2026
A Foundation Model for Brain MRI with Dynamic Modality Integration (Student Abstract)
AAAI 2026technical
We introduce a single–backbone foundation model for brain MRI that supports dynamic modality integration: it operates with arbitrary, possibly unseen, combinations of MRI sequences at pretrain and transfer. The encoder is conditioned by text-derived modality embeddings via conditional layer normaliz