使用增强面部和随机投影的生物识别认证

Hosik Sohn, Yong Man Ro, K. Plataniotis
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引用次数: 5

摘要

本文提出了一种基于随机投影的可撤销且隐私保护的人脸生物特征模板。人脸生物特征被增强并同时投射到随机子空间。通过添加元素均值为零的向量对人脸图像向量进行增广。增强的人脸向量可以提供更好的身份验证精度和隐私保护。我们在随机投影域中分析了所提出的增强人脸生物特征信息的相似性、隐私性和安全性。为了证明该方法的可行性,给出了详细的理论分析和几个实验结果。结果表明,该方法在提供更高的认证准确性和安全性的同时,能够提供可撤销性和隐私保护。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Biometric authentication using augmented face and random projection
In this paper, we propose a revocable and privacy preserving template of face biometrics based on random projection. The face biometric is augmented and simultaneously projected onto random subspace. The face image vector is augmented by adding the vector whose elements are varying with zero mean. The augmented face vector can provide better accuracy of authentication and privacy preservation. We analyze the similarity, privacy preserving and security properties of the proposed augmented face biometric information in the random projection-domain. To demonstrate the feasibility of the proposed method, detailed theoretical analysis and several experimental results are provided. The results show that our method is able to provide revocability and privacy preservation while offering better authentication accuracy and security.
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