Deep Learning

Introduction. Machine learning research into automated dementia diagnosis is becoming increasingly popular but so far has had limited …

Developing a framework for interpretable, explainable dementia prediction and validating existing methods.

Enhancing low-field MRI images using generative models, in particular diffusion models

Predicting disease progression in motor neurone disease

Using the UK Biobank to predict brain age from multiple modalities of MRI data, including structural, diffusion and functional scans.

Predicting risk of poor educational outcomes from MRI measurements of the brain during infancy and early childhood

Exploring the utility of brain age in a population-scale imaging dataset with linked health records.