基于红外成像的人脸识别的神经网络和光相关器

J. Bauer, J. Mazurkiewicz
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引用次数: 10

摘要

研究了热视觉在生物特征人物识别中的应用问题。研究的主要目标是识别过程的自动化,并验证红外成像是否可以用于生物识别系统的实现。首先,建立由270张不同条件下的图像组成的数据库。然后,应用多层感知和联合变换相关器和4f相关器两种光学相关器。每个系统的设计都是为了实现两个不同的任务:验证和识别。最后,根据人脸识别供应商测试(FRVT)对系统进行了测试和评估。研究结果证明,人脸温度分布是一种生物特征特征,利用红外图像可以有效地识别人脸。
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Neural network and optical correlators for infrared imaging based face recognition
This paper deals with the problem of thermovision application for biometric people recognition. The main goal of research was the automatization of recognition process and proving, whether the infrared imaging can be exploited for realization of the biometric system. First, the data base composed of 270 images made in different conditions, was built. Next, the multilayer perception and two optical correlators such as joint transform correlator and 4f correlator, were applied. Each system was designed for realizing two various tasks: verification and identification. Finally, the systems were tested and evaluated according to the Face Recognition Vendor Tests (FRVT). Achieved results proved that temperature distribution on the human face is a biometric trait and people can be efficiently recognized with usage of infrared imagery.
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