Proposals
Research directions for PhD applications, with a public outline of each proposal. Full proposals are shared privately on request.
Each card gives a public outline of a research proposal. Full proposals are shared privately on request and can be adapted to a specific supervisor, group or call.
Neuro-AI Main proposal
Generative AI for computational modelling of binocular visual processing
Generative models of binocular visual processing whose outputs are validated, uncertainty-aware and interpretable.
Generative AIMultimodal neural signalsUncertainty estimation
Healthcare AI
Trustworthy and explainable machine learning for clinical decision support
Prediction models whose probabilities are well calibrated and whose decisions can be explained to clinicians.
CalibrationExplainable AIClinical tabular data
Medical Imaging
Reliable deep learning for medical image segmentation
Segmentation methods that stay dependable across different data sources and limited annotations.
Semantic segmentationU-NetLimited annotations
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