Novel Cost Function Definition for Minimum-Cost Tractography in MR Diffusion Tensor Imaging.

Abstract:

:Magnetic resonance imaging (MRI) is an established clinical technique that measures diffusion-weighted signals, applied primarily in brain studies. Diffusion tensor imaging (DTI) is a technique that uses the diffusion-weighted signals to obtain information about tissue connectivity, which recently started to become established in clinical use. The extraction of tracts (tractography) is an issue under active research. In this work we present an algorithm for recovering tracts, based on Dijkstra's minimum-cost path. A novel cost definition algorithm is presented that allows tract reconstruction, considering the tract's curvature, as well as its alignment with the diffusion vector field. The proposed cost function is able to adapt to linear, planar, and spherical diffusion. Thus, it can handle issues of fiber crossing, which pose considerable problems to tractography algorithms. A simple method for generating synthetic diffusion - weighted MR signals from known fibers - is also presented and utilized in this work. Results are shown for two (2D)- and three-dimensional (3D) synthetic data, as well as for a clinical MRI-DTI brain study.

journal_name

Adv Exp Med Biol

authors

Delibasis Κ,Aronis C,Fanariotis M,Maglogiannis I

doi

10.1007/978-3-030-32622-7_12

subject

Has Abstract

pub_date

2020-01-01 00:00:00

pages

135-150

eissn

0065-2598

issn

2214-8019

journal_volume

1194

pub_type

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