Non-linear Analysis of Carotid Plaque Using Fractal Dimension and Lacunarity

B. Smitha, K. Paul Joseph
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Abstract

The chance of stroke rises with the severity of carotid stenosis and the thickening of the carotid artery due to the deposition of plaque, known as atherosclerosis. In asymptomatic type, slowly plaque formation reaches a life-threatening condition. In the symptomatic case plaque is acute in nature. Hence treatment protocol is to be decided based on the type of plaque. This paper describes the segmentation of the plaque and analyses the non-linear parameters of the plaque in carotid B-mode ultrasound images. The aim of the study is to differentiate textural features of the symptomatic and asymptomatic plaque by fractal methods. The fractal dimension and lacunarity are computed and differ significantly for two types of plaques. This analysis could classify the symptomatic and asymptomatic plaque using the fractal characteristics of plaque and help in the diagnostic process.
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基于分形维数和腔隙度的颈动脉斑块非线性分析
随着颈动脉狭窄的严重程度和斑块沉积导致的颈动脉增厚(即动脉粥样硬化),中风的几率也会增加。在无症状型中,缓慢的斑块形成会危及生命。在有症状的情况下,斑块是急性的。因此,治疗方案应根据斑块的类型来决定。本文描述了斑块的分割,并分析了颈动脉b超图像中斑块的非线性参数。本研究的目的是用分形方法区分有症状斑块和无症状斑块的纹理特征。对两种斑块的分形维数和空隙度进行了计算,结果表明分形维数和空隙度存在显著差异。利用斑块的分形特征对有症状斑块和无症状斑块进行分类,有助于诊断。
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