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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Athira J. Jacob

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Preprint Sep 2026

CMRVision: A Foundation Model for Cardiac MR Image Analysis

CMRVision, a CMR-specific foundation model trained using DINOv3-style self-supervised learning on a multi-center, multi-sequence cohort of 36 million CMR images, is introduced and the potential of CMRVision to support robust and generalizable cardiac MRI analysis across multiple sequences and views is highlighted.

Athira J. Jacob, Puneet Sharma, D. Rueckert · 0 citations
#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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