João Paulo Papa

Orcid: 0000-0002-6494-7514

According to our database1, João Paulo Papa authored at least 349 papers between 2007 and 2024.

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

Timeline

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Bibliography

2024
Layer-selective deep representation to improve esophageal cancer classification.
Medical Biol. Eng. Comput., November, 2024

A review of deep learning-based approaches for deepfake content detection.
Expert Syst. J. Knowl. Eng., August, 2024

Rethinking Regularization with Random Label Smoothing.
Neural Process. Lett., June, 2024

Urban tree failure probability prediction based on dendrometric aspects and machine learning models.
Comput. Environ. Urban Syst., 2024

DeepCraftFuse: visual and deeply-learnable features work better together for esophageal cancer detection in patients with Barrett's esophagus.
Neural Comput. Appl., 2024

A binary particle swarm optimization-based pruning approach for environmentally sustainable and robust CNNs.
Neurocomputing, 2024

Weakly supervised classification through manifold learning and rank-based contextual measures.
Neurocomputing, 2024

Adapting LLMs for the Medical Domain in Portuguese: A Study on Fine-Tuning and Model Evaluation.
CoRR, 2024

BioNeRF: Biologically Plausible Neural Radiance Fields for View Synthesis.
CoRR, 2024

Introducing Bode: A Fine-Tuned Large Language Model for Portuguese Prompt-Based Task.
CoRR, 2024

Facial expressions to identify post-stroke: A pilot study.
Comput. Methods Programs Biomed., 2024

Robust deep learning for eye fundus images: Bridging real and synthetic data for enhancing generalization.
Biomed. Signal Process. Control., 2024

A comprehensive study among distance measures on supervised optimum-path forest classification.
Appl. Soft Comput., 2024

Why consider quantum instead classical pattern recognition techniques?
Appl. Soft Comput., 2024

Convolutional Neural Networks and Image Patches for Lithological Classification of Brazilian Pre-Salt Rocks.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Strategies for Classifier Selection Based on Genetic Programming for Multimedia Data Recognition.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Facial Point Graphs for Amyotrophic Lateral Sclerosis Identification.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Influence of Pixel Perturbation on eXplainable Artificial Intelligence Methods.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

RecognaSumm: A Novel Brazilian Summarization Dataset.
Proceedings of the 16th International Conference on Computational Processing of Portuguese, 2024

Text Summarization and Temporal Learning Models Applied to Portuguese Fake News Detection in a Novel Brazilian Corpus Dataset.
Proceedings of the 16th International Conference on Computational Processing of Portuguese, 2024

Enhancing Cyberattack Detection in IoT Environments Through Advanced Resampling Techniques.
Proceedings of the 31st International Conference on Systems, Signals and Image Processing, 2024

Assessing Levodopa Effectiveness in Parkison's Disease During Gait Using Electroencephalogram and Machine Learning.
Proceedings of the 31st International Conference on Systems, Signals and Image Processing, 2024

Ensemble Diversity Pruning on Cybersecurity: Optimizing Intrusion Detection Systems.
Proceedings of the 31st International Conference on Systems, Signals and Image Processing, 2024

Neural Architecture Search for Enhancing Action Video Recognition in Compressed Domains.
Proceedings of the 31st International Conference on Systems, Signals and Image Processing, 2024

Denoising Autoencoder for Partial Discharge Identification in Instrument Transformers.
Proceedings of the 31st International Conference on Systems, Signals and Image Processing, 2024

NestNeuro: Leveraging Chatbots for Vocal Screening.
Proceedings of the 37th IEEE International Symposium on Computer-Based Medical Systems, 2024

A Stable Diffusion Approach for RGB to Thermal Image Conversion for Leg Ulcer Assessment.
Proceedings of the 37th IEEE International Symposium on Computer-Based Medical Systems, 2024

2023
Explaining COVID-19 diagnosis with Taylor decompositions.
Neural Comput. Appl., October, 2023

Tabular data augmentation for video-based detection of hypomimia in Parkinson's disease.
Comput. Methods Programs Biomed., October, 2023

PL-kNN: A Python-based implementation of a parameterless k-Nearest Neighbors classifier.
Softw. Impacts, March, 2023

Canonical cortical graph neural networks and its application for speech enhancement in audio-visual hearing aids.
Neurocomputing, March, 2023

Error-Correcting Mean-Teacher: Corrections instead of consistency-targets applied to semi-supervised medical image segmentation.
Comput. Biol. Medicine, March, 2023

Nature-inspired optimum-path forest.
Evol. Intell., February, 2023

TITAN: A LighTweIght Temporal Attention Network for Remote Sensing Image Change Detection.
IEEE Geosci. Remote. Sens. Lett., 2023

Multimodal audio-visual information fusion using canonical-correlated Graph Neural Network for energy-efficient speech enhancement.
Inf. Fusion, 2023

Gait Recognition Based on Deep Learning: A Survey.
ACM Comput. Surv., 2023

A Comprehensive Survey on Ensemble Learning-Based Intrusion Detection Approaches in Computer Networks.
IEEE Access, 2023

Extractive Text Summarization Using Generalized Additive Models with Interactions for Sentence Selection.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

Fine-Tuning Restricted Boltzmann Machines Using No-Boundary Jellyfish.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

Deep Learning Semantic Segmentation Models for Detecting the Tree Crown Foliage.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

