Junfeng Xia

Omni-fMRI: A Universal Atlas-Free fMRI Foundation Model

Self-supervised fMRI foundation models have shown promising transfer performance, yet most rely on predefined region-level parcellations that discard fine-grained voxel information and introduce atlas-dependent biases. We propose Omni-fMRI, an atlas-free foundation model that operates directly on vo…