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SPIRiT: Iterative self‐consistent parallel imaging reconstruction from arbitrary <i>k</i>‐space

Magnetic Resonance in Medicine · 2010 · Vol. 64(2) · pp. 457–471
Michael LustigJohn M. Pauly

Abstract

A new approach to autocalibrating, coil-by-coil parallel imaging reconstruction, is presented. It is a generalized reconstruction framework based on self-consistency. The reconstruction problem is formulated as an optimization that yields the most consistent solution with the calibration and acquisition data. The approach is general and can accurately reconstruct images from arbitrary k-space sampling patterns. The formulation can flexibly incorporate additional image priors such as off-resonance correction and regularization terms that appear in compressed sensing. Several iterative strategies to solve the posed reconstruction problem in both image and k-space domain are presented. These are based on a projection over convex sets and conjugate gradient algorithms. Phantom and in vivo studies demonstrate efficient reconstructions from undersampled Cartesian and spiral trajectories. Reconstructions that include off-resonance correction and nonlinear l(1)-wavelet regularization are also demonstrated.

Advanced MRI Techniques and ApplicationsMedical Imaging Techniques and ApplicationsAtomic and Subatomic Physics ResearchIterative reconstructionImaging phantomRegularization (linguistics)Compressed sensingComputer scienceAlgorithmInverse problemIterative methodk-spaceConjugate gradient method

MeSH terms

AlgorithmsHumansImage EnhancementImage Interpretation, Computer-AssistedMagnetic Resonance ImagingSensitivity and SpecificityReproducibility of ResultsPhantoms, Imaging
Citations
810
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