sistema para análise de malha viária urbana Journal Article
In: 0000.
AVALIAÇ~AO DO DESEMPENHO ACAD^EMICO DOS ALUNOS COTISTAS DA UEMS Journal Article
In: 0000.
Classificaçao Multi-Escala de Imagens de Sensoriamento Remoto Journal Article
In: Professora do Instituto de Computaçao-unicamp, pp. 26, 0000.
Haim Levkowitz (University of Massachussetts Lowell) Harlen Batagelo (UFABC) Helio Lopes (PUC Rio) Helio Pedrini (Unicamp) Journal Article
In: 0000.
Aula 10--Polimorfismo Journal Article
In: 0000.
Padr~oes de Projeto Journal Article
In: 0000.
NPDI Find Porn: Uma Ferramenta para Detecç ao de Conte udo Pornogr áfico Journal Article
In: 0000.
SPECIAL ISSUE ON PATTERN RECOGNITION IN REMOTE SENSING Journal Article
In: 0000.
Automatic Creation of Maps by Using Multiple Data Sensors Journal Article
In: 0000.
A Multiclass Approach for Land-Cover Mapping by Using Multiple Data Sensors Journal Article
In: 0000.
A Framework for Selection and Fusion of Journal Article
In: 0000.
Multimodal Classification of Remote Sensing Images Journal Article
In: 0000.
Contextual Description of Superpixels for Aerial Urban Scenes Classification Journal Article
In: 0000.
Modelagem de Malhas Viárias Urbanas Aplicando Conceitos de Grafos Journal Article
In: 0000.
Image Representation Learning by Color Quantization Optimization Journal Article
In: 0000.
Exploiting indexing structures for large scale Remote Sensing Image Classification Journal Article
In: 0000.
DCC029/868--Processamento Digital de Imagens, 2018 Journal Article
In: 0000.
A PROTOCOL FOR THE APPLICATION OF REPEATED PHOTOGRAPHY TO MONITOR VEGETATION CHANGES Journal Article
In: 0000.
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation: Supplementary Material Journal Article
In: 0000.
XX Congreso Latinoamericano y XVI Congreso Peruano de la Ciencia del Suelo Journal Article
In: 0000.
Data-driven deep descriptors for fine-grained vegetation classification Journal Article
In: 0000.