Analytical computation of the eigenvalues and eigenvectors in DT-MRI

被引:101
作者
Hasan, KM [1 ]
Basser, PJ
Parker, DL
Alexander, AL
机构
[1] Univ Wisconsin, Dept Med Phys, Madison, WI 53705 USA
[2] Univ Wisconsin, Dept Psychiat, Madison, WI 53705 USA
[3] Univ Wisconsin, WM Keck Lab Funct Brain Imaging & Behav, Madison, WI 53705 USA
[4] NIH, Lab Integrat & Med Biophys, Bethesda, MD 20892 USA
[5] Univ Utah, Dept Radiol, Salt Lake City, UT 84132 USA
关键词
analytical; diffusion tensor; eigenvalues; eigenvectors;
D O I
10.1006/jmre.2001.2400
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
In this paper a noniterative algorithm to be used for the analytical determination of the sorted eigenvalues and corresponding orthonormalized eigenvectors obtained by diffusion tensor magnetic resonance imaging (DT-MRI) is described. The algorithm uses the three invariants of the raw water spin self-diffusion tensor represented by a 3 x 3 positive definite matrix and certain mat functions that do not require iteration. The implementation requires a positive definite mask to preserve the physical meaning of the eigenvalues. This algorithm can increase the speed of eigenvalue/eigenvector calculations by a factor of 5-40 over standard iterative Jacobi or singular-value decomposition techniques. This approach may accelerate the computation of eigenvalues, eigenvalue-dependent metrics, and eigenvectors especially when having high-resolution measurements with large numbers of slices and large fields of view. (C) 2001 Academic Press.
引用
收藏
页码:41 / 47
页数:7
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