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Real-Time Detection and Measurement of Eye Features from Color Images

机译:从彩色图像实时检测和测量眼睛特征

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摘要

The accurate extraction and measurement of eye features is crucial to a variety of domains, including human-computer interaction, biometry, and medical research. This paper presents a fast and accurate method for extracting multiple features around the eyes: the center of the pupil, the iris radius, and the external shape of the eye. These features are extracted using a multistage algorithm. On the first stage the pupil center is localized using a fast circular symmetry detector and the iris radius is computed using radial gradient projections, and on the second stage the external shape of the eye (of the eyelids) is determined through a Monte Carlo sampling framework based on both color and shape information. Extensive experiments performed on a different dataset demonstrate the effectiveness of our approach. In addition, this work provides eye annotation data for a publicly-available database.
机译:眼睛特征的准确提取和测量对于包括人机交互,生物测定和医学研究在内的多个领域至关重要。本文提出了一种快速,准确的方法来提取眼睛周围的多个特征:瞳孔中心,虹膜半径和眼睛的外部形状。这些特征是使用多阶段算法提取的。在第一阶段,使用快速圆对称检测器对瞳孔中心进行定位,并使用径向梯度投影来计算虹膜半径,在第二阶段,通过蒙特卡洛采样框架确定(眼睑的)眼睛​​的外部形状基于颜色和形状信息。在不同的数据集上进行的大量实验证明了我们方法的有效性。此外,这项工作还为公开可用的数据库提供了眼睛注释数据。

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