Self-supervised Pre-training Helps Retinal Disease Progression Modelling Most When Data Is Scarce

Ifeoma Veronica Nwabufo, Julius Gervelmeyer, Sarah Müller +1

Modelling how a disease progresses over time requires longitudinal imaging cohorts, which are scarce and small, whereas cross-sectional data -- one image per participant -- is abun…