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 × 28spatial resolution. The.npzfiles for224 × 224resolution 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_idtosplit(dataset partition) mapping for DermaMNIST.HAM10000_metadata.csv: CSV file containing HAM10000 metadata, which includes thelesion_idtoimage_idmapping.