3D MRI Image Pretraining via Controllable 2D Slice Navigation Task

arXiv:2605.06487v1 Announce Type: cross Abstract: Self-supervised pretraining has become the mainstream approach for learning MRI representations from unlabeled scans. However, most existing objectives still treat each scan primarily as static aggregations of slices, patches or volumes. We ask...