Vessel enhancing diffusion - A scale space representation of vessel structures

被引:178
作者
Manniesing, Rashindra
Viergever, Max A.
Niessen, Wiro J.
机构
[1] Univ Utrecht, Image Sci Inst, Med Ctr, NL-3584 CX Utrecht, Netherlands
[2] Erasmus MC Univ Med Ctr Rotterdam, Biomed Imaging Grp Rotterdam, Dept Med Informat & Radiol, NL-3015 GE Rotterdam, Netherlands
关键词
scale space; non-linear anisotropic diffusion; vessel enhancing diffusion (VED); computed tomography angiography (CTA);
D O I
10.1016/j.media.2006.06.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method is proposed to enhance vascular structures within the framework of scale space theory. We combine a smooth vessel filter which is based on a geometrical analysis of the Hessian's eigensystem, with a non-linear anisotropic diffusion scheme. The amount and orientation of diffusion depend on the local vessel likeliness. Vessel enhancing diffusion (VED) is applied to patient and phantom data and compared to linear, regularized Perona-Malik, edge and coherence enhancing diffusion. The method performs better than most of the existing techniques in visualizing vessels with varying radii and in enhancing vessel appearance. A diameter study on phantom data shows that VED least affects the accuracy of diameter measurements. It is shown that using VED as a preprocessing step improves level set based segmentation of the cerebral vasculature, in particular segmentation of the smaller vessels of the vasculature. (C) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:815 / 825
页数:11
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