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用于定量偏振敏感光学相干断层扫描的相位延迟贝叶斯最大似然估计器。

Bayesian maximum likelihood estimator of phase retardation for quantitative polarization-sensitive optical coherence tomography.

作者信息

Kasaragod Deepa, Makita Shuichi, Fukuda Shinichi, Beheregaray Simone, Oshika Tetsuro, Yasuno Yoshiaki

出版信息

Opt Express. 2014 Jun 30;22(13):16472-92. doi: 10.1364/OE.22.016472.

Abstract

This paper presents the theory and numerical implementation of a maximum likelihood estimator for local phase retardation (i.e., birefringence) measured using Jones-matrix-based polarization sensitive optical coherence tomography. Previous studies have shown conventional mean estimations of phase retardation and birefringence are significantly biased in the presence of system noise. Our estimator design is based on a Bayes' rule that relates the distributions of the measured birefringence under a particular true birefringence and the true birefringence under a particular measured birefringence. We used a Monte-Carlo method to calculate the likelihood function that describes the relationship between the distributions and numerically implement the estimator. Our numerical and experimental results show that the proposed estimator was asymptotically unbiased even with low signal-to-noise ratio and/or for the true phase retardations close to the edge of the measurement range. The estimator revealed detailed clinical features when applied to the in vivo anterior human eye.

摘要

本文介绍了一种用于基于琼斯矩阵的偏振敏感光学相干断层扫描测量局部相位延迟(即双折射)的最大似然估计器的理论和数值实现。先前的研究表明,在存在系统噪声的情况下,传统的相位延迟和双折射平均估计存在显著偏差。我们的估计器设计基于贝叶斯规则,该规则关联了在特定真实双折射下测量的双折射分布以及在特定测量双折射下的真实双折射分布。我们使用蒙特卡罗方法来计算描述这些分布之间关系的似然函数,并对估计器进行数值实现。我们的数值和实验结果表明,即使在低信噪比和/或真实相位延迟接近测量范围边缘的情况下,所提出的估计器也是渐近无偏的。该估计器应用于人体眼前部活体时揭示了详细的临床特征。

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