FakeRecogna Anomaly: Fake News Detection in a New Brazilian Corpus.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

A Multi-Class Probabilistic Optimum-Path Forest.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

Multimodal Convolutional Deep Belief Networks for Stroke Classification with Fourier Transform.
Proceedings of the 36th SIBGRAPI Conference on Graphics, Patterns and Images, 2023

Opposition-Based Jellyfish Search for Feature Selection.
Proceedings of the 30th International Conference on Systems, Signals and Image Processing, 2023

Temporal Dengue Outbreak Prediction from Climatic Variables using Finite Element Machines for Regression.
Proceedings of the 30th International Conference on Systems, Signals and Image Processing, 2023

OPFsemble: An Ensemble Pruning Approach via Optimum-Path Forest.
Proceedings of the 30th International Conference on Systems, Signals and Image Processing, 2023

A Historic-Best Particle Swarm Optimization Approach for Trust-based Routing in Smart Grid Networks.
Proceedings of the 30th International Conference on Systems, Signals and Image Processing, 2023

Deblur Capsule Networks.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2023

Facial Point Graphs for Stroke Identification.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2023

Binary Flying Squirrel Optimizer for Feature Selection.
Proceedings of the Intelligent Systems - 12th Brazilian Conference, 2023

Feature Selection and Hyperparameter Fine-Tuning in Artificial Neural Networks for Wood Quality Classification.
Proceedings of the Intelligent Systems - 12th Brazilian Conference, 2023

2022
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks.
ACM Comput. Surv., January, 2022

Energy-Based Dropout in Restricted Boltzmann Machines: Why Not Go Random.
IEEE Trans. Emerg. Top. Comput. Intell., 2022

Convolutional neural networks ensembles through single-iteration optimization.
Soft Comput., 2022

EEG Channel Selection Based User Identification via Improved Flower Pollination Algorithm.
Sensors, 2022

Editorial of the special section on CIARP 2021.
Pattern Recognit. Lett., 2022

Handling imbalanced datasets through Optimum-Path Forest.
Knowl. Based Syst., 2022

Weakly supervised learning based on hypergraph manifold ranking.
J. Vis. Commun. Image Represent., 2022

Modeling implicit bias with fuzzy cognitive maps.
Neurocomputing, 2022

Detection of Trees on Street-View Images Using a Convolutional Neural Network.
Int. J. Neural Syst., 2022

Neighbour-based bag-of-samplings for person identification through handwritten dynamics and convolutional neural networks.
Expert Syst. J. Knowl. Eng., 2022

PL-kNN: A Parameterless Nearest Neighbors Classifier.
CoRR, 2022

Canonical Cortical Graph Neural Networks and its Application for Speech Enhancement in Future Audio-Visual Hearing Aids.
CoRR, 2022

Which Generative Adversarial Network Yields High-Quality Synthetic Medical Images: Investigation Using AMD Image Datasets.
CoRR, 2022

A Review of Deep Learning-based Approaches for Deepfake Content Detection.
CoRR, 2022

A Multimodal Canonical-Correlated Graph Neural Network for Energy-Efficient Speech Enhancement.
CoRR, 2022

Comparative Study Between Distance Measures On Supervised Optimum-Path Forest Classification.
CoRR, 2022

A fuzzy distance-based ensemble of deep models for cervical cancer detection.
Comput. Methods Programs Biomed., 2022

EEG Channel Selection for Person Identification Using Binary Grey Wolf Optimizer.
IEEE Access, 2022

An Ensemble Pruning Approach to Optimize Intrusion Detection Systems Performance.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2022

Collaborative Filtering Matches Decision Templates: A Practical Approach to Estimate Predictions.
Proceedings of the 35th SIBGRAPI Conference on Graphics, Patterns and Images, 2022

How to proper initialize Gaussian Mixture Models with Optimum-Path Forest.
Proceedings of the 35th SIBGRAPI Conference on Graphics, Patterns and Images, 2022

Multiclass Oversampling via Optimum-Path Forest for Tree Species Classification from Street-view Perspectives.
Proceedings of the 35th SIBGRAPI Conference on Graphics, Patterns and Images, 2022

PetroBERT: A Domain Adaptation Language Model for Oil and Gas Applications in Portuguese.
Proceedings of the Computational Processing of the Portuguese Language, 2022

FakeRecogna: A New Brazilian Corpus for Fake News Detection.
Proceedings of the Computational Processing of the Portuguese Language, 2022

ComplexWoundDB: A Database for Automatic Complex Wound Tissue Categorization.
Proceedings of the 29th International Conference on Systems, Signals and Image Processing, 2022

From Network Package Flow to Images: How to Accurately Detect Anomalies in Computer Networks.
Proceedings of the 29th International Conference on Systems, Signals and Image Processing, 2022

PL-k NN: A Parameterless Nearest Neighbors Classifier.
Proceedings of the 29th International Conference on Systems, Signals and Image Processing, 2022

FEMa-FS: Finite Element Machines for Feature Selection.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

Mixup-Based Deep Metric Learning Approaches for Incomplete Supervision.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

MaxDropoutV2: An Improved Method to Drop Out Neurons in Convolutional Neural Networks.
Proceedings of the Pattern Recognition and Image Analysis - 10th Iberian Conference, 2022

