A model-based method for retrospective correction of geometric distortions in diffusion-weighted EPI

被引:215
作者
Andersson, JLR [1 ]
Skare, S [1 ]
机构
[1] Karolinska MR Res Ctr, S-17176 Stockholm, Sweden
关键词
D O I
10.1006/nimg.2001.1039
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The self-diffusion tensor may be calculated from several echo-planar image acquisitions preceded by different diffusion gradients. Unfortunately, these diffusion gradients cause geometric distortion that must be corrected before estimation of the tensor. In the present paper we suggest and implement a method for retrospective correction of these distortions firmly based on a physical model for the diffusion-weighted images. This method simultaneously estimates subject movement and distortion parameters by finding the set of parameters that minimizes residual error when fitting data to the diffusion tensor model. We show how this notion can be formalized as a quadratic form thereby facilitating the implementation of a rapid algorithm. In addition, we suggest models for how distortions vary with slice position and gradient direction that allow us to substantially reduce the dimensionality of the parameter space. Our results indicate that we are able to estimate both eddy current-induced distortion and subject movement directly from the data without need of any additional measurements. (C) 2002 Elsevier Science (USA).
引用
收藏
页码:177 / 199
页数:23
相关论文
共 35 条
[1]   Elimination of eddy current artifacts in diffusion-weighted echo-planar images: The use of bipolar gradients [J].
Alexander, AL ;
Tsuruda, JS ;
Parker, DL .
MAGNETIC RESONANCE IN MEDICINE, 1997, 38 (06) :1016-1021
[2]  
ANDERSSON JLR, 1995, J NUCL MED, V36, P1307
[3]  
ANDERSSON JLR, 1995, J NUCL MED, V36, P657
[4]   Modeling geometric deformations in EPI time series [J].
Andersson, JLR ;
Hutton, C ;
Ashburner, J ;
Turner, R ;
Friston, K .
NEUROIMAGE, 2001, 13 (05) :903-919
[5]   How to obtain high-accuracy image registration: application to movement correction of dynamic positron emission tomography data [J].
Andersson, JLR .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE, 1998, 25 (06) :575-586
[6]   A multivariate approach to registration of dissimilar tomographic images [J].
Andersson, JLR ;
Thurfjell, L .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE, 1999, 26 (07) :718-733
[7]  
[Anonymous], 1999, APPL MULTIVARIATE AN
[8]  
Ashburner J, 2000, MED RAD DIA IMG, P285
[9]   Multimodal image coregistration and partitioning - A unified framework [J].
Ashburner, J ;
Friston, K .
NEUROIMAGE, 1997, 6 (03) :209-217
[10]  
Ashburner J, 1999, HUM BRAIN MAPP, V7, P254, DOI 10.1002/(SICI)1097-0193(1999)7:4<254::AID-HBM4>3.0.CO