Literature DB >> 18002393

Determination of fiber orientation in MRI diffusion tensor imaging based on higher-order tensor decomposition.

Leslie Lei Ying1, Yi Ming Zou, David P Klemer, Jiun-Jie Wang.   

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.

Mesh:

Year:  2007        PMID: 18002393     DOI: 10.1109/IEMBS.2007.4352727

Source DB:  PubMed          Journal:  Annu Int Conf IEEE Eng Med Biol Soc        ISSN: 2375-7477


  1 in total

1.  Estimation of integral curves from high angular resolution diffusion imaging (HARDI) data.

Authors:  Owen Carmichael; Lyudmila Sakhanenko
Journal:  Linear Algebra Appl       Date:  2015-05-15       Impact factor: 1.401

  1 in total

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