Jefersson A. dos Santos

Orcid: 0000-0002-8889-1586

Affiliations:
  • Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
  • University of Campinas, Sao Paulo, Brazil (PhD 2013)


According to our database1, Jefersson A. dos Santos authored at least 135 papers between 2008 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
FairPIVARA: Reducing and Assessing Biases in CLIP-Based Multimodal Models.
CoRR, 2024

Leveraging Self-Supervised Learning for Scene Recognition in Child Sexual Abuse Imagery.
CoRR, 2024

From superpixels to foundational models: An overview of unsupervised and generalizable image segmentation.
Comput. Graph., 2024

FuSC: Fusing Superpixels for Improved Semantic Consistency.
IEEE Access, 2024

Prototypical Contrastive Network for Imbalanced Aerial Image Segmentation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

Exploring Unsupervised Domain Adaptation Approaches for Water Parameters Estimation from Satellite Images.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Learning Visual Patterns in Remote Sensing: An Overview of Agricultural Applications.
Proceedings of the 37th SIBGRAPI Conference on Graphics, Patterns and Images, 2024

Mastering Scene Understanding: Scene Graphs to the Rescue.
Proceedings of the 37th SIBGRAPI Conference on Graphics, Patterns and Images, 2024

2023
A systematic review on open-set segmentation.
Comput. Graph., October, 2023

Foreword to special section on SIBGRAPI 2022.
Comput. Graph., August, 2023

An overview on Meta-learning approaches for Few-shot Weakly-supervised Segmentation.
Comput. Graph., June, 2023

Fully convolutional open set segmentation.
Mach. Learn., May, 2023

A New Similarity Space Tailored for Supervised Deep Metric Learning.
ACM Trans. Intell. Syst. Technol., February, 2023

Weakly Supervised Few-Shot Segmentation via Meta-Learning.
IEEE Trans. Multim., 2023

Outlier Exposure for Open Set Crop Recognition From Multitemporal Image Sequences.
IEEE Geosci. Remote. Sens. Lett., 2023

Data-Centric Machine Learning for Geospatial Remote Sensing Data.
CoRR, 2023

YOLOv7 for Mosquito Breeding Grounds Detection and Tracking.
CoRR, 2023

Facing the Void: Overcoming Missing Data in Multi-View Imagery.
IEEE Access, 2023

CoDA-Few: Few Shot Domain Adaptation for Medical Image Semantic Segmentation.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

Paving the Way for Automatic Mapping of Rural Roads in the Amazon Rainforest.
Proceedings of the 36th SIBGRAPI Conference on Graphics, Patterns and Images, 2023

2022
Self-Supervised Learning for Seismic Image Segmentation From Few-Labeled Samples.
IEEE Geosci. Remote. Sens. Lett., 2022

Open Set Semantic Segmentation for Multitemporal Crop Recognition.
IEEE Geosci. Remote. Sens. Lett., 2022

FuSS: Fusing Superpixels for Improved Segmentation Consistency.
CoRR, 2022

Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets.
CoRR, 2022

Domain Generalization in Medical Image Segmentation via Meta-Learners.
Proceedings of the 35th SIBGRAPI Conference on Graphics, Patterns and Images, 2022

Deep Open-Set Segmentation in Visual Learning.
Proceedings of the 35th SIBGRAPI Conference on Graphics, Patterns and Images, 2022

Conditional Reconstruction for Open-Set Semantic Segmentation.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Seeing without Looking: Analysis Pipeline for Child Sexual Abuse Datasets.
Proceedings of the FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul, Republic of Korea, June 21, 2022

2021
AiRound and CV-BrCT: Novel Multiview Datasets for Scene Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning.
Remote. Sens., 2021

A genetic algorithm approach for image representation learning through color quantization.
Multim. Tools Appl., 2021

An Introduction to Deep Morphological Networks.
IEEE Access, 2021

ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation.
Proceedings of the 34th SIBGRAPI Conference on Graphics, Patterns and Images, 2021

Machine Learning Bias in Computer Vision: Why do I have to care?
Proceedings of the 34th SIBGRAPI Conference on Graphics, Patterns and Images, 2021

Learning to Segment Medical Images from Few-Shot Sparse Labels.
Proceedings of the 34th SIBGRAPI Conference on Graphics, Patterns and Images, 2021

Segmentation of Tree Canopies in Urban Environments Using Dilated Convolutional Neural Network.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Opening Deep Neural Networks With Generative Models.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

2020
Facing Erosion Identification in Railway Lines Using Pixel-Wise Deep-Based Approaches.
Remote. Sens., 2020

A Soft Computing Approach for Selecting and Combining Spectral Bands.
Remote. Sens., 2020

From 3D to 2D: Transferring knowledge for rib segmentation in chest X-rays.
Pattern Recognit. Lett., 2020

From video pornography to cancer cells: a tensor framework for spatiotemporal description.
Multim. Tools Appl., 2020