An End-to-End Approach for Seam Carving Detection Using Deep Neural Networks.
Proceedings of the Pattern Recognition and Image Analysis - 10th Iberian Conference, 2022

Deep Learning-Based Abstractive Summarization for Brazilian Portuguese Texts.
Proceedings of the Intelligent Systems - 11th Brazilian Conference, 2022

2021
OPFython: A Python implementation for Optimum-Path Forest.
Softw. Impacts, 2021

A survey on text generation using generative adversarial networks.
Pattern Recognit., 2021

Speeding Up OPFython with Numba.
CoRR, 2021

Learning Visual Representations with Optimum-Path Forest and its Applications to Barrett's Esophagus and Adenocarcinoma Diagnosis.
CoRR, 2021

O<sup>2</sup>PF: Oversampling via Optimum-Path Forest for Breast Cancer Detection.
CoRR, 2021

Fast Ensemble Learning Using Adversarially-Generated Restricted Boltzmann Machines.
CoRR, 2021

An incremental Optimum-Path Forest classifier and its application to non-technical losses identification.
Comput. Electr. Eng., 2021

Predicting on multi-target regression for the yield of sweet potato by the market class of its roots upon vegetation indices.
Comput. Electron. Agric., 2021

Convolutional Neural Networks for the evaluation of cancer in Barrett's esophagus: Explainable AI to lighten up the black-box.
Comput. Biol. Medicine, 2021

Reinforcing learning in Deep Belief Networks through nature-inspired optimization.
Appl. Soft Comput., 2021

Improving Pre- Trained Weights through Meta - Heuristics Fine- Tuning.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Phishing Detection Using URL-based XAI Techniques.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Improving Transferability of Domain Adaptation Networks Through Domain Alignment Layers.
Proceedings of the 34th SIBGRAPI Conference on Graphics, Patterns and Images, 2021

Enhancing Shallow Neural Networks Through Fourier-based Information Fusion for Stroke Classification.
Proceedings of the 34th SIBGRAPI Conference on Graphics, Patterns and Images, 2021

A Deep Learning-based Approach for Tree Trunk Segmentation.
Proceedings of the 34th SIBGRAPI Conference on Graphics, Patterns and Images, 2021

DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Deep Regressor Networks for Blind Image Deblurring.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Fine-Tuning Dropout Regularization in Energy-Based Deep Learning.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2021

Enhancing Hyper-to-Real Space Projections Through Euclidean Norm Meta-heuristic Optimization.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2021

Fine-tuning Generative Adversarial Networks using Metaheuristics - A Case Study on Barrett's Esophagus Identification.
Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

Abstract: Semi-supervised Segmentation Based on Error-correcting Supervision.
Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

SMS Spam Detection Through Skip-gram Embeddings and Shallow Networks.
Proceedings of the Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, 2021

2020
Opytimizer: A Nature-Inspired Python Optimizer.
Dataset, December, 2020

OPFython: A Python-Inspired Optimum-Path Forest Classifier.
Dataset, September, 2020

Learnergy: Energy-based Machine Learners.
Dataset, September, 2020

Adaptive Improved Flower Pollination Algorithm for Global Optimization.
Proceedings of the Nature-Inspired Computation in Data Mining and Machine Learning, 2020

On the Assessment of Nature-Inspired Meta-Heuristic Optimization Techniques to Fine-Tune Deep Belief Networks.
Proceedings of the Deep Neural Evolution - Deep Learning with Evolutionary Computation, 2020

A Novel Approach for Optimum-Path Forest Classification Using Fuzzy Logic.
IEEE Trans. Fuzzy Syst., 2020

Does Removing Pooling Layers from Convolutional Neural Networks Improve Results?
SN Comput. Sci., 2020

Regression-based finite element machines for reliability modeling of downhole safety valves.
Reliab. Eng. Syst. Saf., 2020

FEMa: a finite element machine for fast learning.
Neural Comput. Appl., 2020

OPFSumm: on the video summarization using Optimum-Path Forest.
Multim. Tools Appl., 2020

Hierarchical learning using deep optimum-path forest.
J. Vis. Commun. Image Represent., 2020

An efficient parallel implementation for training supervised optimum-path forest classifiers.
Neurocomputing, 2020

A Novel Siamese-Based Approach for Scene Change Detection With Applications to Obstructed Routes in Hazardous Environments.
IEEE Intell. Syst., 2020

Deep learning techniques for recommender systems based on collaborative filtering.
Expert Syst. J. Knowl. Eng., 2020

Learnergy: Energy-based Machine Learners.
CoRR, 2020

OPFython: A Python-Inspired Optimum-Path Forest Classifier.
CoRR, 2020

Special issue: 4th MICCAI workshop on deep learning in medical image analysis.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2020

Assisting Barrett's esophagus identification using endoscopic data augmentation based on Generative Adversarial Networks.
Comput. Biol. Medicine, 2020

A nature-inspired feature selection approach based on hypercomplex information.
Appl. Soft Comput., 2020

A multi-objective artificial butterfly optimization approach for feature selection.
Appl. Soft Comput., 2020

A metaheuristic-driven approach to fine-tune Deep Boltzmann Machines.
Appl. Soft Comput., 2020

A critical literature survey and prospects on tampering and anomaly detection in image data.
Appl. Soft Comput., 2020

