SPIRiT: Iterative Self-consistent Parallel Imaging Reconstruction From Arbitrary k-Space

被引:632
作者
Lustig, Michael [1 ,2 ]
Pauly, John M. [2 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[2] Stanford Univ, Dept Elect Engn, Magnet Resonance Syst Res Lab, Stanford, CA 94305 USA
关键词
image reconstruction; autocalibration; parallel imaging; compressed sensing; SENSE; GRAPPA; iterative reconstruction; MRI; TRAJECTORIES; GRAPPA; INTERPOLATION; ARRAY;
D O I
10.1002/mrm.22428
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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. Magn Reson Med 64:457-471, 2010. (C) 2010 Wiley-Liss, Inc.
引用
收藏
页码:457 / 471
页数:15
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