A New Similarity Space Tailored for Supervised Deep Metric Learning.
CoRR, 2020

AiRound and CV-BrCT: Novel Multi-View Datasets for Scene Classification.
CoRR, 2020

An End-to-end Framework For Low-Resolution Remote Sensing Semantic Segmentation.
CoRR, 2020

BrazilDAM: A Benchmark dataset for Tailings Dam Detection.
CoRR, 2020

Towards Open-Set Semantic Segmentation of Aerial Images.
CoRR, 2020

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

2019
Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks.
IEEE Trans. Geosci. Remote. Sens., 2019

Spatio-Temporal Vegetation Pixel Classification by Using Convolutional Networks.
IEEE Geosci. Remote. Sens. Lett., 2019

A Soft Computing Framework for Image Classification Based on Recurrence Plots.
IEEE Geosci. Remote. Sens. Lett., 2019

Magnitude-Orientation Stream network and depth information applied to activity recognition.
J. Vis. Commun. Image Represent., 2019

An Introduction to Deep Morphological Networks.
CoRR, 2019

Conditional Domain Adaptation GANs for Biomedical Image Segmentation.
CoRR, 2019

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

Evaluating Deep Contextual Description of Superpixels for Detection in Aerial Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

SkeleMotion: A New Representation of Skeleton Joint Sequences based on Motion Information for 3D Action Recognition.
Proceedings of the 16th IEEE International Conference on Advanced Video and Signal Based Surveillance, 2019

2018
On the ensemble of multiscale object-based classifiers for aerial images: a comparative study.
Multim. Tools Appl., 2018

Exploiting ConvNet Diversity for Flooding Identification.
IEEE Geosci. Remote. Sens. Lett., 2018

A Comparative Study on Unsupervised Domain Adaptation Approaches for Coffee Crop Mapping.
CoRR, 2018

Dynamic Multi-Scale Semantic Segmentation based on Dilated Convolutional Networks.
CoRR, 2018

Statistical Measures from Co-occurrence of Codewords for Action Recognition.
Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2018), 2018

Deep Transfer Learning for Segmentation of Anatomical Structures in Chest Radiographs.
Proceedings of the 31st SIBGRAPI Conference on Graphics, Patterns and Images, 2018

A Benchmark Methodology for Child Pornography Detection.
Proceedings of the 31st SIBGRAPI Conference on Graphics, Patterns and Images, 2018

Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Superpixel Context Description based on Visual Words Co-Occurrence Matrix.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Exploring Deep-Based Approaches for Semantic Segmentation of Mammographic Images.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2018

A Comparative Study on Unsupervised Domain Adaptation for Coffee Crop Mapping.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2018

2017
Data-Driven Feature Characterization Techniques for Laser Printer Attribution.
IEEE Trans. Inf. Forensics Secur., 2017

Towards better exploiting convolutional neural networks for remote sensing scene classification.
Pattern Recognit., 2017

A Color Quantization Optimization Approach for Image Representation Learning.
CoRR, 2017

Activity Recognition Based on a Magnitude-Orientation Stream Network.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

Learning Deep Features on Multiple Scales for Coffee Crop Recognition.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

Data-Driven Flood Detection using Neural Networks.
Proceedings of the Working Notes Proceedings of the MediaEval 2017 Workshop co-located with the Conference and Labs of the Evaluation Forum (CLEF 2017), 2017

Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Combination techniques for hyperspectral image interpretation.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Deep contextual description of superpixels for aerial urban scenes classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Semantic segmentation of vegetation images acquired by unmanned aerial vehicles using an ensemble of ConvNets.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Fusion of genetic-programming-based indices in hyperspectral image classification tasks.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Behavior Knowledge Space-Based Fusion for Copy-Move Forgery Detection.
IEEE Trans. Image Process., 2016

Phenological visual rhythms: Compact representations for fine-grained plant species identification.
Pattern Recognit. Lett., 2016

Pointwise and pairwise clothing annotation: combining features from social media.
Multim. Tools Appl., 2016

Multi-directional and multi-scale perturbation approaches for blind forensic median filtering detection.
Intell. Data Anal., 2016

Meat adulteration detection through digital image analysis of histological cuts using LBP.
CoRR, 2016

Information Theory-Based Detection of Noisy Bit Planes in Medical Images.
Proceedings of the 29th SIBGRAPI Conference on Graphics, Patterns and Images, 2016

A Boosting-Based Approach for Remote Sensing Multimodal Image Classification.
Proceedings of the 29th SIBGRAPI Conference on Graphics, Patterns and Images, 2016

Learning to Combine Spectral Indices with Genetic Programming.
Proceedings of the 29th SIBGRAPI Conference on Graphics, Patterns and Images, 2016

RECOD @ Placing Task of MediaEval 2016: A Ranking Fusion Approach for Geographic-Location Prediction of Multimedia Objects.
Proceedings of the Working Notes Proceedings of the MediaEval 2016 Workshop, 2016

