Single and Multi Diffusion-Tensor Based Kernels for Anisotropic Filtering of Brain DW-MR Images

被引:0
|
作者
Ramirez-Manzanares, Alonso [1 ]
Rafael-Patino, Jonathan [2 ]
机构
[1] Univ Guanajuato, Dept Matemat, Callejo Jalisco S-N, Guanajuato, Gto, Mexico
[2] Univ Guanajuato, Div CN & E, Guanajuato, Gto, Mexico
关键词
REGULARIZATION; PDES;
D O I
10.1109/CERMA.2010.113
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Diffusion Weighted Magnetic Resonance Imaging is widely used to study the structure of the fiber pathways of brain white matter. Though, the recovered axon orientations could be prone to error because of the low signal to noise ratio. Spatial regularization can improve the estimations but it must be done carefully such that real information is not removed and false orientations are not introduced. In this work we investigate the advantages to apply an anisotropic filtering based on single and multiple axon bundle orientation kernels. To this aim, we compute local diffusion kernels based on Diffusion Tensor and multi Diffusion Tensor models. We show the benefits of our approach on three different types of DW-MRI Data: synthetic, in vivo human data, and acquired from a diffusion phantom.
引用
收藏
页码:399 / 404
页数:6
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