Manifold Learning-based Clustering Approach Applied to Anomaly Detection in Surveillance Videos.
Proceedings of the 15th International Joint Conference on Computer Vision, 2020

Scene Change Detection Using Multiscale Cascade Residual Convolutional Neural Networks.
Proceedings of the 33rd SIBGRAPI Conference on Graphics, Patterns and Images, 2020

Image Denoising using Attention-Residual Convolutional Neural Networks.
Proceedings of the 33rd SIBGRAPI Conference on Graphics, Patterns and Images, 2020

Faster α-expansion via dynamic programming and image partitioning.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Information Ranking Using Optimum-Path Forest.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

MaxDropout: Deep Neural Network Regularization Based on Maximum Output Values.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Weakly Supervised Learning through Rank-based Contextual Measures.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Creating Classifier Ensembles through Meta-heuristic Algorithms for Aerial Scene Classification.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Evolving Long Short-Term Memory Networks.
Proceedings of the Computational Science - ICCS 2020, 2020

A Layer-Wise Information Reinforcement Approach to Improve Learning in Deep Belief Networks.
Proceedings of the Artificial Intelligence and Soft Computing, 2020

Intestinal Parasites Classification Using Deep Belief Networks.
Proceedings of the Artificial Intelligence and Soft Computing, 2020

Machine Learning for Web Intrusion Detection: A Comparative Analysis of Feature Selection Methods mRMR and PFI.
Proceedings of the Artificial Intelligence and Soft Computing, 2020

Semi-supervised Segmentation Based on Error-Correcting Supervision.
Proceedings of the Computer Vision - ECCV 2020, 2020

Harnessing Particle Swarm optimization Through Relativistic Velocity.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

Fine-Tuning Temperatures in Restricted Boltzmann Machines Using Meta-Heuristic Optimization.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

BreastNet: Breast Cancer Categorization Using Convolutional Neural Networks.
Proceedings of the 33rd IEEE International Symposium on Computer-Based Medical Systems, 2020

O^2PF: Oversampling via Optimum-Path Forest for Breast Cancer Detection.
Proceedings of the 33rd IEEE International Symposium on Computer-Based Medical Systems, 2020

People Identification Based on Soft Biometrics Features Obtained from 2D Poses.
Proceedings of the Intelligent Systems - 9th Brazilian Conference, 2020

2019
Opytimizer: A Nature-Inspired Python Optimizer.
Dataset, December, 2019

A Probabilistic Optimum-Path Forest Classifier for Non-Technical Losses Detection.
IEEE Trans. Smart Grid, 2019

Semi-supervised learning with connectivity-driven convolutional neural networks.
Pattern Recognit. Lett., 2019

Improving optimum-path forest learning using bag-of-classifiers and confidence measures.
Pattern Anal. Appl., 2019

Intelligent Network Security Monitoring Based on Optimum-Path Forest Clustering.
IEEE Netw., 2019

Automatic identification of epileptic EEG signals through binary magnetic optimization algorithms.
Neural Comput. Appl., 2019

Automated recognition of lung diseases in CT images based on the optimum-path forest classifier.
Neural Comput. Appl., 2019

Barrett's esophagus analysis using infinity Restricted Boltzmann Machines.
J. Vis. Commun. Image Represent., 2019

Deep Features Extraction for Robust Fingerprint Spoofing Attack Detection.
J. Artif. Intell. Soft Comput. Res., 2019

Fine-tuning restricted Boltzmann machines using quaternions and its application for spam detection.
IET Networks, 2019

Learning concept drift with ensembles of optimum-path forest-based classifiers.
Future Gener. Comput. Syst., 2019

A recurrence plot-based approach for Parkinson's disease identification.
Future Gener. Comput. Syst., 2019

Opytimizer: A Nature-Inspired Python Optimizer.
CoRR, 2019

Internet of Things: A survey on machine learning-based intrusion detection approaches.
Comput. Networks, 2019

Editorial.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2019

Semi-supervised learning with convolutional neural networks for UAV images automatic recognition.
Comput. Electron. Agric., 2019

Bag of Samplings for computer-assisted Parkinson's disease diagnosis based on Recurrent Neural Networks.
Comput. Biol. Medicine, 2019

Exudate detection in fundus images using deeply-learnable features.
Comput. Biol. Medicine, 2019

A survey on computer-assisted Parkinson's Disease diagnosis.
Artif. Intell. Medicine, 2019

An Overview on Concept Drift Learning.
IEEE Access, 2019

Video Segmentation Learning Using Cascade Residual Convolutional Neural Network.
Proceedings of the 32nd SIBGRAPI Conference on Graphics, Patterns and Images, 2019

κ-Entropy Based Restricted Boltzmann Machines.
Proceedings of the International Joint Conference on Neural Networks, 2019

Multiple-Instance Learning through Optimum-Path Forest.
Proceedings of the International Joint Conference on Neural Networks, 2019

A Sparse Filtering-Based Approach for Non-blind Deep Image Denoising.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2019 - 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17-19, 2019, Proceedings, 2019

Does Pooling Really Matter? An Evaluation on Gait Recognition.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2019

Quaternion-Based Backtracking Search Optimization Algorithm.
Proceedings of the IEEE Congress on Evolutionary Computation, 2019

