Unpaired, unsupervised domain adaptation assumes your domains are already similar

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).

Components

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

Data

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/ and mmwhs/ directories.

Copyright (C) 2023 Gijs van Tulder