Sutton Bradley P, Noll Douglas C, Fessler Jeffrey A
Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109-2108, USA.
IEEE Trans Med Imaging. 2003 Feb;22(2):178-88. doi: 10.1109/tmi.2002.808360.
In magnetic resonance imaging, magnetic field inhomogeneities cause distortions in images that are reconstructed by conventional fast Fourier trasform (FFT) methods. Several noniterative image reconstruction methods are used currently to compensate for field inhomogeneities, but these methods assume that the field map that characterizes the off-resonance frequencies is spatially smooth. Recently, iterative methods have been proposed that can circumvent this assumption and provide improved compensation for off-resonance effects. However, straightforward implementations of such iterative methods suffer from inconveniently long computation times. This paper describes a tool for accelerating iterative reconstruction of field-corrected MR images: a novel time-segmented approximation to the MR signal equation. We use a min-max formulation to derive the temporal interpolator. Speedups of around 60 were achieved by combining this temporal interpolator with a nonuniform fast Fourier transform with normalized root mean squared approximation errors of 0.07%. The proposed method provides fast, accurate, field-corrected image reconstruction even when the field map is not smooth.
在磁共振成像中,磁场不均匀性会导致通过传统快速傅里叶变换(FFT)方法重建的图像出现失真。目前使用了几种非迭代图像重建方法来补偿场不均匀性,但这些方法假设表征失谐频率的场图在空间上是平滑的。最近,有人提出了迭代方法,这些方法可以规避这一假设,并为失谐效应提供更好的补偿。然而,这种迭代方法的直接实现存在计算时间过长的问题。本文介绍了一种用于加速场校正磁共振图像迭代重建的工具:一种对磁共振信号方程的新颖的时间分段近似。我们使用最小-最大公式来推导时间内插器。通过将这种时间内插器与具有0.07%归一化均方根近似误差的非均匀快速傅里叶变换相结合,实现了约60倍的加速。即使场图不平滑,所提出的方法也能提供快速、准确的场校正图像重建。