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Evaluation of Face Recognition Technologies for Access Authentication in Automotive Passive Entry Systems with Near Infrared Camera

机译:具有近红外摄像头的汽车被动进入系统中用于访问认证的面部识别技术的评估

摘要

The development of embedded systems technology has changed the history of automotive world, bringing new devices including modern access vehicle's control. In these systems' recent history, industry has introduced the concept of Passive Access or Passive Entry (PASE) system, allowing the user to control vehicle's doors opening and closing without the need for pressing any button. These systems are based on radio frequency devices with exchange of encrypted information with the Remote control Key (RKE), which assures user's authentication. In spite of the comfort provided by this technology, there is the possibility of attacks against PASE and RKE authentication, exploring access security flaws, thus requiring constant research and development and improvement on these devices. This work proposes and evaluate Face Recognition (FR) for user authentication integrated with PASE under unconstrained environments and illumination variation as alternative to RKE based systems. A Design Science Research (DSR) based methodology was used to support the instantiation of a FR framework, which was validated using Receiver Operating Characteristic (ROC) curves.A vehicle prototype already mounted with PASE system was integrated with FR algorithms instantiations as artifacts: Eingenfaces, Fisherfaces, 2DFLD (2D-LDA) and VIOLA-JONES detector, supported by Near Infrared Cameras (NIR).The results were evaluated regarding computational cost (memory and processing time) of selected Face Recognition algorithms authentication and compared with available integrative capacity of automotive embedded devices.In summary, from the experiments and instantiations supported by DSR method and also confirmed during all test-cases executed, this work concluded it was feasible to integrate FR algorithms and Passive entry systems, confirming also VIOLA-JONES detector in conjunction with Infrared LEDs to overcome illumination variation under unconstrained environments.Among FR algorithms, Fisherfaces has been confirmed as the best option due to its stability, low memory consumption, less training samples and adequate overall execution speed which is compatible with embedded micro-controllers.
机译:嵌入式系统技术的发展改变了汽车世界的历史,带来了包括现代访问车辆控制在内的新设备。在这些系统的最新历史中,工业界引入了被动进入或被动进入(PASE)系统的概念,使用户无需按下任何按钮即可控制车门的打开和关闭。这些系统基于射频设备,可以与远程控制密钥(RKE)交换加密信息,从而确保用户的身份验证。尽管此技术提供了舒适性,但仍有可能针对PASE和RKE身份验证进行攻击,以探索访问安全漏洞,因此需要对这些设备进行不断的研发和改进。这项工作提出并评估了在不受约束的环境和光照变化的情况下与PASE集成的用户身份验证的面部识别(FR),可以替代基于RKE的系统。使用基于设计科学研究(DSR)的方法来支持FR框架的实例化,该方法已通过接收器工作特征(ROC)曲线进行了验证。已经安装了PASE系统的车辆原型与FR算法实例化为工件:Eingenfaces ,Fisherfaces,2DFLD(2D-LDA)和VIOLA-JONES检测器,由近红外摄像头(NIR)支持。对所选人脸识别算法认证的计算成本(内存和处理时间)进行了评估,并将结果与总而言之,从DSR方法支持的实验和实例化以及在执行的所有测试用例中得到证实的情况下,这项工作得出结论,将FR算法与无源进入系统集成在一起是可行的,同时还确定了VIOLA-JONES检测器与红外LED可以克服不受限制的环境下的照明变化。在FR算法中, Fisherfaces由于其稳定性,低内存消耗,较少的训练样本以及与嵌入式微控制器兼容的适当总体执行速度而被确认为最佳选择。

著录项

  • 作者

    Rezende Mauricio Vianna;

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  • 年度 2017
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  • 原文格式 PDF
  • 正文语种 eng
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