Towards Brain MRI Foundation Models for the Clinic: Findings from the FOMO25 Challenge

Task-specific supervised models dominate neuroimaging ML, but they degrade on real clinical data and on scans from new sites, vendors, or populations. The root issue is a structural mismatch: clinical workflows generate huge volumes of MRI, yet only a tiny, mostly research-grade fraction is ever…