Nature Machine Intelligence, Published online: 13 October 2026; doi:10.1038/s42256-026-01310-z

Cao et al. present AMIFound, a foundation model that unifies medical image restoration across seven imaging modalities, delivering robust enhancement across diverse degradations and preserving clinically relevant information for diagnosis.