Search Results - "dos Santos, Jefersson Alex"

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    FuSC: Fusing Superpixels for Improved Semantic Consistency by Nunes, Ian Monteiro, Pereira, Matheus B., Oliveira, Hugo, Santos, Jefersson Alex Dos

    Published in IEEE access (2024)
    “…Open-set segmentation has caught the community's attention only in the last few years, and it is a growing and active research area with many challenges ahead…”
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    Journal Article
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    Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks by Nogueira, Keiller, Dalla Mura, Mauro, Chanussot, Jocelyn, Schwartz, William Robson, dos Santos, Jefersson Alex

    “…Semantic segmentation requires methods capable of learning high-level features while dealing with large volume of data. Toward such goal, convolutional…”
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    Journal Article
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    AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification by Machado, Gabriel, Ferreira, Edemir, Nogueira, Keiller, Oliveira, Hugo, Brito, Matheus, Gama, Pedro Henrique Targino, Santos, Jefersson Alex dos

    “…It is undeniable that aerial/satellite images can provide useful information for a large variety of tasks. But, since these images are always taken from above,…”
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    Journal Article
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    Nature-Inspired Framework for Hyperspectral Band Selection by Nakamura, Rodrigo Y. M., Fonseca, Leila Maria Garcia, Santos, Jefersson Alex dos, Torres, Ricardo da S., Yang, Xin-She, Papa, Joao Papa

    “…Although hyperspectral images acquired by on-board satellites provide information from a wide range of wavelengths in the spectrum, the obtained information is…”
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    Journal Article
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    On the ensemble of multiscale object-based classifiers for aerial images: a comparative study by Esmael, Agnaldo Aparecido, dos Santos, Jefersson Alex, da Silva Torres, Ricardo

    Published in Multimedia tools and applications (01-10-2018)
    “…Remote sensing images (RSIs) are increasingly used as data source to produce maps used in several applications. Modern sensors launched into space from the end…”
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    Journal Article
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    ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation by Pereira, Matheus Barros, dos Santos, Jefersson Alex

    “…Labeling semantic segmentation datasets is a costly and laborious process if compared with tasks like image classification and object detection. This is…”
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    Conference Proceeding
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    Machine Learning Bias in Computer Vision: Why do I have to care? by Laranjeira, Camila, Mota, Virginia Fernandes, dos Santos, Jefersson Alex

    “…Machine Learning bias is an issue with two main disadvantages. It compromises the quantitative performance of a system, and depending on the application, it…”
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    Conference Proceeding
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    Multiscale Classification of Remote Sensing Images by dos Santos, Jefersson Alex, Gosselin, P., Philipp-Foliguet, S., da S Torres, R., Falao, A. X.

    “…A huge effort has been applied in image classification to create high-quality thematic maps and to establish precise inventories about land cover use. The…”
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    Journal Article
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    Pointwise and pairwise clothing annotation: combining features from social media by Nogueira, Keiller, Veloso, Adriano Alonso, dos Santos, Jefersson Alex

    Published in Multimedia tools and applications (01-04-2016)
    “…In this paper, we present effective algorithms to automatically annotate clothes from social media data, such as Facebook and Instagram. Clothing annotation…”
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    Journal Article
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    Phenological Event Detection by Visual Rhythms Dissimilarity Analysis by Santos, Lilian Chaves Brandao dos, Almeida, Jurandy, Dos Santos, Jefersson Alex, Guimaraes, Silvio Jamil Ferzoli, Araujo, Arnaldo De Albuquerque, Alberton, Bruna, Morellato, Leonor Patricia Cerdeira, Torres, Ricardo da Silva

    “…Plant phenology has been exploited as an important research venue for assessing the impact of climate changes. One common approach for monitoring vegetation…”
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    Conference Proceeding
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    Interactive Multiscale Classification of High-Resolution Remote Sensing Images by dos Santos, Gosselin, Philippe-Henri, Philipp-Foliguet, Sylvie, Torres, Ricardo da S., Falcao, Alexandre Xavier

    “…The use of remote sensing images (RSIs) as a source of information in agribusiness applications is very common. In those applications, it is fundamental to…”
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    Journal Article
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    Learning to Combine Spectral Indices with Genetic Programming by Hernandez Albarracin, Juan Felipe, Dos Santos, Jefersson Alex, Torres, Ricardo da S.

    “…This paper introduces a Genetic Programming-based method for band selection and combination, aiming to support remote sensing image classification tasks…”
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    Conference Proceeding
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    A Boosting-Based Approach for Remote Sensing Multimodal Image Classification by Ferreira, Edemir, Araujo, Arnaldo de Albuquerque, Dos Santos, Jefersson Alex

    “…Remote Sensing Images (RSI) have been used as a major source of data, particularly with respect to the creation of thematic maps. This process is usually…”
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    Conference Proceeding
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    Incorporating multiple distance spaces in optimum-path forest classification to improve feedback-based learning by da Silva, André Tavares, dos Santos, Jefersson Alex, Falcão, Alexandre Xavier, Torres, Ricardo da S., Magalhães, Léo Pini

    Published in Computer vision and image understanding (01-04-2012)
    “…► Two feedback-based learning methods based on OPF and multiple distance space. ► They solve image retrieval in a few iterations of relevance feedback. ►…”
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    Journal Article