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Features: Support saliency method: Grad-CAM  #57

Description

@seoulsky-field

What

  • Add a function which shows the saliency maps.
  • First, we support Grad-CAM because it's a representative method.
  • Save saliency maps with wandb option.

Why

  • From the perspective of aid to medical doctors, nowadays, Grad-CAM is one of the most used methods.
  • Even though, unfortunately, it's not a verified method in medical task from the perspective of XAI in deep-learning, many corporations still use saliency maps for medical doctors. So, I determined to provide saliency maps for users who are the medical doctors and researchers.
  • Among the lots of saliency methods, I chose Grad-CAM first by referring to the paper "Benchmarking saliency methods for chest X-ray interpretation".

How

  • Implement to support Grad-CAM.
  • Save saliency maps in local.
  • Save saliency maps in wandb.

Metadata

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FeaturesNew feature or requestInferenceAbout benchmark inference fileSaliencyMapThe heatmap outputs from modelsWandBAbout WandB (experiment logging)

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⏸️ Pause

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