2018
On the Study of Commercial Losses in Brazil: A Binary Black Hole Algorithm for Theft Characterization.
IEEE Trans. Smart Grid, 2018

Handling dropout probability estimation in convolution neural networks using meta-heuristics.
Soft Comput., 2018

Temperature-Based Deep Boltzmann Machines.
Neural Process. Lett., 2018

Computational methods for pigmented skin lesion classification in images: review and future trends.
Neural Comput. Appl., 2018

Robust automated cardiac arrhythmia detection in ECG beat signals.
Neural Comput. Appl., 2018

Multi-label semi-supervised classification through optimum-path forest.
Inf. Sci., 2018

A fast approach for unsupervised karst feature identification using GPU.
Comput. Geosci., 2018

How far did we get in face spoofing detection?
Eng. Appl. Artif. Intell., 2018

1st MICCAI workshop on deep learning in medical image analysis.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2018

Feature selection through binary brain storm optimization.
Comput. Electr. Eng., 2018

Automatic classification of plant electrophysiological responses to environmental stimuli using machine learning and interval arithmetic.
Comput. Electron. Agric., 2018

A survey on Barrett's esophagus analysis using machine learning.
Comput. Biol. Medicine, 2018

Handwritten dynamics assessment through convolutional neural networks: An application to Parkinson's disease identification.
Artif. Intell. Medicine, 2018

EEG Feature Extraction for Person Identification Using Wavelet Decomposition and Multi-Objective Flower Pollination Algorithm.
IEEE Access, 2018

On the Learning of Deep Local Features for Robust Face Spoofing Detection.
Proceedings of the 31st SIBGRAPI Conference on Graphics, Patterns and Images, 2018

Barrett's Esophagus Identification Using Color Co-Occurrence Matrices.
Proceedings of the 31st SIBGRAPI Conference on Graphics, Patterns and Images, 2018

Unsupervised Dialogue Act Classification with Optimum-Path Forest.
Proceedings of the 31st SIBGRAPI Conference on Graphics, Patterns and Images, 2018

Fine Tuning Deep Boltzmann Machines Through Meta-Heuristic Approaches.
Proceedings of the 12th IEEE International Symposium on Applied Computational Intelligence and Informatics, 2018

Parkinson Disease Identification Using Residual Networks and Optimum-Path Forest.
Proceedings of the 12th IEEE International Symposium on Applied Computational Intelligence and Informatics, 2018

Seam Carving Detection Using Convolutional Neural Networks.
Proceedings of the 12th IEEE International Symposium on Applied Computational Intelligence and Informatics, 2018

Enhancing Brain Storm Optimization Through Optimum-Path Forest.
Proceedings of the 12th IEEE International Symposium on Applied Computational Intelligence and Informatics, 2018

Pattern Analysis in Drilling Reports using Optimum-Path Forest.
Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Stroke Lesion Detection Using Convolutional Neural Networks.
Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Environmental Monitoring Using Drone Images and Convolutional Neural Networks.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Land-Use Classification using Finite Element Machines.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Improving Optimum- Path Forest Classification Using Unsupervised Manifold Learning.
Proceedings of the 24th International Conference on Pattern Recognition, 2018

EEG-based Person Authentication Using Multi-objective Flower Pollination Algorithm.
Proceedings of the 2018 IEEE Congress on Evolutionary Computation, 2018

Efficient Width-Extended Convolutional Neural Network for Robust Face Spoofing Detection.
Proceedings of the 7th Brazilian Conference on Intelligent Systems, 2018

2017
Deep Texture Features for Robust Face Spoofing Detection.
IEEE Trans. Circuits Syst. II Express Briefs, 2017

An Ensemble-Based Stacked Sequential Learning Algorithm for Remote Sensing Imagery Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

A binary-constrained Geometric Semantic Genetic Programming for feature selection purposes.
Pattern Recognit. Lett., 2017

Optimum-Path Forest based on k-connectivity: Theory and applications.
Pattern Recognit. Lett., 2017

Editorial: Special Section on deep image and video understanding.
Pattern Recognit., 2017

Embedded real-time speed limit sign recognition using image processing and machine learning techniques.
Neural Comput. Appl., 2017

Meta-heuristic multi- and many-objective optimization techniques for solution of machine learning problems.
Expert Syst. J. Knowl. Eng., 2017

LibOPT: An Open-Source Platform for Fast Prototyping Soft Optimization Techniques.
CoRR, 2017

Introduction to the special section on Image and Video Processing.
Comput. Electr. Eng., 2017

Quaternion-based Deep Belief Networks fine-tuning.
Appl. Soft Comput., 2017

Barrett's Esophagus Identification Using Optimum-Path Forest.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

Pruning Optimum-Path Forest Classifiers Using Multi-Objective Optimization.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

A Robust Restricted Boltzmann Machine for Binary Image Denoising.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

Fine-Tuning Infinity Restricted Boltzmann Machines.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

Parkinson's Disease Identification through Deep Optimum-Path Forest Clustering.
Proceedings of the 30th SIBGRAPI Conference on Graphics, Patterns and Images, 2017

An ensemble-based approach for breast mass classification in mammography images.
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017

Deep Boltzmann machines for robust fingerprint spoofing attack detection.
Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

FEMaR: A finite element machine for regression problems.
Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

Pruning optimum-path forest ensembles using quaternion-based optimization.
Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

