Parameter Estimation Approach to Banding Artifact Reduction in Balanced Steady-State Free Precession

被引:28
|
作者
Bjork, Marcus [1 ]
Ingle, R. Reeve [2 ]
Gudmundson, Erik [3 ]
Stoica, Petre [1 ]
Nishimura, Dwight G. [2 ]
Barral, Joelle K. [2 ]
机构
[1] Uppsala Univ, Dept Informat Technol, SE-75105 Uppsala, Sweden
[2] Stanford Univ, Dept Elect Engn, Magnet Resonance Syst Res Lab, Stanford, CA 94305 USA
[3] Lund Univ, Ctr Math Sci, Lund, Sweden
基金
欧洲研究理事会; 美国国家卫生研究院;
关键词
parameter estimation; bSSFP; off-resonance; banding artifacts; LORE; OFF-RESONANCE; PHASE; T-2; QUANTIFICATION; ACQUISITION;
D O I
10.1002/mrm.24986
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
Purpose: The balanced steady-state free precession (bSSFP) pulse sequence has shown to be of great interest due to its high signal-to-noise ratio efficiency. However, bSSFP images often suffer from banding artifacts due to off-resonance effects, which we aim to minimize in this article. Methods: We present a general and fast two-step algorithm for 1) estimating the unknowns in the bSSFP signal model from multiple phase-cycled acquisitions, and 2) reconstructing band-free images. The first step, linearization for off-resonance estimation (LORE), solves the nonlinear problem approximately by a robust linear approach. The second step applies a Gauss-Newton algorithm, initialized by LORE, to minimize the nonlinear least squares criterion. We name the full algorithm LORE-GN. Results: We derive the Cramer-Rao bound, a theoretical lower bound of the variance for any unbiased estimator, and show that LORE-GN is statistically efficient. Furthermore, we show that simultaneous estimation of T-1 and T-2 from phase-cycled bSSFP is difficult, since the Cramer-Rao bound is high at common signal-to-noise ratio. Using simulated, phantom, and in vivo data, we illustrate the band-reduction capabilities of LORE-GN compared to other techniques, such as sum-of-squares. Conclusion: Using LORE-GN we can successfully minimize banding artifacts in bSSFP. (C) 2013 Wiley Periodicals, Inc.
引用
收藏
页码:880 / 892
页数:13
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