Active Sampling for MRI-based Sequential Decision Making

Exploring foci of: arXiv (Cornell University) Active Sampling for MRI-based Sequential Decision Making May 2025 • Yuning Du, Jingshuai Liu, Rohan Dharmakumar, Sotirios A. Tsaftaris Despite the superior diagnostic capability of Magnetic Resonance Imaging (MRI), its use as a Point-of-Care (PoC) device remains limited by high cost and complexity. To enable such a future by reducing the magnetic field strength, one key approach will be to improve sampling strategies. Previous work has shown that it is possible to make diagnostic decisions directly from k-space with fewer samples. Such work shows that single diagnostic decisions can be made, but if we aspire to see MRI as a true PoC, multiple and… Open Article Page

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