Learning to semantically segment high-resolution remote sensing images.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Optical Flow Co-occurrence Matrices: A novel spatiotemporal feature descriptor.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Star: A Contextual Description of Superpixels for Remote Sensing Image Classification.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2016

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

Deriving vegetation indices for phenology analysis using genetic programming.
Ecol. Informatics, 2015

Improving Spatial Feature Representation from Aerial Scenes by Using Convolutional Networks.
Proceedings of the 28th SIBGRAPI Conference on Graphics, Patterns and Images, 2015


Contextual superpixel description for remote sensing image classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

A Multi-objective Approach for Building Hyperspectral Remote Sensed Image Classifier Combiners.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

Do deep features generalize from everyday objects to remote sensing and aerial scenes domains?
Proceedings of the 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2015

A Study on Low-Cost Representations for Image Feature Extraction on Mobile Devices.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

Coffee Crop Recognition Using Multi-scale Convolutional Neural Networks.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

A Multiclass Approach for Land-Cover Mapping by Using Multiple Data Sensors.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

2014
Nature-Inspired Framework for Hyperspectral Band Selection.
IEEE Trans. Geosci. Remote. Sens., 2014

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

Rank Aggregation for Pattern Classifier Selection in Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A framework for selection and fusion of pattern classifiers in multimedia recognition.
Pattern Recognit. Lett., 2014

Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees.
Ecol. Informatics, 2014

Learning to Annotate Clothes in Everyday Photos: Multi-modal, Multi-label, Multi-instance Approach.
Proceedings of the 27th SIBGRAPI Conference on Graphics, Patterns and Images, 2014

Superpixel-Based Interactive Classification of Very High Resolution Images.
Proceedings of the 27th SIBGRAPI Conference on Graphics, Patterns and Images, 2014

Unsupervised Hyperspectral Band Selection Based on Spectral Rhythm Analysis.
Proceedings of the 27th SIBGRAPI Conference on Graphics, Patterns and Images, 2014

Learning to Rank Similar Apparel Styles with Economically-Efficient Rule-Based Active Learning.
Proceedings of the International Conference on Multimedia Retrieval, 2014

Phenological Event Detection by Visual Rhythms Dissimilarity Analysis.
Proceedings of the 10th IEEE International Conference on e-Science, 2014

2013
Classificação semi-automática de imagens de sensorimento remoto.
PhD thesis, 2013

Interactive Multiscale Classification of High-Resolution Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Remote Sensing Image Segmentation and Representation through Multiscale Analysis.
Proceedings of the 26th SIBGRAPI Conference on Graphics, Patterns and Images - Tutorials, 2013

Classifier Selection Based on the Correlation of Diversity Measures: When Fewer Is More.
Proceedings of the XXVI Conference on Graphics, Patterns and Images, 2013

Shape-based time series analysis for remote phenology studies.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Ensemble of classifiers for remote sensed hyperspectral land cover analysis: An approach based on Linear Programming and Weighted Linear Combination.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Remote sensing image representation based on hierarchical histogram propagation.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Visual rhythm-based time series analysis for phenology studies.
Proceedings of the IEEE International Conference on Image Processing, 2013

Plant Species Identification with Phenological Visual Rhythms.
Proceedings of the 9th IEEE International Conference on eScience, 2013

2012
Multiscale Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2012

Incorporating multiple distance spaces in optimum-path forest classification to improve feedback-based learning.
Comput. Vis. Image Underst., 2012

Automatic Classifier Fusion for Produce Recognition.
Proceedings of the 25th SIBGRAPI Conference on Graphics, Patterns and Images, 2012

Hyperspectral band selection through Optimum-Path Forest and evolutionary-based algorithms.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Automatic fusion of region-based classifiers for coffee crop recognition.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Improving texture description in remote sensing image multi-scale classification tasks by using visual words.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Descriptor correlation analysis for remote sensing image multi-scale classification.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Sinimbu - Multimodal Queries to Support Biodiversity Studies.
Proceedings of the Computational Science and Its Applications - ICCSA 2012, 2012

Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna.
Proceedings of the 8th IEEE International Conference on E-Science, 2012

2011
Relevance feedback based on genetic programming for image retrieval.
Pattern Recognit. Lett., 2011

A relevance feedback method based on genetic programming for classification of remote sensing images.
Inf. Sci., 2011

Interactive Classification of Remote Sensing Images by Using Optimum-Path Forest and Genetic Programming.
Proceedings of the Computer Analysis of Images and Patterns, 2011

2010
Evaluating the Potential of Texture and Color Descriptors for Remote Sensing Image Retrieval and Classification.
Proceedings of the VISAPP 2010 - Proceedings of the Fifth International Conference on Computer Vision Theory and Applications, Angers, France, May 17-21, 2010, 2010

A Genetic Programming approach for coffee crop recognition.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

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

2008
A Genetic Programming Approach for Relevance Feedback in Region-Based Image Retrieval Systems.
Proceedings of the SIBGRAPI 2008, 2008


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