Title :
A fast and robust ODF estimation algorithm in Q-ball imaging
Author :
Descoteaux, Maxime ; Angelino, Elaine ; Fitzgibbons, Shaun ; Deriche, Rachid
Author_Institution :
INRIA
Abstract :
We propose a simple and straightforward analytic solution for the Q-ball reconstruction of the diffusion orientation distribution function (ODF) of the underlying fiber population. First, the signal is modeled with a high order spherical harmonic series using a Laplace-Beltrami regularization method which leads to an elegant mathematical simplification of the Funk-Radon transform using the Funk-Hecke formula. In doing so, we obtain a fast and robust model-free ODF approximation. We validate the accuracy of the estimation quantitatively against synthetic data generated from the multi-tensor model and show that our estimated ODF can recover known multiple fiber regions in a biological phantom and in the human brain
Keywords :
biomedical MRI; brain; estimation theory; image reconstruction; medical image processing; phantoms; Funk-Hecke formula; Funk-Radon transform; Laplace-Beltrami regularization method; Q-ball imaging; Q-ball reconstruction; biological phantom; diffusion orientation distribution function; fast ODF estimation algorithm; human brain; multiple fiber regions; multitensor model; robust ODF estimation algorithm; spherical harmonic series; Biological system modeling; Diffusion tensor imaging; Distribution functions; High-resolution imaging; Humans; Image reconstruction; Image resolution; Magnetic resonance imaging; Robustness; Signal resolution;
Conference_Titel :
Biomedical Imaging: Nano to Macro, 2006. 3rd IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-9576-X
DOI :
10.1109/ISBI.2006.1624857