Title :
Fiber Continuity: An Anisotropic Prior for ODF Estimation
Author :
Reisert, Marco ; Kiselev, Valerij G.
Author_Institution :
Dept. of Radiol., Med. Phys., Univ. Med. Center Freiburg, Freiburg, Germany
fDate :
6/1/2011 12:00:00 AM
Abstract :
The accurate and reliable estimation of fiber orientation distributions, based on diffusion-sensitized magnetic resonance images is a major prerequisite for tractography algorithms or any other derived statistical analysis. In this work, we formulate the principle of fiber continuity (FC), which is based on the simple observation that the imaging of fibrous tissue implies certain expectations for the measured images. From this principle we derive a prior for the estimation of fiber orientation distributions based on high angular resolution diffusion imaging (HARDI). We demonstrate on simulated, phantom, and in vivo data the superiority of the proposed approach. Further, we propose another application of the FC principle, named FC flow, a method to resolve complex crossing regions solely based on diffusion tensor imaging (DTI). The idea is to infer directional information in crossing regions from adjacent anisotropic areas.
Keywords :
biomedical MRI; medical image processing; phantoms; HARDI method; ODF estimation; anisotropic prior; diffusion tensor imaging; diffusion-sensitized magnetic resonance image; fiber continuity; fiber orientation distribution; high angular resolution diffusion imaging; phantom; tractography algorithm; Deconvolution; Equations; Estimation; Phantoms; Signal to noise ratio; Smoothing methods; Anisotropic diffusion; Q-ball; diffusion tensor imaging; high angular resolution diffusion imaging; orientation distribution functions; spherical deconvolution; Algorithms; Anisotropy; Brain; Diffusion Tensor Imaging; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Nerve Fibers; Phantoms, Imaging; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2011.2112769