基于动态规划的活动轮廓模型检测颈总动脉内膜-中膜

Ge Liu, Bo Wang, D.C. Liu
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引用次数: 11

摘要

超声测量颈动脉壁的图像通常是通过人工跟踪获得的。本文提出了一种检测颈总动脉远壁内-中膜的自动分割方法。采用活动轮廓模型的能量定义。与传统的蛇形技术不同,我们将优化问题视为在有向图中寻找最短代价路径。采用动态规划方法搜索最短路径。对蛇形模型中的外力和内力进行了修正,使之适合我们的方法。为了降低散斑噪声的影响,采用了一种基于各向异性扩散的散斑消减方法。最后,将本文方法的结果与其他两种方法进行了比较。结果表明,该方法不仅可以检测到内膜层和外膜层,而且不会像传统的动态规划那样导致内膜层和外膜层交叉。此外,我们的方法比其他方法需要更少的人工输入。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detection of Intima-Media Layer of Common Carotid Artery with Dynamic Programming Based Active Contour Model
Ultrasound measurements of the carotid artery wall in image are usually obtained by manually tracing. In this paper, we present an automatic segmentation method to detect the intima-media layer in far wall of the common carotid artery. The energy definition of active contour model is used. Different from the traditional approach applied in snake techniques, we treat the optimization problem as finding the shortest cost path in a directed graph. Dynamic programming is selected to search the shortest path. The external force and internal force in snake model are modified to be suitable for our approach. To reduce the effect of speckle noise, a new method in speckle reduction by anisotropic diffusion is adopted. At last, we compare the result of our method with other two methods. Results show that our method can detect the intimal and adventitia layers as well as other methods, the two layers will not cross with each other as traditional dynamic programming does. Moreover, our method needs less manual input than others.
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