DocumentCode :
1757261
Title :
Simultaneous Multi-Scale Diffusion Estimation and Tractography Guided by Entropy Spectrum Pathways
Author :
Galinsky, Vitaly L. ; Frank, Lawrence R.
Author_Institution :
Electr. & Comput. Eng. Dept., Univ. of California at San Diego, La Jolla, CA, USA
Volume :
34
Issue :
5
fYear :
2015
fDate :
42125
Firstpage :
1177
Lastpage :
1193
Abstract :
We have developed a method for the simultaneous estimation of local diffusion and the global fiber tracts based upon the information entropy flow that computes the maximum entropy trajectories between locations and depends upon the global structure of the multi-dimensional and multi-modal diffusion field. Computation of the entropy spectrum pathways requires only solving a simple eigenvector problem for the probability distribution for which efficient numerical routines exist, and a straight forward integration of the probability conservation through ray tracing of the convective modes guided by a global structure of the entropy spectrum coupled with a small scale local diffusion. The intervoxel diffusion is sampled by multi b-shell multi q-angle diffusion weighted imaging data expanded in spherical waves. This novel approach to fiber tracking incorporates global information about multiple fiber crossings in every individual voxel and ranks it in the most scientifically rigorous way. This method has potential significance for a wide range of applications, including studies of brain connectivity.
Keywords :
biodiffusion; biomedical MRI; brain; eigenvalues and eigenfunctions; entropy; medical image processing; neurophysiology; probability; brain connectivity; convective modes; entropy spectrum pathways; global fiber; information entropy; intervoxel diffusion; local diffusion; multib-shell multiq-angle diffusion weighted imaging data; multidimensional diffusion field; multimodal diffusion field; multiple fiber crossings; numerical routines; probability conservation; probability distribution; ray tracing; simple eigenvector problem; simultaneous multiscale diffusion estimation; spherical waves; straight forward integration; tractography; Couplings; Density functional theory; Diffusion tensor imaging; Entropy; Estimation; Lattices; Brain connectivity; diffusion weighted imaging (DWI); fiber tractography; magnetic resonance imaging (MRI);
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2014.2380812
Filename :
6985622
Link To Document :
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