Author

Toygan Kilic

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Preprint Aug 2026

UMPIRE-Net: Unrolled Magnitude-Phase Regularization Network for Accelerated MRI

This work proposes UMPIRE-Net (Unrolled Magnitude-Phase In REgularization Network), a PD-DL method that introduces separate learned regularizers for magnitude and phase components, together with a novel data-fidelity formulation that enforces measurements consistency.

Mahdi Saberi, Toygan Kilic, Mehmet Akçakaya · 2 citations