人眼图像序列的跳变比估计及其警觉性检测

Supratim Gupta, A. Routray
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引用次数: 4

摘要

跳变比(SR)是指峰值跳变速度与跳变持续时间的比值,它与人的警觉性相关。提出了一种简单的水平扫视非线性模型,输入为瞳孔中心相对于角的位置。初步确定瞳孔中心的相对位置,采用了基于水平形状因子的方法、基于垂直形状因子的方法和基于局部形状因子的边缘检测方法。提出了一种基于扩展卡尔曼滤波的算法,用于以60fps以上的速度捕获的眼图像视频数据库,根据这些初始信息估计眼图像的跳变速度和跳变比。在同一数据库上应用了基于卡尔曼滤波的方法,并与所提方法的结果进行了比较。研究了SR与基于问卷的警觉性评价指标的相关性。实验结果表明,该方法估计的SR与人的警觉性状态高度相关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimation of Saccadic Ratio from eye image sequences to detect human alertness
Saccadic Ratio (SR), a ratio between Peak Saccadic Velocity and the Saccadic Duration, exhibits correlation with human alertness. A simple non-linear model of horizontal saccade with input as the position of pupil center relative to the corners is proposed. The relative position of pupil center is initially determined using recently developed method based on horizontal, and vertical form factors and edge detection method based on local form factor. An Extended Kalman filter based algorithm has been developed to estimate the saccadic velocity and the saccadic ratio from this initial information for eye image video database captured with a speed higher than 60 fps. A Kalman filter based technique is also applied on the same database and the results are compared with that of the proposed method. Correlation of SR with a questionnaire based alertness assessment index is investigated. The experimental results indicate that the estimated SR by the proposed method is highly correlated with state of human alertness.
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