Evaluating the Generalization of Neuroimaging Foundation Models on African Brain MRI
It is suggested that these frozen neuroimaging foundation models are insufficient for fine-grained diagnostic classification in small, non-western clinical cohorts, motivating parameter-efficient adaptation and broader multi-site external validation for equitable deployment in global health settings.