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Periocular Recognition by Detection of Local Symmetry Patterns

机译:通过检测局部对称性模式的眼周识别

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摘要

We present a new system for biometric recognition using periocular images. The feature extraction method employed describes neighborhoods around keypoints by projection onto harmonic functions which estimates the presence of a series of various symmetric curve families around such keypoints. The iso-curves of such functions are highly symmetric w.r.t. the keypoints and the estimated coefficients have well defined geometric interpretations. The descriptors used are referred to as Symmetry Assessment by Feature Expansion (SAFE). Extraction is done across a set of discrete points of the image, uniformly distributed in a rectangular-shaped grid positioned in the eye center. Experiments are done with two databases of iris data, one acquired with a close-up iris camera, and another in visible light with a webcam. The two databases have been annotated manually, meaning that the radius and center of the pupil and sclera circles are available, which are used as input for the experiments. Results show that this new system has a performance comparable with other periocular recognition approaches. We particularly carry out comparative experiments with another periocular system based on Gabor features extracted from the same set of grid points, with the fusion of the two systems resulting in an improved performance. We also evaluate an iris texture matcher, providing fusion results with the periocular systems as well.
机译:我们提出了一种使用眼周图像进行生物特征识别的新系统。所采用的特征提取方法通过投影到谐波函数上来描述关键点周围的邻域,该谐波函数估计围绕这些关键点的一系列各种对称曲线族的存在。这些函数的等曲线是高度对称的。关键点和估计的系数具有定义明确的几何解释。所使用的描述符称为“通过特征扩展的对称性评估”(SAFE)。提取是在图像的一组离散点上完成的,这些点均匀分布在位于眼睛中心的矩形网格中。实验是通过两个虹膜数据数据库完成的,一个数据库是用近距离虹膜照相机采集的,另一个是在可见光下通过网络摄像头采集的。手动注释了这两个数据库,这意味着瞳孔和巩膜圆的半径和中心可用,用作实验的输入。结果表明,该新系统的性能可与其他眼周识别方法相媲美。我们特别对另一种眼动系统进行了比较实验,该系统基于从同一组网格点中提取的Gabor特征,两个系统的融合导致了性能的提高。我们还评估了虹膜纹理匹配器,并提供了与眼周系统的融合结果。

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