Title :
Atlas-guided probabilistic diffusion-tensor fiber tractography
Author :
Cook, Philip A. ; Zhang, Hui ; Awate, Suyash P. ; Gee, James C.
Author_Institution :
Dept. of Radiol., Pennsylvania Univ., Philadelphia, PA
Abstract :
We demonstrate the use of a diffusion tensor atlas to perform probabilistic tractography in diffusion tensor data. The tensors from eleven subjects are normalized into a common space by optimizing the similarity between tensors explicitly. The distribution of tensor orientations in the atlas space forms a prior distribution for the fiber orientation that is defined by the local anatomy, in contrast to previous curvature priors that restrict the local curvature of all tracts equally. We demonstrate the method in a single subject and compare tracking with a uniform prior, with a curvature prior, and with the atlas prior. The atlas information allows us to track further along the fornix and cingulum than the other priors.
Keywords :
biomedical MRI; brain; atlas space; cingulum; diffusion tensor atlas; diffusion-weighted MRI; fiber orientation; fornix; probabilistic diffusion-tensor fiber tractography; Anatomy; Bayesian methods; Data acquisition; Eigenvalues and eigenfunctions; Image reconstruction; Magnetic resonance imaging; Radiology; Streaming media; Tensile stress; Uncertainty; Diffusion; atlas; probabilistic tractography; tensor;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-2002-5
Electronic_ISBN :
978-1-4244-2003-2
DOI :
10.1109/ISBI.2008.4541155