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Robust motion correction for functional magnetic resonance imaging

机译:功能磁共振成像的鲁棒运动校正

摘要

A computer-implemented method to correct motion and interpolation effects for functional magnetic resonance imaging (fMRI) analysis is provided. The method estimates the motion on every voxel of the data and removes those effects to leave a residual signal that can be analyzed to high accuracy. The estimation of the motion includes solving a normal matrix equation based on the local translational motion of each voxel of the head, and a regularization parameter that depends on the local spatial structure of the head. Methods to regularize a matrix from the normal equation using the regularization parameter are also provided. A rolling filter implementation for real-time processing and motion correction is provided.
机译:提供了一种计算机实现的方法,用于校正功能磁共振成像(fMRI)分析的运动和插值效果。该方法估计数据每个体素上的运动,并消除那些影响,以留下可以高精度分析的残留信号。运动的估计包括基于头部的每个体素的局部平移运动以及取决于头部的局部空间结构的正则化参数来求解法线矩阵方程。还提供了使用正则化参数从正态方程式对矩阵进行正则化的方法。提供了用于实时处理和运动校正的滚动滤波器实现。

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