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
相关论文
共 50 条
  • [1] Artificial neural network for suppression of banding artifacts in balanced steady-state free precession MRI
    Kim, Ki Hwan
    Park, Sung-Hong
    MAGNETIC RESONANCE IMAGING, 2017, 37 : 139 - 146
  • [2] On the application of balanced steady-state free precession to MR microscopy
    Baer, Sebastien
    Oerther, Thomas
    Weigel, Matthias
    Mueller, Angelina
    Hucker, Patrick
    Korvink, Jan G.
    Ko, Cheng-Wen
    Wapler, Matthias C.
    Leupold, Jochen
    MAGNETIC RESONANCE MATERIALS IN PHYSICS BIOLOGY AND MEDICINE, 2019, 32 (04) : 437 - 447
  • [3] Spiral balanced steady-state free precession cardiac imaging
    Nayak, KS
    Hargreaves, BA
    Hu, BS
    Nishimura, DG
    Pauly, JM
    Meyer, CH
    MAGNETIC RESONANCE IN MEDICINE, 2005, 53 (06) : 1468 - 1473
  • [4] FMRI using balanced steady-state free precession (SSFP)
    Miller, Karla L.
    NEUROIMAGE, 2012, 62 (02) : 713 - 719
  • [5] On the application of balanced steady-state free precession to MR microscopy
    Sébastien Bär
    Thomas Oerther
    Matthias Weigel
    Angelina Müller
    Patrick Hucker
    Jan G. Korvink
    Cheng-Wen Ko
    Matthias C. Wapler
    Jochen Leupold
    Magnetic Resonance Materials in Physics, Biology and Medicine, 2019, 32 : 437 - 447
  • [6] Concomitant gradient field effects in balanced steady-state free precession
    Sica, Christopher T.
    Meyer, Craig H.
    MAGNETIC RESONANCE IN MEDICINE, 2007, 57 (04) : 721 - 730
  • [7] Pure balanced steady-state free precession imaging (pure bSSFP)
    Schaeper, Jessica
    Bauman, Grzegorz
    Ganter, Carl
    Bieri, Oliver
    MAGNETIC RESONANCE IN MEDICINE, 2022, 87 (04) : 1886 - 1893
  • [8] Motion resilience of the balanced steady-state free precession geometric solution
    Hoff, Michael N.
    Xiang, Qing-San
    Cross, Nathan M.
    Hippe, Daniel
    Andre, Jalal B.
    MAGNETIC RESONANCE IN MEDICINE, 2023, 89 (01) : 192 - 204
  • [9] Optimized balanced steady-state free precession magnetization transfer Imaging
    Bieri, O.
    Scheffler, K.
    MAGNETIC RESONANCE IN MEDICINE, 2007, 58 (03) : 511 - 518
  • [10] Multiple Repetition Time Balanced Steady-State Free Precession Imaging
    Cukur, Tolga
    Nishimura, Dwight G.
    MAGNETIC RESONANCE IN MEDICINE, 2009, 62 (01) : 193 - 204