DocumentCode :
2635592
Title :
Recovery of intra-voxel structure from HARD DWI
Author :
Chen, Yunmei ; Guo, Weihong ; Zeng, Qingguo ; He, Guojun ; Vemuri, Baba ; Liu, Yijun
Author_Institution :
Dept. of Math., Florida Univ., FL, USA
fYear :
2004
fDate :
15-18 April 2004
Firstpage :
1028
Abstract :
We present a variational framework for determination of intra-voxel fiber orientations from High Angular Resolution Diffusion-Weighted (HARD) MRI under the assumption of biGaussian diffusion. The approach is simultaneously estimating and regularizing the two tensor fields and the field of the proportionality corresponding to the mixture of two Gaussians. The prior information on location of the voxels with strong isotropic or one-fiber diffusion is incorporated into the energy functional in order to increase the accuracy of the estimations. The prior information on voxel classification is obtained from the spherical harmonic (SH) representation of the apparent diffusion coefficient (ADC) profiles estimated and regularized simultaneously from noisy HARD data. The performance of the proposed model has been evaluated on human HARD MR images, and the experimental results indicate the effectiveness of the model in recovering intra-voxel multi-fiber diffusion.
Keywords :
Gaussian processes; biodiffusion; biomedical MRI; apparent diffusion coefficient; biGaussian diffusion; high angular resolution diffusion-weighted MRI; intra-voxel fiber orientations; intra-voxel structure recovery; spherical harmonic representation; variational method; voxel classification; Character generation; Computed tomography; Equations; Fourier transforms; High-resolution imaging; Image resolution; Microstructure; Performance evaluation; Smoothing methods; Tensile stress;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging: Nano to Macro, 2004. IEEE International Symposium on
Print_ISBN :
0-7803-8388-5
Type :
conf
DOI :
10.1109/ISBI.2004.1398716
Filename :
1398716
Link To Document :
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