Title :
Smoothing-Spline based Strain Estimation in Ultrasound Elastography
Author :
Khadem, A. ; Setarehdan, S.K.
Author_Institution :
Control & Intell. Process. Center of Excellence, Univ. of Tehran, Tehran, Iran
Abstract :
In ultrasound elastography, the strains in the axial direction are usually calculated by applying gradient operator on the estimated axial displacements. Unfortunately, the direct gradient operation also amplifies the noises. In this paper a novel smoothing-spline based strain estimation (SSSE) method for estimating the distribution of the soft tissue axial strains from displacement estimates is presented. First, a cubic smoothing-spline is estimated to approximate the axial displacements and then axial strains are calculated as derivative of the estimated spline. The simulation and experimental results showed that the new method can improve the elastographic contrast-to-noise ratio (CNRe) and signal-to-noise ratio (SNRe) of the estimated elastogram without sacrificing spatial resolution or being very time consuming.
Keywords :
biological tissues; biomedical ultrasonics; medical signal processing; smoothing methods; splines (mathematics); strain measurement; ultrasonic imaging; cubic smoothing-spline; displacement estimation; elastogram estimation; estimated spline derivative; smoothing spline based strain estimation; soft tissue axial strain distribution; ultrasound elastography; Biological tissues; Capacitive sensors; Curve fitting; Displacement control; Noise reduction; Signal processing; Signal to noise ratio; Spatial resolution; Strain control; Ultrasonic imaging; Ultrasound; axial strain; elastography; smoothing-spline;
Conference_Titel :
Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
Conference_Location :
Dubai
Print_ISBN :
978-1-4244-1235-8
Electronic_ISBN :
978-1-4244-1236-5
DOI :
10.1109/ICSPC.2007.4728410