Directory containing the code for all our analysis of the DermaMNIST dataset, including the preparation of DermaMNIST-C and DermaMNIST-E datasets.
CSV_files/
: Directory containing metadata files (.csv
).NPZ_files/
: Directory containing datasets files as NumPy arrays (.npz
) for28 × 28
spatial resolution. The.npz
files for224 × 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 containingimage_id
tosplit
(dataset partition) mapping for DermaMNIST.HAM10000_metadata.csv
: CSV file containing HAM10000 metadata, which includes thelesion_id
toimage_id
mapping.