Download from https://console.cloud.google.com/storage/browser/uq-benchmark-2019 the files
cifar_model_predictions.hdf5
imagenet_predictions.hdf5.gz

and place them in the folder named data.

Then run

python plot_data.py --dataset 'cifar10' --nbins 30
python plot_data.py --dataset 'imagenet' --nbins 30

All the plots in the paper (and additional ones) will be generates in separate folders for each dataset.