使用离散对数的虹膜模板保护

Mahesh Kumar Morampudi, M. Prasad, U. S. N. Raju
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引用次数: 6

摘要

与密码认证系统相比,生物识别认证系统因其与用户身份的直接联系而获得了巨大的公众关注。由于生物特征识别不能被撤销或取消,如果将生物特征模板直接存储到数据库中,将会出现一些安全和隐私问题。为了克服这个问题,需要通过应用转换来保护生物识别模板,同时不会损害准确性。转换后的模板称为可取消模板,它必须满足生物特征模板保护方案(BTPS)的所有要求,即多样性、不可链接性、准确性和不可逆性。该方法主要利用离散对数生成可消去的虹膜模板。通过对虹膜图像进行一维对数Gabor滤波,生成虹膜编码。然后,通过将下一行附加到前一行来形成行向量。然后对行向量进行分区,并将其转换为十进制向量。为了达到安全或不可逆性,在素域上对十进制向量进行离散对数。为了验证该方法的准确性,在CASIA-V 1.0和CASIA-V3-Interval上进行了实验,得到的EER分别为0.57%和0.79%。虽然EER似乎有些高,但从安全性和不可逆转性的角度来看,所提出的方法是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Iris Template Protection using Discrete Logarithm
Biometric authentication systems gained a huge public attention when compared to password authentication systems due to its direct connection with user identity. As Biometrics cannot be revoked or cancelled, several security and privacy issues will come if biometric templates are directly store into the database. To overcome this, there is a need to protect the biometric templates by applying transformations and at the same time accuracy won't be compromised. The transformed template is called cancellable template and it must satisfies all the requirements of Biometric Template Protection Schemes (BTPS) i.e., Diversity, unlinkability, accuracy, noninvertibility. The proposed method focused on generating cancellable iris templates by using discrete logarithm. By applying 1-D log Gabor filter on the iris images, iris codes were generated. Later a row vector is formed by appending next row to the previous one. Then the row vector is partitioned and converted into decimal vector. To achieve security or noninvertibility decimal vector is subjected to discrete logarithm over a prime field. To confirm the accuracy of the proposed approach, experiments are performed on CASIA-V 1.0 & CASIA-V3-Interval and achieved EER as 0.57% & 0.79%. Although the EER seems somewhat high, proposed approach is efficient in terms of security and noninvertible perspectives.
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