Comparison of block matching and differential methods for motion analysis of the carotid artery wall from ultrasound images.

Spyretta Golemati, John S Stoitsis, Aimilia Gastounioti, Alexandros C Dimopoulos, Vassiliki Koropouli, Konstantina S Nikita
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引用次数: 61

Abstract

Motion of the carotid artery wall is important for the quantification of arterial elasticity and contractility and can be estimated with a number of techniques. In this paper, a framework for quantitative evaluation of motion analysis techniques from B-mode ultrasound images is introduced. Six synthetic sequences were produced using 1) a real image corrupted by Gaussian and speckle noise of 25 and 15 dB, and 2) the ultrasound simulation package Field II. In both cases, a mathematical model was used, which simulated the motion of the arterial wall layers and the surrounding tissue, in the radial and longitudinal directions. The performance of four techniques, namely optical flow (OFHS), weighted least-squares optical flow (OFLK(WLS)), block matching (BM), and affine block motion model (ABMM), was investigated in the context of this framework. The average warping indices were lowest for OFLK(WLS) (1.75 pixels), slightly higher for ABMM (2.01 pixels), and highest for BM (6.57 pixels) and OFHS (11.57 pixels). Due to its superior performance, OFLK(WLS) was used to quantify motion of selected regions of the arterial wall in real ultrasound image sequences of the carotid artery. Preliminary results indicate that OFLK(WLS) is promising, because it efficiently quantified radial, longitudinal, and shear strains in healthy adults and diseased subjects.
超声图像颈动脉壁运动分析的块匹配与差分方法的比较。
颈动脉壁的运动对动脉弹性和收缩性的量化很重要,可以用许多技术来估计。本文介绍了一种对b超图像运动分析技术进行定量评价的框架。利用高斯噪声和散斑噪声分别为25 dB和15 dB的真实图像和超声仿真包Field II生成了6个合成序列。在这两种情况下,都使用了数学模型,模拟了动脉壁层和周围组织在径向和纵向上的运动。在此框架下,研究了光流(of (HS))、加权最小二乘光流(LK(WLS))、块匹配(BM)和仿射块运动模型(ABMM)四种技术的性能。平均翘曲指数以OF (LK(WLS))最低(1.75像素),ABMM略高(2.01像素),BM(6.57像素)和OF (HS)最高(11.57像素)。由于其优越的性能,我们使用OF (LK(WLS))来量化颈动脉真实超声图像序列中选定的动脉壁区域的运动。初步结果表明,OF (LK(WLS))可以有效地量化健康成人和患病受试者的径向、纵向和剪切应变,具有广阔的应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Information Technology in Biomedicine
IEEE Transactions on Information Technology in Biomedicine 工程技术-计算机:跨学科应用
自引率
0.00%
发文量
1
审稿时长
4.8 months
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