REGULARIZED TRACKING OF SHEAR-WAVE IN ULTRASOUND ELASTOGRAPHY

被引:0
|
作者
Horeh, Mahmoud Derakhshan [1 ]
Asif, Amir [1 ]
Rivaz, Hassan [1 ,2 ]
机构
[1] Concordia Univ, Elect & Comp Engn, Montreal, PQ H3J 1P8, Canada
[2] Concordia Univ, PERFORM Ctr, Montreal, PQ H4B 1R6, Canada
来源
2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2017年
基金
加拿大自然科学与工程研究理事会;
关键词
Shear-Wave; Analytical Minimization; Regularization; Elastography; Ultrasound; Dynamic Programming; ACOUSTIC RADIATION FORCE; IN-VIVO; TRANSIENT ELASTOGRAPHY;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Ultrasound elastography involves imaging tissue while it undergoes deformation and inferring its mechanical properties from the deformation pattern. The initial deformation in the tissue is typically induced through an external mechanical force, for example, by exerting a slight pressure using an ultrasound probe or by applying an acoustic radiation force (ARF) against the tissue. The ARF excites the tissue locally, which leads to the propagation of a shear-wave. The goal of the shear-wave elastography is to estimate the speed of the shear-wave that is explicitly related to the elasticity of tissue. We formulate tissue displacement estimation as an optimization problem and propose a computationally efficient approach to estimate the displacement field. A novel algorithm based on the minimization of a regularized cost function using higher-order analytical minimization (HAM) coupled with the second-order Taylor series approximation is proposed. Our algorithm first computes an integer displacement field based on dynamic programming (DP) that provides the global optima, which is then refined iteratively to obtain the subpixel displacement estimate. We test the proposed algorithm on real experimental data obtained from a tissue-mimicking phantom and illustrate the superiority of our approach over some commonly used elastography techniques using signal to noise ratio (SNR) comparisons.
引用
收藏
页码:6264 / 6268
页数:5
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