This is the unreleased code for the experiments described in:
Unpaired, unsupervised domain adaptation assumes your domains are already similar
by Gijs van Tulder and Marleen de Bruijne
Medical Image Analysis, 2023
The paper is available as open access (DOI 10.1016/j.media.2023.102825).
The following scripts were used to run the experiments:
run-all-experiments-brats.sh
run-all-experiments-mnist.sh
run-all-experiments-simple.sh
The tables and plots in the paper were generated with:
render-tables.sh
The experiments use data.py
to load the data.
- The synthetic experiments are self-contained.
- The MNIST experiments require
mnist.npz
from the Keras MNIST dataset. - The BRATS and MM-WHS experiments require preprocessing, see the information in the
brats/
andmmwhs/
directories.
Copyright (C) 2023 Gijs van Tulder