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D. Comaniciu

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#artificial intelligence Preprint Aug 2026

MR-JEPA: A General Purpose Video Foundation Model for Cardiac MRI

MR-JEPA is presented, a self-supervised video foundation model for CMR that extends LeJEPA to 3D spatiotemporal inputs through tubelet tokenization, spatiotemporal masking augmentation, and initialization from a 2D CMR foundation model.

Athira J. Jacob, Puneet Sharma, D. Comaniciu et al. · 0 citations

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