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pneumonia-detection's Introduction

pneumonia-detection

Pneumonia 3-Class Classification

The code used for the submissions achieved an 86.85% accuracy on Private Results ranking 2nd in the in-class Kaggle competition.

Goal

The goal was to classify chest x-ray images into 3 classes:

  • healthy
  • bacterial pneumonia
  • viral pneumonia

Dataset

The training dataset consisted of 4672 images out of which:

1227 images belong to healthy subjects 2238 images belong to bacterial pneumonia subjects 1207 images belong to viral pneumonia subjects

Sumbission

The submissions employed:

  • Data Transformation
  • Data augmentation
  • Transfer learning with EfficientNet and ImageNet models, trained on ImageNet
  • Softmax ensemble of 16 models for final predictions

pneumonia-detection's People

Contributors

michailidisa avatar kkoutela avatar

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