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Guilherme Felippe Plichoski's Projects

face-recognition-framework-bio-inspired-algorithms icon face-recognition-framework-bio-inspired-algorithms

This repository contains the project from my master's thesis. It is well known that Face Recognition (FR) systems are still facing great challenges when variations of illumination, pose, expression and occlusion are present. Also, in many situations, it is only possible to obtain One Sample Per Person (OSPP) for training, representing a challenging real-world condition. In this work, we promote an FR solution that approaches the illumination variation challenge, along with the OSPP problem. The proposed FR framework is defined by an optimizer and a pool of preprocessing and feature extraction techniques. The approach makes available to the optimizer a pool of techniques, in which the optimizer seeks for the best set of strategies, also tuning their parameters. In this work, the FR framework uses the well-known Differential Evolution algorithm as the optimizer, called FR-DE. Two experimental methodologies are employed to assess the performance of the proposed FR-DE framework. The first methodology employs a standard dataset separation and uses the Yale Extended B dataset presenting severe illumination variation conditions. The second experimental methodology considers the OSPP problem along with illumination and poses variations. The CMU-PIE and FERET datasets are employed. The FR-DE is compared with some state-of-art algorithms and analysis suggest that the proposed framework is competitive and suitable for face recognition.

keras-explore icon keras-explore

This repository was created to explore the python library Keras.

knn-classifier icon knn-classifier

This repository contains a project using k-NN (k-Nearest Neighbors) classifier. As example, five datasets are included in the project i.e. the famous iris, e-coli proteins, yeasts proteins, wine chemistry and weat seeds.

minicurso-poo-java icon minicurso-poo-java

Este repositório contém classe, aplicativos e a apresentação do minicurso de POO com Java apresentado na SEI da UDESC Joinville.

ml4leads icon ml4leads

This repository is for codenation project of suggesting leads given a portfolio

optimization-algorithms icon optimization-algorithms

This repository contains some optimization algorithms in Python, namely Particle Swarm Optimization Algorithm, Differential Evolution, Self Adaptive Differential Evolution and Differential Evolution with Composite Trial Vector Generation Strategies and Control Parameters.

ruby-wsdl-soap-integration icon ruby-wsdl-soap-integration

This repository contains the Ruby code to query HST (Hubble Space Telescope) availability information using SOAP protocol and a WSDL file.

wanna icon wanna

💡✔ Wanna is an implementation of a 21st-century to-do list app.

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