Title :
Displacement and strain estimation based on numerical optimization method with powell algorithm and wavelet analysis in ultrasound elastography
Author :
Zhu, Xinjian ; Tao, Shengzhen ; Bai, Jing ; Liu, Ke
Author_Institution :
Dept. of Biomed. Eng., Tsinghua Univ., Beijing, China
Abstract :
Displacements estimated from two ultrasound echo signals acquired before and after applying quasi-static external forces can be utilized to generate strain images for ultrasound elastography. In this study, a displacement and strain estimation method based on numerical optimization method with Powell algorithm and wavelet analysis (NOMPA-WA) is proposed. Compared with the original numerical optimization method with Powell algorithm (NOMPA), the improvement of this method is that the setting of windows size is self-adaptive based on wavelet analysis of strains calculated from initial estimated displacements. Compared with original NOMPA, the proposed method produces fewer errors in the area with sharper transition by different tissues motion in the simulation experiment. Overall, it reduces strain estimation errors by 10.1% to 7.7% in this area.
Keywords :
algorithm theory; biological tissues; biomechanics; echo; error analysis; estimation theory; medical image processing; optimisation; strain control; ultrasonic imaging; Powell algorithm; displacement estimation; error production; numerical optimization method; quasistatic external forces; self-adaptive based wavelet analysis; strain estimation; strain image generation; tissues; ultrasound echo signals; ultrasound elastography; windows size setting; Algorithm design and analysis; Estimation; Optimization methods; Strain; Ultrasonic imaging; Wavelet analysis; Wavelet coefficients; Powell algorithm; displacement; numerical optimization; strain; ultrasound elastography; wavelet;
Conference_Titel :
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9304-3
DOI :
10.1109/CISP.2011.6099916