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brain-tumor-classifier - A Mixture of experts approach

Using pytorch's TIMM package to solve a classification problem

Details of training

  • Training and Testing, separate datasets found at kaggle
  • Using 2 Experts, with a backbone supported by SwinTransformer (previously it was efficientnet_b2)
  • Batch of 32 images
  • Some image transformations
  • Advanced training loops

MoE Architecture

MoE Architecture

Results

Confusion Matrix

Train/Test metrics

Expert Activations

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Using pytorch's TIMM package to solve brain tumor classification problem for MRI images

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