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Omni-supervised domain adversarial training for WM hyperintensity segmentation

Python 100.00%
segmentation lesion-segmentation uk-biobank omni-supervised-learning semi-supervised-learning pytorch deep-learning domain-adaptation age-prediction dann

omnisup_agepred_semidann's Introduction

Omni-supervised domain adversarial training for WM hyperintensity segmentation

Code for implementation

Paper accepted at IEEE International Symposium for Biomedical Imaging (ISBI) 2022 (DOI to be updated soon)

Paper title: 'Omni-supervised domain adversarial training for white matter hyperintensity segmentation in the UK Biobank'

This is a preliminary version of the code. Contact: [email protected].

Software Versions

Python 3.6.6 Pytorch 1.5.0

Code supplied for training of the model under uniform sampling setting and corresponding model prediction.

The baseline model used in this work is available at https://git.fmrib.ox.ac.uk/vaanathi/truenet.

If you use code from this repository please cite:

Citation details to be updated soon.

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