Ultrasound Image Deconvolution Using Fundamental and Harmonic Images

被引:7
|
作者
Hourani, Mohamad [1 ]
Basarab, Adrian [2 ]
Kouame, Denis [2 ]
Tourneret, Jean-Yves [1 ]
机构
[1] Univ Toulouse, IRIT INP ENSEEINT TeSA, F-31071 Toulouse, France
[2] Univ Toulouse, IRIT, CNRS, UMR 5505, F-31062 Toulouse, France
关键词
Harmonic analysis; Image restoration; Imaging; Deconvolution; Radio frequency; Estimation; Mathematical model; Alternating direction method of multipliers (ADMM); blind deconvolution; harmonic ultrasonic imaging; optimization; tissue reflectivity restoration;
D O I
10.1109/TUFFC.2020.3028166
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Ultrasound (US) image restoration from radio frequency (RF) signals is generally addressed by deconvolution techniques mitigating the effect of the system point spread function (PSF). Most of the existing methods estimate the tissue reflectivity function (TRF) from the so-called fundamental US images, based on an image model assuming the linear US wave propagation. However, several human tissues or tissues with contrast agents have a nonlinear behavior when interacting with US waves leading to harmonic images. This work takes this nonlinearity into account in the context of TRF restoration, by considering both fundamental and harmonic RF signals. Starting from two observation models (for the fundamental and harmonic images), TRF estimation is expressed as the minimization of a cost function defined as the sum of two data fidelity terms and one sparsity-based regularization stabilizing the solution. The high attenuation with a depth of harmonic echoes is integrated into the direct model that relates the observed harmonic image to the TRF. The interest of the proposed method is shown through synthetic and in vivo results and compared with other restoration methods.
引用
收藏
页码:993 / 1006
页数:14
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