Feature selection using geometric semantic genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Efficient Transfer Learning for Robust Face Spoofing Detection.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2017

A Deep Boltzmann Machine-Based Approach for Robust Image Denoising.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2017

A Kernel-Based Optimum-Path Forest Classifier.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2017

Quaternionic Flower Pollination Algorithm.
Proceedings of the Computer Analysis of Images and Patterns, 2017

Blur Parameter Identification Through Optimum-Path Forest.
Proceedings of the Computer Analysis of Images and Patterns, 2017

Parkinson's Disease Identification Using Restricted Boltzmann Machines.
Proceedings of the Computer Analysis of Images and Patterns, 2017

Deep Boltzmann Machines Using Adaptive Temperatures.
Proceedings of the Computer Analysis of Images and Patterns, 2017

Barrett's Esophagus Analysis Using SURF Features.
Proceedings of the Bildverarbeitung für die Medizin 2017 - Algorithmen - Systeme, 2017

2016
Convolutional Neural Networks Applied for Parkinson's Disease Identification.
Proceedings of the Machine Learning for Health Informatics, 2016

A Hyperheuristic Approach for Unsupervised Land-Cover Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A new approach to contextual learning using interval arithmetic and its applications for land-use classification.
Pattern Recognit. Lett., 2016

Improving semi-supervised learning through optimum connectivity.
Pattern Recognit., 2016

Projections onto convex sets parameter estimation through harmony search and its application for image restoration.
Nat. Comput., 2016

Fine-Tuning Contextual-Based Optimum-Path Forest for Land-Cover Classification.
IEEE Geosci. Remote. Sens. Lett., 2016

EEG-based person identification through Binary Flower Pollination Algorithm.
Expert Syst. Appl., 2016

A Probabilistic Optimum-Path Forest Classifier for Binary Classification Problems.
CoRR, 2016

A new computer vision-based approach to aid the diagnosis of Parkinson's disease.
Comput. Methods Programs Biomed., 2016

Computational methods for the image segmentation of pigmented skin lesions: A review.
Comput. Methods Programs Biomed., 2016

Recent Advances in Brain Signal Analysis: Methods and Applications.
Comput. Intell. Neurosci., 2016

Social-Spider Optimization-based Support Vector Machines applied for energy theft detection.
Comput. Electr. Eng., 2016

Fine-tuning Deep Belief Networks using Harmony Search.
Appl. Soft Comput., 2016

Deep Learning-Aided Parkinson's Disease Diagnosis from Handwritten Dynamics.
Proceedings of the 29th SIBGRAPI Conference on Graphics, Patterns and Images, 2016

Temporal-and Spatial-Driven Video Summarization Using Optimum-Path Forest.
Proceedings of the 29th SIBGRAPI Conference on Graphics, Patterns and Images, 2016

Learning to Classify Seismic Images with Deep Optimum-Path Forest.
Proceedings of the 29th SIBGRAPI Conference on Graphics, Patterns and Images, 2016

A block-based Markov random field model estimation for contextual classification using Optimum-Path Forest.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

A New Parallel Training Algorithm for Optimum-Path Forest-Based Learning.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2016

Learning Parameters in Deep Belief Networks Through Firefly Algorithm.
Proceedings of the Artificial Neural Networks in Pattern Recognition, 2016

On the Harmony Search Using Quaternions.
Proceedings of the Artificial Neural Networks in Pattern Recognition, 2016

On the Evaluation of Tensor-Based Representations for Optimum-Path Forest Classification.
Proceedings of the Artificial Neural Networks in Pattern Recognition, 2016

Recent Advances on optimum-Path Forest for Data Classification: Supervised, Semi-Supervised, and Unsupervised Learning.
Proceedings of the Handbook of Pattern Recognition and Computer Vision, 5th Ed., 2016

2015
Binary Flower Pollination Algorithm and Its Application to Feature Selection.
Proceedings of the Recent Advances in Swarm Intelligence and Evolutionary Computation, 2015

Ultrasonic Sensor Signals and Optimum Path Forest Classifier for the Microstructural Characterization of Thermally-Aged Inconel 625 Alloy.
Sensors, 2015

Model selection for Discriminative Restricted Boltzmann Machines through meta-heuristic techniques.
J. Comput. Sci., 2015

Improving land cover classification through contextual-based optimum-path forest.
Inf. Sci., 2015

A nature-inspired approach to speed up optimum-path forest clustering and its application to intrusion detection in computer networks.
Inf. Sci., 2015

On the optical flow model selection through metaheuristics.
EURASIP J. Image Video Process., 2015

Black Hole Algorithm for non-technical losses characterization.
Proceedings of the IEEE 6th Latin American Symposium on Circuits & Systems, 2015

Land-cover classification through sequential learning-based optimum-path forest.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Unsupervised land-cover classification through hyper-heuristic-based Harmony Search.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

SMS Spam Filtering Through Optimum-Path Forest-Based Classifiers.
Proceedings of the 14th IEEE International Conference on Machine Learning and Applications, 2015

Malware Detection in Android-Based Mobile Environments Using Optimum-Path Forest.
Proceedings of the 14th IEEE International Conference on Machine Learning and Applications, 2015

On the Model Selection of Bernoulli Restricted Boltzmann Machines Through Harmony Search.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015

Fine-Tuning Convolutional Neural Networks Using Harmony Search.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

