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一种基于光流的声带状态空间模型。

An optical flow-based state-space model of the vocal folds.

作者信息

Granados Alba, Brunskog Jonas

机构信息

Acoustic Technology, Department of Electrical Engineering, Technical University of Denmark, Kongens Lyngby DK-2800, Denmark

出版信息

J Acoust Soc Am. 2017 Jun;141(6):EL543. doi: 10.1121/1.4983628.

Abstract

High-speed movies of the vocal fold vibration are valuable data to reveal vocal fold features for voice pathology diagnosis. This work presents a suitable Bayesian model and a purely theoretical discussion for further development of a framework for continuum biomechanical features estimation. A linear and Gaussian nonstationary state-space model is proposed and thoroughly discussed. The evolution model is based on a self-sustained three-dimensional finite element model of the vocal folds, and the observation model involves a dense optical flow algorithm. The results show that the method is able to capture different deformation patterns between the computed optical flow and the finite element deformation, controlled by the choice of the model tissue parameters.

摘要

声带振动的高速电影是揭示声带特征以用于语音病理学诊断的宝贵数据。这项工作提出了一个合适的贝叶斯模型,并对连续生物力学特征估计框架的进一步发展进行了纯理论讨论。提出并深入讨论了一个线性高斯非平稳状态空间模型。演化模型基于声带的自持三维有限元模型,观测模型涉及密集光流算法。结果表明,该方法能够通过模型组织参数的选择,捕捉计算光流与有限元变形之间不同的变形模式。

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