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A model-based 3D phase unwrapping algorithm using Gegenbauer polynomials.

机译:一种基于模型的3D相位展开算法,使用Gegenbauer多项式。

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The application of a two-dimensional (2D) phase unwrapping algorithm to a three-dimensional (3D) phase map may result in an unwrapped phase map that is discontinuous in the direction normal to the unwrapped plane. This work investigates the problem of phase unwrapping for 3D phase maps. The phase map is modeled as a product of three one-dimensional Gegenbauer polynomials. The orthogonality of Gegenbauer polynomials and their derivatives on the interval [-1, 1] are exploited to calculate the expansion coefficients. The algorithm was implemented using two well-known Gegenbauer polynomials: Chebyshev polynomials of the first kind and Legendre polynomials. Both implementations of the phase unwrapping algorithm were tested on 3D datasets acquired from a magnetic resonance imaging (MRI) scanner. The first dataset was acquired from a homogeneous spherical phantom. The second dataset was acquired using the same spherical phantom but magnetic field inhomogeneities were introduced by an external coil placed adjacent to the phantom, which provided an additional burden to the phase unwrapping algorithm. Then Gaussian noise was added to generate a low signal-to-noise ratio dataset. The third dataset was acquired from the brain of a human volunteer. The results showed that Chebyshev implementation and the Legendre implementation of the phase unwrapping algorithm give similar results on the 3D datasets. Both implementations of the phase unwrapping algorithm compare well to PRELUDE 3D, 3D phase unwrapping software well recognized for functional MRI.
机译:的二维(2D)相位展开算法在三维(3D)的相位图中的应用可能导致展开的相位图,是在沿垂直于展开面不连续的。这项工作调查的相位展开三维相图的问题。相位图被建模为三个一维盖根鲍尔多项式的乘积。盖根鲍尔多项式和它们的衍生物的对间隔的正交[-1,1]被利用以计算膨胀系数。第一种和勒让德多项式的切比雪夫多项式:该算法使用两个知名盖根鲍尔多项式实现。相位解缠算法的两种实现从一磁共振成像(MRI)扫描仪获得的3D数据集进行了测试。该第一数据集是从均匀的球形幻象获取。第二数据集使用相同的球形幻象获取但磁场不均匀性是由一个外部引入线圈相邻配置的幻象,这提供了额外的负担,以相位解缠算法。然后加入高斯噪声,以产生低信噪比数据集。第三个数据集是从人类志愿者的大脑获得的。结果表明,切比雪夫实施和执行勒让德相位展开的三维数据集的算法给出类似的结果。相位展开算法的两种实现比较好于PRELUDE 3D,以及公认的功能性磁共振成像的三维相位展开软件。

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