Segmentation of thin structures in volumetric medical images

被引:15
作者
Holtzman-Gazit, M [1 ]
Kimmel, R
Peled, N
Goldsher, D
机构
[1] Technion Israel Inst Technol, Dept Elect Engn, IL-32000 Haifa, Israel
[2] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
[3] Lady Davis Carmel Med Ctr, IL-32000 Haifa, Israel
[4] Technion Israel Inst Technol, Fac Med, IL-32000 Haifa, Israel
[5] Rambam Med Ctr, IL-32000 Haifa, Israel
关键词
active contours; deformable models; energy minimization; image segmentation; level sets; variational principle;
D O I
10.1109/tip.2005.860624
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a new segmentation method for extracting thin structures embedded in three-dimensional medical images based on modern variational principles. We demonstrate the importance of the edge alignment and homogeneity terms in the segmentation of blood vessels and vascular trees. For that goal, the Chan-Vese minimal variance method is combined with the boundary alignment, and the geodesic active surface models. An efficient numerical scheme is proposed. In order to simultaneously detect a number of different objects in the image, a hierarchal approach is applied.
引用
收藏
页码:354 / 363
页数:10
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