To improve the quality and speed of 3D MRF, we applied spatiotemporal subspace reconstruction to 3D MRF and further modified its spiral-projection spatiotemporal encoding scheme. When compared to conventional sliding-window iNUFFT reconstruction, the subspace reconstruction provided markedly improved quantitative maps, with lower artifacts and higher SNR. The optimized spiral-projection encoding scheme, which was designed to increase spatiotemporal incoherency, was also validated to be more robust to artifacts, particularly at high accelerations. The proposed method enables high-quality whole-brain T1, T2, and proton density mapping with 1-mm isotropic resolution in 2 minutes and 0.8-mm isotropic resolution in ~4minutes.
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