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Concept-Based Explanations for Lung Cancer Detection in Chest X-rays

This repo does not contain the data used in experiments. Data can be downloaded from https://physionet.org/content/mimic-cxr-jpg/2.0.0/ after signing Physionet's data use agreement.

Scripts for the original 28-concept experiment can be found in the 28-concept directory. Scripts for the fully clustered experiment can be found in the 6-cluster directory.

Data must be in the following format:

  • data
    • attributes.txt (attribute id, attribute name)
    • classes.txt (class id, class name)
    • image_attribute_labels.txt (img id, attribute id, is_present)
    • image_class_labels.txt (img id, class id)
    • images.txt (img id, filename)
    • train_test_split.txt (img id, is_training)
    • images
      • (JPG IMAGE FILES - NOT INCLUDED)

Concept extraction scripts can be found in the concept extraction directory.

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