Supervised Video Genre Classification Using Optimum-Path Forest.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

Improving Optimum-Path Forest Classification Using Confidence Measures.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

Unsupervised Breast Masses Classification through Optimum-Path Forest.
Proceedings of the 28th IEEE International Symposium on Computer-Based Medical Systems, 2015

A Step Towards the Automated Diagnosis of Parkinson's Disease: Analyzing Handwriting Movements.
Proceedings of the 28th IEEE International Symposium on Computer-Based Medical Systems, 2015

2014
Toward Satellite-Based Land Cover Classification Through Optimum-Path Forest.
IEEE Trans. Geosci. Remote. Sens., 2014

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

A path- and label-cost propagation approach to speedup the training of the optimum-path forest classifier.
Pattern Recognit. Lett., 2014

EEG signal classification for epilepsy diagnosis via optimum path forest - A systematic assessment.
Neurocomputing, 2014

A wrapper approach for feature selection based on Bat Algorithm and Optimum-Path Forest.
Expert Syst. Appl., 2014

Fast Optimum-Path Forest Classification on Graphics Processors.
Proceedings of the VISAPP 2014, 2014

Training Optimum-Path Forest on Graphics Processing Units.
Proceedings of the VISAPP 2014, 2014

A social-spider optimization approach for support vector machines parameters tuning.
Proceedings of the 2014 IEEE Symposium on Swarm Intelligence, 2014

Evolutionary Optimization Applied for Fine-Tuning Parameter Estimation in Optical Flow-Based Environments.
Proceedings of the 27th SIBGRAPI Conference on Graphics, Patterns and Images, 2014

Learning Kernels for Support Vector Machines with Polynomial Powers of Sigmoid.
Proceedings of the 27th SIBGRAPI Conference on Graphics, Patterns and Images, 2014

On the Training of Artificial Neural Networks with Radial Basis Function Using Optimum-Path Forest Clustering.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

A Binary Krill Herd Approach for Feature Selection.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

3D Network Traffic Monitoring Based on an Automatic Attack Classifier.
Proceedings of the Computational Science and Its Applications - ICCSA 2014 - 14th International Conference, Guimarães, Portugal, June 30, 2014

On the Influence of Markovian Models for Contextual-Based Optimum-Path Forest Classification.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2014

Static Video Summarization through Optimum-Path Forest Clustering.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2014

Optimum-Path Forest Applied for Breast Masses Classification.
Proceedings of the 2014 IEEE 27th International Symposium on Computer-Based Medical Systems, 2014

Social-Spider Optimization-Based Artificial Neural Networks Training and Its Applications for Parkinson's Disease Identification.
Proceedings of the 2014 IEEE 27th International Symposium on Computer-Based Medical Systems, 2014

2013
Automatic Segmentation and Classification of Human Intestinal Parasites From Microscopy Images.
IEEE Trans. Biomed. Eng., 2013

Computer techniques towards the automatic characterization of graphite particles in metallographic images of industrial materials.
Expert Syst. Appl., 2013

Automatic microstructural characterization and classification using artificial intelligence techniques on ultrasound signals.
Expert Syst. Appl., 2013

ECG arrhythmia classification based on optimum-path forest.
Expert Syst. Appl., 2013

A Multiple Labeling-Based Optimum-Path Forest for Video Content Classification.
Proceedings of the XXVI Conference on Graphics, Patterns and Images, 2013

BCS: A Binary Cuckoo Search algorithm for feature selection.
Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2013

A hybrid image restoration algorithm based on Projections Onto Convex Sets and Harmony Search.
Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2013

Automated diagnosis of human intestinal parasites using optical microscopy images.
Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

Harmony search applied for support vector machines training optimization.
Proceedings of Eurocon 2013, 2013

Optimizing Feature Selection through Binary Charged System Search.
Proceedings of the Computer Analysis of Images and Patterns, 2013

OPF-MRF: Optimum-Path Forest and Markov Random Fields for Contextual-Based Image Classification.
Proceedings of the Computer Analysis of Images and Patterns, 2013

Optimizing Contextual-Based Optimum-Forest Classification through Swarm Intelligence.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2013

2012
Efficient supervised optimum-path forest classification for large datasets.
Pattern Recognit., 2012

How Far do We Get Using Machine Learning Black-Boxes?
Int. J. Pattern Recognit. Artif. Intell., 2012

An Optimum-Path Forest framework for intrusion detection in computer networks.
Eng. Appl. Artif. Intell., 2012

IFTrace: Video segmentation of deformable objects using the Image Foresting Transform.
Comput. Vis. Image Underst., 2012

Efficient Fault Location in Underground Distribution Systems through Optimum-Path Forest.
Appl. Artif. Intell., 2012

BBA: A Binary Bat Algorithm for Feature Selection.
Proceedings of the 25th SIBGRAPI Conference on Graphics, Patterns and Images, 2012

Improving Image Classification through Descriptor Combination.
Proceedings of the 25th SIBGRAPI Conference on Graphics, Patterns and Images, 2012

Intrusion detection in computer networks using Optimum-Path Forest clustering.
Proceedings of the 37th Annual IEEE Conference on Local Computer Networks, 2012

A fast large scale iris database classification with Optimum-Path Forest technique: A case study.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Automatic landslide recognition through Optimum-Path Forest.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

