This study uses two large fundus cohorts to show that retinal foundation models generalize well across populations but exhibit age-related fairness gaps. It highlights how pre-training data composition shapes model generalisability and fairness.
- Yukun Zhou
- Zheyuan Wang
- Pearse A. Keane
