Title :
Direct reconstruction of fibre orientation using discrete ground truth interpolation
Author :
Neuman, Bartosz P. ; Tench, Christopher ; Bai, Li
Author_Institution :
Sch. of Comput. Sci., Univ. of Nottingham, Nottingham, UK
Abstract :
In this paper we present a novel approach to extracting fibre orientation information from the diffusion signal. We start the process by expanding the diffusion signal using spherical harmonics (SH) basis. In theory, this could lead to a mapping between SH coefficients and fibre orientations. In practice, finding such a mapping is non-trivial. Instead, we simulate the diffusion signal for a limited set of fibres (n different fibres with up to m fibre crossings) and store their corresponding SH coefficients in a database. We show that with such a database it is possible to find the precomputed fibre configuration closest to any SH expansion.
Keywords :
biodiffusion; biomedical MRI; feature extraction; interpolation; medical signal processing; signal reconstruction; diffusion signal; diffusion weighted imaging; discrete ground truth interpolation; feature extraction; fibre orientation direct reconstruction; m-fibre crossings; spherical harmonic basis; spherical harmonic coefficients; spherical harmonic expansion; Biomedical imaging; Databases; Image resolution; Magnetic resonance; Magnetic resonance imaging; Tensile stress; diffusion weighted imaging; fibre orientation reconstruction; spherical harmonics expansion;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235473