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DermaMNIST_Analysis

DermaMNIST_Analysis

Directory containing the code for all our analysis of the DermaMNIST dataset, including the preparation of DermaMNIST-C and DermaMNIST-E datasets.

Directory Structure

  • CSV_files/: Directory containing metadata files (.csv).
  • NPZ_files/: Directory containing datasets files as NumPy arrays (.npz) for 28 × 28 spatial resolution. The .npz files for 224 × 224 resolution are too large for GitHub (> 1 GB).
  • DermaMNIST-Corrected.ipynb: Notebook containing code to generate the DermaMNIST-C dataset.
  • DermaMNIST-Extended.ipynb: Notebook containing code to generate the DermaMNIST-E dataset.
  • DermaMNIST_plots.ipynb: Notebook containing code to reproduce the plots in our paper.
  • PartitionStats.ipynb: Notebook containing code to plot dataset statistics for DermaMNIST and DermaMNIST-C datasets.
  • dermamnist_split_info.csv: CSV file containing image_id to split (dataset partition) mapping for DermaMNIST.
  • HAM10000_metadata.csv: CSV file containing HAM10000 metadata, which includes the lesion_id to image_id mapping.