Dynamic programming on a tree for ultrasound elastography

R. Shams, M. Boily, P. Martineau, H. Rivaz
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引用次数: 1

Abstract

Ultrasound Elastography is an emerging imaging technique that allows estimation of the mechanical characteristics of tissue. Two issues that need to be addressed before widespread use of elastography in clinical environments are real time constraints and deteriorating effects of signal decorrelation between pre- and post-compression images. Previous work has used Dynamic Programming (DP) to estimate tissue deformation. However, in case of large signal decorrelation, DP can fail. In this paper we, have proposed a novel solution to this problem by solving DP on a tree instead of a single Radio-Frequency line. Formulation of DP on a tree allows exploiting significantly more information, and as such, is more robust and accurate. Our results on phantom and in-vivo human data show that DP on tree significantly outperforms traditional DP in ultrasound elastography.
基于树的超声弹性成像动态规划
超声弹性成像是一种新兴的成像技术,可以估计组织的机械特性。在临床环境中广泛使用弹性成像之前,需要解决的两个问题是实时限制和压缩前后图像之间信号去相关效果的恶化。以前的工作是使用动态规划(DP)来估计组织变形。然而,在信号去相关较大的情况下,DP可能会失效。在本文中,我们提出了一种新的解决方案,即在树而不是单一的射频线上求解DP。树上的DP公式允许开发更多的信息,因此更健壮和准确。我们对人体和人体数据的研究结果表明,树上的DP在超声弹性成像中明显优于传统的DP。
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