Robust estimation of carotid artery wall motion using the elasticity-based state-space approach.

作者: Zhifan Gao , Huahua Xiong , Xin Liu , Heye Zhang , Dhanjoo Ghista

DOI: 10.1016/J.MEDIA.2017.01.004

关键词: Kalman filterArtificial intelligenceRadiologyEvaluation functionTracingConfidence intervalComputer scienceInitializationLinear elasticityComputer visionOptical flowUltrasound

摘要: Abstract The dynamics of the carotid artery wall has been recognized as a valuable indicator to evaluate status atherosclerotic disease in preclinical stage. However, it is still challenge accurately measure this from ultrasound images. This paper aims at developing an elasticity-based state-space approach for measuring two-dimensional motion imaging sequences. In our approach, we have employed linear elasticity model wall, and converted into state space equation. Then, computed by solving using H∞ filter block matching method. addition, parameter training strategy proposed study dealing with initialization problem. experiment, also developed evaluation function tracking accuracy considering influence sizes two blocks (acquired manual tracing) containing same tissue their overlapping degree. compared performance traced results drawn three medical physicians on 37 healthy subjects 103 unhealthy subjects. showed that was highly correlated (Pearson’s correlation coefficient equals 0.9897 radial 0.9536 longitudinal motion), agreed well (width 95% confidence interval 89.62 µm 387.26 µm motion) tracing We kinds previous methods, including conventional Kalman-based methods optical flow. Altogether, able successfully demonstrate efficacy elasticity-model based (EBS) more accurate 2-dimensional towards effective assessment

参考文章(53)
Thomas T. van Sloten, Miranda T. Schram, Katja van den Hurk, Jacqueline M. Dekker, Giel Nijpels, Ronald M.A. Henry, Coen D.A. Stehouwer, Local Stiffness of the Carotid and Femoral Artery Is Associated With Incident Cardiovascular Events and All-Cause Mortality Journal of the American College of Cardiology. ,vol. 63, pp. 1739- 1747 ,(2014) , 10.1016/J.JACC.2013.12.041
Guillaume Zahnd, Maciej Orkisz, Andre Serusclat, Didier Vray, Minimal-path contours combined with speckle tracking to estimate 2D displacements of the carotid artery wall in B-mode imaging internaltional ultrasonics symposium. pp. 732- 735 ,(2011) , 10.1109/ULTSYM.2011.0178
Jimmy Tat, Jason S. Au, Peter J. Keir, Maureen J. MacDonald, Reduced common carotid artery longitudinal wall motion and intramural shear strain in individuals with elevated cardiovascular disease risk using speckle tracking. Clinical Physiology and Functional Imaging. ,vol. 37, pp. 106- 116 ,(2017) , 10.1111/CPF.12270
B. Hassibi, A.H. Sayed, T. Kailath, H/sup /spl infin// optimality of the LMS algorithm IEEE Transactions on Signal Processing. ,vol. 44, pp. 267- 280 ,(1996) , 10.1109/78.485923
X.-M. Shen, L. Deng, Game theory approach to discrete H/sub /spl infin// filter design IEEE Transactions on Signal Processing. ,vol. 45, pp. 1092- 1095 ,(1997) , 10.1109/78.564201
Edmund K Burke, Edmund K Burke, Graham Kendall, Graham Kendall, Search Methodologies: Introductory Tutorials in Optimization and Decision Support Techniques Springer. ,(2013)
X. Shen, Discrete H/sub /spl infin// filter design with application to speech enhancement international conference on acoustics, speech, and signal processing. ,vol. 2, pp. 1504- 1507 ,(1995) , 10.1109/ICASSP.1995.480570
Guillaume Zahnd, Simone Balocco, André Sérusclat, Philippe Moulin, Maciej Orkisz, Vray, Didier, Progressive attenuation of the longitudinal kinetics in the common carotid artery: preliminary in vivo assessment. Ultrasound in Medicine and Biology. ,vol. 41, pp. 339- 345 ,(2015) , 10.1016/J.ULTRASMEDBIO.2014.07.019