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athanasiagts's Projects

heterogeneous_stacked_ensemble_classifier-super_learner icon heterogeneous_stacked_ensemble_classifier-super_learner

The Super Learner is a heterogeneous stacked ensemble classifier. This is a classification model that uses a set of base classifiers of different types, the outputs of which are then combined in another classifier at the stacked layer. The base classifiers are trained and their outputs are combined along with the training dataset labels into a training set for the stack layer classifier. To avoid overfitting the generation of the stacked layer training set uses a k-fold cross validation process. To further add variety to the base estimators a bootstrapping selection is used (as in the bagging ensemble approach).

patch2image icon patch2image

Training FCNNs from patches to full-sized images. A framework to train arbitrarily designed networks for medical image segmentation.

retina-unet icon retina-unet

Retina blood vessel segmentation with a convolutional neural network

riadd.aucmedi icon riadd.aucmedi

Multi-Disease Detection in Retinal Imaging based on Ensembling Heterogeneous Deep Learning Models

s-metallograph-segmentation icon s-metallograph-segmentation

Code for semantic segmentation models and techniques applied to metal microstructures, in collaboration with ArcelorMittal

stacking icon stacking

Stacked Generalization (Ensemble Learning)

stacking-blending-voting-ensembles icon stacking-blending-voting-ensembles

This repository contains an example of each of the Ensemble Learning methods: Stacking, Blending, and Voting. The examples for Stacking and Blending were made from scratch, the example for Voting was using the scikit-learn utility.

vesselsegmentation_eswa icon vesselsegmentation_eswa

Support repository for the paper "Retinal vessel segmentation based on Fully Convolutional Neural Networks", Expert Systems with Applications, Volume 112, 1 December 2018, Pages 229-242.

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