Segmentation of the Common Carotid Artery Walls Based on a Frequency Implementation of Active ContoursSegmentation of the Common Carotid Artery Walls

被引:0
作者
M Consuelo Bastida-Jumilla
Rosa M Menchón-Lara
Juan Morales-Sánchez
Rafael Verdú-Monedero
Jorge Larrey-Ruiz
José Luis Sancho-Gómez
机构
[1] Universidad Politécnica de Cartagena,Tecnologías de la Información y las Comunicaciones Department
来源
Journal of Digital Imaging | 2013年 / 26卷
关键词
Automated measurement; Image segmentation; Ultrasound; Intima–media thickness;
D O I
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中图分类号
学科分类号
摘要
Atherosclerosis is one of the most extended cardiovascular diseases nowadays. Although it may be unnoticed during years, it also may suddenly trigger severe illnesses such as stroke, embolisms or ischemia. Therefore, an early detection of atherosclerosis can prevent adult population from suffering more serious pathologies. The intima–media thickness (IMT) of the common carotid artery (CCA) has been used as an early and reliable indicator of atherosclerosis for years. The IMT is manually computed from ultrasound images, a process that can be repeated as many times as necessary (over different ultrasound images of the same patient), but also prone to errors. With the aim to reduce the inter-observer variability and the subjectivity of the measurement, a fully automatic computer-based method based on ultrasound image processing and a frequency-domain implementation of active contours is proposed. The images used in this work were obtained with the same ultrasound scanner (Philips iU22 Ultrasound System) but with different spatial resolutions. The proposed solution does not extract only the IMT but also the CCA diameter, which is not as relevant as the IMT to predict future atherosclerosis evolution but it is a statistically interesting piece of information for the doctors to determine the cardiovascular risk. The results of the proposed method have been validated by doctors, and these results are visually and numerically satisfactory when considering the medical measurements as ground truth, with a maximum deviation of only 3.4 pixels (0.0248 mm) for IMT.
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页码:129 / 139
页数:10
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