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hearing-loss-classification-vit's Introduction

ViT Image Classification

This project implements an hearing loss classification model using the Vision Transformer (ViT) architecture. The model is trained and evaluated on our custom dataset,

Project Structure

  • dataset: Directory containing training and testing data.
  • models: Directory where trained model checkpoints are saved.
  • main.py : Full Fine Tuning the ViT baseline model(google/vit-base-patch16-224)

Track Training and Evaluation

  • Training loss for each epoch
  • Test accuracy for each epoch
  • Accuracy graph
  • Confusion matrix

Dependencies

  • torch
  • torchvision
  • transformers
  • scikit-learn
  • matplotlib

Result of Evaluation

Test Accuracy Test Confusion Matrix

hearing-loss-classification-vit's People

Contributors

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Watchers

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