Publications

(2021). Opening Deep Neural Networks with Generative Models. International Conference on Image Processing.

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(2021). ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2021). Learning to Segment Medical Images from Few-Shot Sparse Labels. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2021). An introduction to deep morphological networks. IEEE Access.

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(2021). Fully Convolutional Open Set Segmentation. Machine Learning.

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(2021). Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning. Remote Sensing.

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(2021). Semantic segmentation of citrus-orchard using deep neural networks and multispectral UAV-based imagery. Precision Agriculture.

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(2021). Segmentation Of Tree Canopies In Urban Environments Using Dilated Convolutional Neural Network. IEEE International Geoscience & Remote Sensing Symposium.

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(2021). AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

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(2021). A genetic algorithm approach for image representation learning through color quantization. Multimedia Tools and Applications.

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(2020). Truly Generalizable Radiograph Segmentation With Conditional Domain Adaptation. IEEE Access.

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(2020). Towards open-set semantic segmentation of aerial images. 2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS).

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(2020). From video pornography to cancer cells: a tensor framework for spatiotemporal description. Multimedia Tools and Applications.

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(2020). From 3D to 2D: Transferring knowledge for rib segmentation in chest X-rays. Pattern Recognition Letters.

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(2020). Facing Erosion Identification in Railway Lines Using Pixel-Wise Deep-Based Approaches. Remote Sensing.

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(2020). Brazildam: A Benchmark Dataset For Tailings Dam Detection. 2020 IEEE Latin American GRSS ISPRS Remote Sensing Conference (LAGIRS).

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(2020). An End-To-End Framework For Low-Resolution Remote Sensing Semantic Segmentation. 2020 IEEE Latin American GRSS ISPRS Remote Sensing Conference (LAGIRS).

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(2020). A Soft Computing Approach for Selecting and Combining Spectral Bands. Remote Sensing.

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(2019). Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks. IEEE Geoscience and Remote Sensing Letters.

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(2019). Skelemotion: A new representation of skeleton joint sequences based on motion information for 3d action recognition. 2019 16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS).

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(2019). Magnitude-Orientation Stream network and depth information applied to activity recognition. Journal of Visual Communication and Image Representation.

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(2019). How Effective Is Super-Resolution to Improve Dense Labelling of Coarse Resolution Imagery?. 2019 32nd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2019). Evaluating Deep Contextual Description of Superpixels for Detection in Aerial Images. IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium.

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(2019). Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks. IEEE Transactions on Geoscience and Remote Sensing.

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(2019). A Tool for Bridge Detection in Major Infrastructure Works Using Satellite Images. 2019 XV Workshop de Visão Computacional (WVC).

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(2019). A Soft Computing Framework for Image Classification Based on Recurrence Plots. IEEE Geoscience and Remote Sensing Letters.

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(2018). Superpixel Context Description based on Visual Words Co-occurrence Matrix. IEEE International Geoscience & Remote Sensing Symposium.

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(2018). Statistical Measures from Co-occurrence of Codewords for Action Recognition. International Conference on Computer Vision Theory and Applications.

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(2018). On the ensemble of multiscale object-based classifiers for aerial images: a comparative study. Multimedia Tools and Applications.

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(2018). Exploring Deep-Based Approaches for Semantic Segmentation of Mammographic Images. Iberoamerican Congress on Pattern Recognition.

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(2018). Exploiting ConvNet Diversity for Flooding Identification. IEEE Geoscience and Remote Sensing Letters.

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(2018). Deep transfer learning for segmentation of anatomical structures in chest radiographs. 2018 31st SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2018). CORRECTING MISALIGNED RURAL BUILDING ANNOTATIONS IN OPEN STREET MAP USING CONVOLUTIONAL NEURAL NETWORKS EVIDENCE. IEEE International Geoscience & Remote Sensing Symposium.

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(2018). A Comparative Study on Unsupervised Domain Adaptation for Coffee Crop Mapping. Iberoamerican Congress on Pattern Recognition.

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(2018). A benchmark methodology for child pornography detection. 2018 31st SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2017). Towards better exploiting convolutional neural networks for remote sensing scene classification. Pattern Recognition.

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(2017). Semantic segmentation of vegetation images acquired by unmanned aerial vehicles using an ensemble of ConvNets. IEEE International Geoscience & Remote Sensing Symposium.

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(2017). Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation. IEEE International Geoscience & Remote Sensing Symposium.

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(2017). Learning Deep Features on Multiple Scales for Coffee Crop Recognition. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2017). Introducing digital cameras to monitor plant phenology in the tropics: applications for conservation. Perspectives in Ecology and Conservation.

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(2017). Fusion of genetic-programming-based indices in hyperspectral image classification tasks. IEEE International Geoscience & Remote Sensing Symposium.

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(2017). Deep contextual description of superpixels for aerial urban scenes classification. IEEE International Geoscience & Remote Sensing Symposium.

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(2017). Data-Driven Flood Detection using Neural Networks. MediaEval.

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(2017). Data-driven feature characterization techniques for laser printer attribution. IEEE Transactions on Information Forensics and Security.

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(2017). Combination techniques for hyperspectral image interpretation. IEEE International Geoscience & Remote Sensing Symposium.

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(2017). Activity Recognition based on a Magnitude-Orientation Stream Network. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2016). Information Theory-Based Detection of Noisy Bit Planes in Medical Images. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2016). Behavior Knowledge Space-Based Fusion for Copy-Move Forgery Detection. IEEE Transactions on Image Processing.

