Model-based detection of tubular structures in 3D images

被引:317
作者
Krissian, K
Malandain, G
Ayache, N
Vaillant, R
Trousset, Y
机构
[1] INRIA, Epidaure Project, F-06902 Sophia Antipolis, France
[2] Gen Elect Med Syst, F-78533 Buc, France
关键词
filtering; vessel detection; multiscale analysis; segmentation;
D O I
10.1006/cviu.2000.0866
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Detection of tubular structures in 3D images is an important issue for vascular medical imaging. We present in this paper a new approach for centerline detection and reconstruction of 3D tubular structures. Several models of vessels are introduced for estimating the sensitivity of the image second-order derivatives according to elliptical cross section, to curvature of the axis, or to partial volume effects. Our approach uses a multiscale analysis for extracting vessels of different sizes according to the scale. For a given model of vessel, we derive an analytic expression of the relationship between the radius of the structure and the scale at which it is detected, The algorithm gives both centerline extraction and radius estimation of the vessels allowing their reconstruction. The method has been tested on synthetic images, an image of a phantom, and real images, with encouraging results. (C) 2000 Academic Press.
引用
收藏
页码:130 / 171
页数:42
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