Validation of optical-flow for quantification of myocardial deformations on simulated RT3D ultrasound

被引:17
作者
Duan, Qi [1 ]
Angelini, Elsa [2 ]
Homma, Shunichi [3 ]
Laine, Andrew [1 ]
机构
[1] Columbia Univ, Dept Biomed Engn, New York, NY 10027 USA
[2] Ecole Natl Super Telecommun Bretagne, CNRS, GET, UMR 5141, Paris, France
[3] Columbia Univ, Dept Med, New York, NY 10027 USA
来源
2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3 | 2007年
关键词
D O I
10.1109/ISBI.2007.357009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Quantitative analysis of cardiac motion is of great clinical interest in assessing ventricular function. Real-time 3-D (RT3D) ultrasound transducers provide valuable four-dimensional information, from which quantitative measures of cardiac function can be extracted. Previously, we presented a method based on four-dimensional optical flow motion estimation for anatomical tracking of myocardium in RT3D ultrasound, from which myocardial displacement fields and dynamic cardiac metrics were computed. In this paper, in order to quantitatively validate our method, we build a truly 3D mathematical phantom of cardiac tissue and blood. Distinguished from previous studies, our work further decomposes tissue impedance into cell kernels and processes all functions in 3D. Instead of simply modeling the myocardium, a "quasi-LV" phantom is built including myocardium and blood. Also all ultrasound probe parameters used in this work are directly estimated from clinical RT3D data instead of using common parameters from 2D transducers. Based on this phantom, simulated RT3D ultrasound data sets are generated for validation to assess the performance of an optical flow based method in tracking myocardial tissues.
引用
收藏
页码:944 / +
页数:2
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