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(2016). Towards vegetation species discrimination by using data-driven descriptors. Pattern Recogniton in Remote Sensing (PRRS), 2016 9th IAPR Workshop on.

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(2016). Star: A contextual description of superpixels for remote sensing image classification. Iberoamerican Congress on Pattern Recognition.

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(2016). RECOD@ Placing Task of MediaEval 2016: A Ranking Fusion Approach for Geographic-Location Prediction of Multimedia Objects. MediaEval.

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(2016). Pointwise and pairwise clothing annotation: combining features from social media. Multimedia Tools and Applications.

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(2016). Phenological visual rhythms: Compact representations for fine-grained plant species identification. Pattern Recognition Letters.

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(2016). Optical Flow Co-occurrence Matrices: A novel spatiotemporal feature descriptor. International Conference on Pattern Recognition.

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(2016). Multi-directional and multi-scale perturbation approaches for blind forensic median filtering detection. Intelligent Data Analysis.

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(2016). Learning to semantically segment high-resolution remote sensing images. International Conference on Pattern Recognition.

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(2016). Learning to Combine Spectral Indices with Genetic Programming. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2016). A Boosting-Based Approach for Remote Sensing Multimodal Image Classification. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2015). Improving Spatial Feature Representation from Aerial Scenes by Using Convolutional Networks. Conference on Graphics, Patterns and Images (SIBGRAPI).

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(2015). Do Deep Features Generalize from Everyday Objects to Remote Sensing and Aerial Scenes Domains?. Conference on Computer Vision and Pattern Recognition Workshop.

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(2015). Laser printer attribution: Exploring new features and beyond. Forensic science international.

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(2015). Efficient Unsupervised Band Selection Through Spectral Rhythms. IEEE J. Sel. Top. Signal Process..

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(2015). Deriving vegetation indices for phenology analysis using genetic programming. Ecological Informatics.

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(2015). Coffee Crop Recognition Using Multi-scale Convolutional Neural Networks. Iberoamerican Congress on Pattern Recognition.

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(2015). A Study on Low-Cost Representations for Image Feature Extraction on Mobile Devices. Iberoamerican Congress on Pattern Recognition.

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(2015). A Multiclass Approach for Land-Cover Mapping by Using Multiple Data Sensors. Iberoamerican Congress on Pattern Recognition.

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(2014). Unsupervised hyperspectral band selection based on spectral rhythm analysis. 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images.

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(2014). Superpixel-based interactive classification of very high resolution images. 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images.

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(2014). Rank Aggregation for Pattern Classifier Selection in Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

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(2014). Phenological event detection by visual rhythms dissimilarity analysis. 2014 IEEE 10th International Conference on e-Science.

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(2014). Nature-Inspired Framework for Hyperspectral Band Selection. IEEE Transactions on Geoscience and Remote Sensing.

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(2014). Learning to rank similar apparel styles with economically-efficient rule-based active learning. Proceedings of International Conference on Multimedia Retrieval.

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(2014). Efficient and Effective Hierarchical Feature Propagation. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens..

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(2014). Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees . *Ecological Informatics *.

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(2014). A framework for selection and fusion of pattern classifiers in multimedia recognition. Pattern Recognition Letters.

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(2013). Visual rhythm-based time series analysis for phenology studies. 2013 IEEE International Conference on Image Processing.

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(2013). Shape-based time series analysis for remote phenology studies. 2013 IEEE International Geoscience and Remote Sensing Symposium-IGARSS.

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(2013). Remote sensing image representation based on hierarchical histogram propagation. 2013 IEEE International Geoscience and Remote Sensing Symposium-IGARSS.

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(2013). Plant species identification with phenological visual rhythms. 2013 IEEE 9th International Conference on e-Science.

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(2013). Interactive Multiscale Classification of High-Resolution Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

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(2013). Ensemble of classifiers for remote sensed hyperspectral land cover analysis: An approach based on linear programming and weighted linear combination. 2013 IEEE International Geoscience and Remote Sensing Symposium-IGARSS.

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(2012). Improving Texture Description in Remote Sensing Image Multi-Scale Classification Tasks By Using Visual Words. International Conference on Pattern Recognition.

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(2012). Remote Phenology: Applying Machine Learning to Detect Phenological Patterns in a Cerrado Savanna. 8th IEEE International Conference on eScience (eScience 2012).

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(2012). Multiscale Classification of Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing.

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(2012). Incorporating multiple distance spaces in optimum-path forest classification to improve feedback-based learning. Computer Vision and Image Understanding.

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(2012). Descriptor correlation analysis for remote sensing image multi-scale classification. International Conference on Pattern Recognition.

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(2011). Relevance feedback based on genetic programming for image retrieval. Pattern Recognition Letters.

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(2011). Interactive Classification of Remote Sensing Images by Using Optimum-Path Forest and Genetic Programming. CAIP (2).

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(2011). A Relevance Feedback Method based on Genetic Programming for Classification of Remote Sensing Images. Information Sciences.

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(2010). Evaluating the Potential of Texture and Color Descriptors for Remote Sensing Image Retrieval and Classification. International Conference on Computer Vision Theory and Applications.

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(2010). Annotating data to support decision-making: a case study. Proceedings of the 6th Workshop on Geographic Information Retrieval.

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(2010). A Genetic Programming approach for coffee crop recognition. Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International.

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(2009). Using Relevance Feedback for Classifying Remote Sensing Images. Proceedings of Brazilian Remote Sensing Symposium.

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(2008). A Genetic Programming Approach for Relevance Feedback in Region-based Image Retrieval Systems. Conference on Graphics, Patterns and Images (SIBGRAPI).

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