TY - GEN
T1 - Comparison of modeling accuracy of amplitude distribution models for ultrasonic tissue characterization of liver fibrosis
AU - Mori, Shohei
AU - Hirata, Shinnosuke
AU - Hachiya, Hiroyuki
AU - Yamaguchi, Tadashi
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/11/1
Y1 - 2016/11/1
N2 - A quantitative diagnostic method for liver fibrosis using ultrasound echo signals is highly required. A probability density function (PDF) of echo envelope from a normal liver can be approximated by a Rayleigh distribution; however, the PDF of echo envelope from liver fibrosis deviates from the Rayleigh distribution. To evaluate tissue characteristics in the ultrasound B-mode image, several amplitude distribution models have been proposed. We proposed a multi-Rayleigh distribution model and evaluation method of liver fibrosis using the multi-Rayleigh model. In this study, we evaluated the modeling accuracy of the multi-Rayleigh model and other amplitude distribution models using the KL divergence. From the evaluated results for the 120 clinical data, it was found that the multi-Rayleigh model with three components is more suitable model than other amplitude distribution models for approximating the PDF of echo envelope from the liver fibrosis.
AB - A quantitative diagnostic method for liver fibrosis using ultrasound echo signals is highly required. A probability density function (PDF) of echo envelope from a normal liver can be approximated by a Rayleigh distribution; however, the PDF of echo envelope from liver fibrosis deviates from the Rayleigh distribution. To evaluate tissue characteristics in the ultrasound B-mode image, several amplitude distribution models have been proposed. We proposed a multi-Rayleigh distribution model and evaluation method of liver fibrosis using the multi-Rayleigh model. In this study, we evaluated the modeling accuracy of the multi-Rayleigh model and other amplitude distribution models using the KL divergence. From the evaluated results for the 120 clinical data, it was found that the multi-Rayleigh model with three components is more suitable model than other amplitude distribution models for approximating the PDF of echo envelope from the liver fibrosis.
UR - http://www.scopus.com/inward/record.url?scp=84996497391&partnerID=8YFLogxK
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U2 - 10.1109/ULTSYM.2016.7728528
DO - 10.1109/ULTSYM.2016.7728528
M3 - Conference contribution
AN - SCOPUS:84996497391
T3 - IEEE International Ultrasonics Symposium, IUS
BT - 2016 IEEE International Ultrasonics Symposium, IUS 2016
PB - IEEE Computer Society
T2 - 2016 IEEE International Ultrasonics Symposium, IUS 2016
Y2 - 18 September 2016 through 21 September 2016
ER -