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Watermarked face recognition scheme:enhancing the security while maintaining the effectiveness of biometric authentication systems

机译:水印人脸识别方案:在保持生物认证系统有效性的同时增强安全性

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摘要

Biometric authentication systems provide alternative solutions to traditional methods that are based on knowledge (e.g. password) or physical tokens (e.g., smart card). Many studies now focus on getting high accuracy rates for biometric verification. However,with advances in technology, biometric data (e.g. fingerprint, face, iris) can be captured/sniffed, duplicated, modified, and then resubmitted in the same or in other applications that utilize the same biometric features.Watermarking techniques can be used effectively to protect the genuine ownership of biometric data, either to accept or reject. This thesis presents a proposal for a suitable and viable combination of a face recognition algorithm and a watermarking technique, namely a Principal Component Analysis (PCA) and Discrete Cosine Transform (DCT) combination, that will ensure the authenticity of the data being transmitted in the face recognition system, which will then increase its level of security. The emphasis is on replay attack, which is recognizing and rejecting captured biometric data resubmitted into the system.The research begins with an analysis of biometric systems, with an emphasis on face recognition systems, and in particular with reference to the recorded threats on such systems. Biometric watermarking algorithms proposed by previous researchers within the face recognition environment are then studied, noting their proposed solutions to the said threats. This would then give a good idea towards a watermarking scheme to be proposed to enhance the security of face recognition systems, especially in terms of the authenticity of the data being transmitted.This proposed watermarking face recognition scheme is the main objective, which will be implemented in a PCA—DCT combination, followed by a check on all the 8 vulnerable positions where data may be captured and/or resubmitted. All the results produced are positive, apart from a few situations that will have to be left for future work. Non degradation of the individual PCA and DCT systems due to the combination is also checked and experimented on, again with positive results. Finally, the robustness of the watermarking scheme is experimented on to evaluate its resilience against attacks.The contributions from this research constitute a meaningful solution step to security problems associated with biometric techniques. The outcome of the research should also stimulate further research by opening up more research gaps in the area of combining biometric and watermarking techniques.
机译:生物特征认证系统为基于知识(例如密码)或物理令牌(例如智能卡)的传统方法提供了替代解决方案。现在,许多研究着重于为生物特征验证获得更高的准确率。但是,随着技术的进步,可以在使用相同生物特征的相同或其他应用程序中捕获/嗅探,复制,修改生物特征数据(例如指纹,面部,虹膜),然后重新提交。可以有效使用水印技术保护接受或拒绝生物特征数据的真实所有权。本文提出了一种合适可行的人脸识别算法和水印技术的结合方案,即主成分分析(PCA)和离散余弦变换(DCT)的结合,以确保数据的真实性。人脸识别系统,然后将提高其安全级别。重点是重播攻击,即识别和拒绝重新提交到系统中的捕获的生物特征数据。研究从对生物特征系统的分析开始,重点是面部识别系统,尤其是参考此类系统上记录的威胁。然后研究了以前的研究人员在人脸识别环境中提出的生物特征识别水印算法,并指出了他们针对上述威胁提出的解决方案。这样就可以更好地提出一种水印方案,以增强人脸识别系统的安全性,尤其是在传输数据的真实性方面。该拟议的水印人脸识别方案是主要目标,将得以实现。在PCA-DCT组合中,然后检查可能捕获和/或重新提交数据的所有8个易受攻击的位置。所产生的所有结果都是积极的,除了少数情况需要将来的工作。单独的PCA和DCT系统由于组合而导致的不降级也得到了检查和试验,再次获得了积极的结果。最后,对水印方案的鲁棒性进行了实验,以评估其对攻击的抵御能力。这项研究的成果为解决与生物识别技术相关的安全问题提供了有意义的解决方案。研究成果还应通过在生物识别技术和水印技术相结合的领域开拓更多的研究空白来刺激进一步的研究。

著录项

  • 作者

    Bin Mohd Isa Mohd Rizal;

  • 作者单位
  • 年度 2016
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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