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

Speeding up optimum-path forest training by path-cost propagation.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Automatic visual dictionary generation through Optimum-Path Forest clustering.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Optimum-Path Forest Classifier for Large Scale Biometric Applications.
Proceedings of the 2012 Third International Conference on Emerging Security Technologies, 2012

Boosting Optimum-Path Forest clustering through harmony Search and its applications for intrusion detection in computer networks.
Proceedings of the Fourth International Conference on Computational Aspects of Social Networks, 2012

2011
Petroleum well drilling monitoring through cutting image analysis and artificial intelligence techniques.
Eng. Appl. Artif. Intell., 2011

A novel algorithm for feature selection using Harmony Search and its application for non-technical losses detection.
Comput. Electr. Eng., 2011

Optimum-Path Forest Pruning Parameter Estimation through Harmony Search.
Proceedings of the 24th SIBGRAPI Conference on Graphics, 2011

Improving Accuracy and Speed of Optimum-Path Forest Classifier Using Combination of Disjoint Training Subsets.
Proceedings of the Multiple Classifier Systems - 10th International Workshop, 2011

Intrusion detection system using Optimum-Path Forest.
Proceedings of the IEEE 36th Conference on Local Computer Networks, 2011

Precipitates Segmentation from Scanning Electron Microscope Images through Machine Learning Techniques.
Proceedings of the Combinatorial Image Analysis - 14th International Workshop, 2011

New Trends in Musical Genre Classification Using Optimum-Path Forest.
Proceedings of the 12th International Society for Music Information Retrieval Conference, 2011

What is the importance of selecting features for non-technical losses identification?
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2011), 2011

Is it possible to make pixel-based radar image classification user-friendly?
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Land use image classification through Optimum-Path Forest Clustering.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Image categorization through optimum path forest and visual words.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

A Graph-Based Framework for Thermal Faceprint Characterization.
Proceedings of the Image Analysis and Processing - ICIAP 2011, 2011

Feature selection through gravitational search algorithm.
Proceedings of the IEEE International Conference on Acoustics, 2011

Improving Parkinson's disease identification through evolutionary-based feature selection.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Automatic classification of fish germ cells through optimum-path forest.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

A Markov Random Field Model for Combining Optimum-Path Forest Classifiers Using Decision Graphs and Game Strategy Approach.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2011

2010
Projections Onto Convex Sets through Particle Swarm Optimization and its application for remote sensing image restoration.
Pattern Recognit. Lett., 2010

Robust Pruning of Training Patterns for Optimum-Path Forest Classification Applied to Satellite-Based Rainfall Occurrence Estimation.
IEEE Geosci. Remote. Sens. Lett., 2010

Fast Petroleum Well Drilling Monitoring Through Optimum-Path Forest.
J. Next Gener. Inf. Technol., 2010

Spoken emotion recognition through optimum-path forest classification using glottal features.
Comput. Speech Lang., 2010

How Far You Can Get Using Machine Learning Black-Boxes.
Proceedings of the SIBGRAPI 2010, 2010

Optimizing Optimum-Path Forest Classification for Huge Datasets.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Robust and fast Vowel Recognition Using Optimum-Path Forest.
Proceedings of the IEEE International Conference on Acoustics, 2010

Fast Automatic Microstructural Segmentation of Ferrous Alloy Samples Using Optimum-Path Forest.
Proceedings of the Computational Modeling of Objects Represented in Images, 2010

Improving the Accuracy of the Optimum-Path Forest Supervised Classifier for Large Datasets.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2010

2009
A genetic programming framework for content-based image retrieval.
Pattern Recognit., 2009

Supervised pattern classification based on optimum-path forest.
Int. J. Imaging Syst. Technol., 2009

Novel Approaches for Exclusive and Continuous Fingerprint Classification.
Proceedings of the Advances in Image and Video Technology, Third Pacific Rim Symposium, 2009

On the Training Patterns Pruning for Optimum-Path Forest.
Proceedings of the Image Analysis and Processing, 2009

Fast and accurate holistic face recognition using Optimum-Path Forest.
Proceedings of the 16th International Conference on Digital Signal Processing, 2009

A Learning Algorithm for the Optimum-Path Forest Classifier.
Proceedings of the Graph-Based Representations in Pattern Recognition, 2009

Satellite-Based Rainfall Estimation through Semi-supervised Learning.
Proceedings of the CSIE 2009, 2009 WRI World Congress on Computer Science and Information Engineering, March 31, 2009

2008
Learning How to Extract Rotation-Invariant and Scale-Invariant Features from Texture Images.
EURASIP J. Adv. Signal Process., 2008

Denoising swallowing sound to improve the evaluator's qualitative analysis.
Comput. Electr. Eng., 2008

A Discrete Approach for Supervised Pattern Recognition.
Proceedings of the Combinatorial Image Analysis, 12th International Workshop, 2008

A New Variant of the Optimum-Path Forest Classifier.
Proceedings of the Advances in Visual Computing, 4th International Symposium, 2008

2007
Rotation-Invariant Texture Recognition.
Proceedings of the Advances in Visual Computing, Third International Symposium, 2007

Design of robust pattern classifiers based on optimum-path forests.
Proceedings of the 8th ISMM 2007: Rio de Janeiro, Brazil - Volume 1, 2007


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