Title :
Quantification of the scatterer distributions for liver fibrosis using modified Q-Q probability plot
Author :
Ito, Minora ; Hachiya, Hiroyuki ; Yoshida, Kenta ; Mamou, Jonathan ; Yamaguchi, Toru
Author_Institution :
Grad. Sch. of Eng., Chiba Univ., Chiba, Japan
Abstract :
To realize a quantitative diagnosis method of liver fibrosis, we have been developing a modeling method for the probability density function of the echo amplitude. In our previous study, we proposed a multi-Rayleigh model with two or three Rayleigh distributions, which is considered as a heterogeneous medium consisting of normal and different tissue, and constructed the evaluation method using modified quantile-quantile probability plot (Q-Q plot). In this study, we examined a multi-Rayleigh model and generalized Nakagami model which is general technique, corresponding to the distribution of the echo amplitude from homogeneous and heterogeneous medium. In clinical data of liver fibrosis, we showed validity of proposed model.
Keywords :
Rayleigh waves; biomedical ultrasonics; echo; liver; ultrasonic scattering; Rayleigh distribution; echo amplitudes; generalized Nakagami model; heterogeneous medium; homogeneous medium; liver fibrosis; modified Q-Q probability plot; modified quantile-quantile probability plot; multiRayleigh model; probability density function; scatterer distribution quantification; Acoustics; Biomedical imaging; Educational institutions; Liver; Nakagami distribution; Probability density function; Ultrasonic imaging; Q-Q probability plot; fibrosis liver; in-vivo; multi-Rayleigh model; quantitative diagnosis;
Conference_Titel :
Ultrasonics Symposium (IUS), 2014 IEEE International
Conference_Location :
Chicago, IL
DOI :
10.1109/ULTSYM.2014.0597