Decoupled automated rotational and translational registration for functional MRI time series data: The DART registration algorithm

被引:91
作者
Maas, LC
Frederick, BD
Renshaw, PF
机构
[1] HARVARD UNIV,MIT,DIV HLTH SCI & TECHNOL,BOSTON,MA 02115
[2] HARVARD UNIV,MIT,DIV HLTH SCI & TECHNOL,CAMBRIDGE,MA 02138
[3] HARVARD UNIV,SCH MED,CONSOLIDATED DEPT PSYCHIAT,BOSTON,MA
关键词
image registration; functional MRI; motion correction; echo-planar imaging;
D O I
10.1002/mrm.1910370119
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 rapid, in-plane image registration algorithm that accurately estimates and corrects for rotational and translational motion is described, This automated, one-pass method achieves its computational efficiency by decoupling the estimation of rotation and translation, allowing the application of rapid crosscorrelation and cross-spectrum techniques for the determination of displacement parameters, k-space regridding and modulation techniques are used for image correction as alternatives to linear interpolation, The performance of this method was analyzed with simulations and echo-planar image data from both phantoms and human subjects, The processing time for image registration on a Hewlett-Packard 735/125 is 7.5 s for a 128 x 128 pixel image and 1.7 s for a 64 x 64 pixel image, Imaging phantom data demonstrate the accuracy of the method (mean rotational error, -0.09 degrees; standard deviation = 0.17 degrees; range, -0.44 degrees to +0.31 degrees; mean translational error = -0.035 pixels; standard deviation = 0.054 pixels; range, -0.16 to +0.06 pixels). Registered human functional imaging data demonstrate a significant reduction in motion artifacts such as linear trends in pixel time series and activation artifacts due to stimulus-correlated motion, The advantages of this technique are its noniterative one-pass nature, the reduction in image degradation as compared to previous methods, and the speed of computation.
引用
收藏
页码:131 / 139
页数:9
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