A Plug-and-Play Method for Guided Multi-contrast MRI Reconstruction based on Content/Style Modeling

no code implementations • 20 Sep 2024 • Chinmay Rao, Matthias Van Osch, Nicola Pezzotti, Jeroen de Bresser, Laurens Beljaards, Jakob Meineke, Elwin de Weerdt, Huangling Lu, Mariya Doneva, Marius Staring

Furthermore, its practicality is demonstrated on the NYU fastMRI DICOM dataset and two in-house multi-coil raw datasets, obtaining up to 32. 6% more acceleration over learning-based non-guided reconstruction for a given SSIM.

Anatomy Diagnostic +3

High-fidelity Direct Contrast Synthesis from Magnetic Resonance Fingerprinting

no code implementations • 21 Dec 2022 • Ke Wang, Mariya Doneva, Jakob Meineke, Thomas Amthor, Ekin Karasan, Fei Tan, Jonathan I. Tamir, Stella X. Yu, Michael Lustig

Here we propose a supervised learning-based method that directly synthesizes contrast-weighted images from the MRF data without going through the quantitative mapping and spin-dynamics simulation.

Generative Adversarial Network Magnetic Resonance Fingerprinting +1