Title :
Determination of Fiber Orientation in MRI Diffusion Tensor Imaging Based on Higher-Order Tensor Decomposition
Author :
Ying, L. ; Yi Ming Zou ; Klemer, D.P. ; Jiun-Jie Wang
Author_Institution :
Univ. of Wisconsin-Milwaukee, Milwaukee
Abstract :
High angular resolution diffusion imaging (HARDI) techniques have been used for resolving multiple fiber directions within a voxel. Using HARDI, a high-order tensor can be obtained through generalized diffusion tensor imaging (GDTI). In this paper, based on the decomposition of the high-order diffusion tensors, a mathematical technique is presented which permits accurate resolution of multiple, randomly-oriented fiber tracts within tissue. A sequence of pseudo-eigenvalues and pseudo-eigenvectors are derived from the diffusion tensor through successive application of a best least-square rank-1 tensor approximation. These pseudo-eigenvalues and pseudo-eigenvectors are used to identify the major fiber directions within an individual image voxel. Results of a numerical simulation are presented to demonstrate the technique.
Keywords :
biological tissues; biomedical MRI; eigenvalues and eigenfunctions; tensors; MRI diffusion tensor imaging; fiber orientation; generalized diffusion tensor imaging; high angular resolution diffusion imaging techniques; higher-order tensor decomposition; pseudoeigenvalues; pseudoeigenvectors; randomly-oriented fiber tracts; Biomedical imaging; Diffusion tensor imaging; Eigenvalues and eigenfunctions; Equations; High-resolution imaging; Image resolution; Magnetic resonance imaging; Numerical simulation; Optical imaging; Tensile stress; Algorithms; Brain Mapping; Data Interpretation, Statistical; Diffusion; Diffusion Magnetic Resonance Imaging; Humans; Image Enhancement; Image Processing, Computer-Assisted; Imaging, Three-Dimensional; Models, Statistical; Models, Theoretical; Normal Distribution; Time Factors;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4352727