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Dyadic Tensor-Based Interpolation of Tensor Orientation: Application to Cardiac DT-MRI

机译:基于二元张于张解定向的张力插值:在心脏DT-MRI的应用

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Objective: To develop an accurate and mathematically unambiguous method for interpolation of tensor orientation, specifically for the interpolation of cardiac microstructural orientation. Methods: A dyadic tensor-based (DY) orientation interpolation method, which sidesteps the eigenvector sign ambiguity problem by interpolating between the dyadic tensors of eigenvectors, is proposed and evaluated. The quaternion-based (QT) orientation interpolation method, which interpolates along the minimum rotation path between tensor orientations, is also revised and evaluated. DY and QT are compared to conventional tensor-based interpolation methods using both synthetic and cardiac DT-MRI data. Results: All methods (except QT) perform similarly well for recovery of the primary eigenvector. DY has significantly less bias than all other methods for recovery of the secondary and tertiary eigenvector, which is especially important for interpolating myolaminar sheet orientation. Conclusion: DY is a fast, commutative, and mathematically unambiguous tensor orientation interpolation method that accurately interpolates cardiac microstructural orientation.
机译:目的:开发一种准确和数学上明确的方法,用于翻译张量取向,专门用于心脏微观结构取向的插值。方法:提出并评估了一种基于二元张量(Dy)取向插值方法,其通过在特征向量的二元张量之间插值来掩除特征向量歧义问题。还修改和评估了沿着张量方向之间的最小旋转路径插值的四元基(Qt)取向插值方法。使用合成和心脏DT-MRI数据与常规的张量的内插方法进行比较。结果:所有方法(QT除外)同样表现出恢复主特征向量。 Dy的偏差显着较小,而是恢复二级和三级特征向量的所有其他方法,这对于插入肌鼠米兰片取向尤为重要。结论:Dy是一种快速,交换和数学上明确的张量方向的插值方法,可准确地插入心脏微观结构取向。

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