A novel automatic algorithm for the segmentation of the lumen of the carotid artery in ultrasound B-mode images

被引:41
|
作者
Santos, Andre Miguel F. [1 ]
dos Santos, Rosa Maria [2 ]
Castro, Pedro Miguel A. C. [2 ]
Azevedo, Elsa [2 ]
Sousa, Luisa [3 ]
Tavares, Joao Manuel R. S. [1 ]
机构
[1] Univ Porto, Fac Engn, Inst Engn Mecan & Gestao Ind, P-4200465 Oporto, Portugal
[2] Univ Porto, Fac Med, Hosp Sao Joao, Dept Neurol, P-4200319 Oporto, Portugal
[3] Univ Porto, Fac Engn, Inst Engn Mecan IDMEC Polo FEUP, P-4200465 Oporto, Portugal
关键词
Medical imaging; Ultrasound imaging; Internal and external carotid arteries; Image segmentation; Chan-Vese model; INTIMA-MEDIA THICKNESS; DIAGNOSIS; REGION; SYSTEM; WALL;
D O I
10.1016/j.eswa.2013.06.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel algorithm is proposed for the segmentation of the lumen and bifurcation boundaries of the carotid artery in B-mode ultrasound images. It uses the image contrast characteristics of the lumen and bifurcation of the carotid artery in relation to other tissues and structures for their identification. The relevant ultrasound data regarding the artery presented in the input image is identified using morphologic operators and processed by an anisotropic diffusion filter for speckle noise removal. The information obtained is then used to define two initial contours, one corresponding to the lumen and the other one regarding the bifurcation boundaries, for the application of the Chan-Vese level set segmentation model. A set of longitudinal ultrasound B-mode grayscale images of the common carotid artery was acquired using a GE Healthcare Vivid-e ultrasound system. The results reveal that the new algorithm is effective and robust, and that its main advantage relies on the automatic identification of the carotid lumen, which overcomes the known limitations of the traditional algorithms. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:6570 / 6579
页数:10
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