Finite Field Elliptic Curve for Key Generation and Biometric Template Protection

被引:1
|
作者
Knutson, Paul [1 ]
Raja, Kiran [2 ]
Larsson, Daniel [3 ]
Ramachandra, Raghavendra [2 ]
机构
[1] Mobai AS, Gjovik, Norway
[2] Norwegian Univ Sci & Technol NTNU, Trondheim, Norway
[3] Univ South Eastern Norway USN, Notodden, Norway
关键词
D O I
10.1109/IWBF50991.2021.9465093
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The need to protect biometric data has been well advised according to various regulations and standards. The most popular Bloom Filter-based template protection schemes for iris recognition directly depend on the keys to avoid linkability challenges. This work presents a new approach for generating the keys directly from the iris biometric data using chaotic maps and elliptic curves over finite fields. Further, we present a new template protection scheme that can directly exploit the generated keys to provide better security using a Quarter-Rounded template encoding which employs the inter-relation of bits in the neighborhood of the iriscode. The proposed approach is validated on the publicly available IITD Iris database and the comparison to the state-of-art Bloom Filter template protection. The proposed approach achieves a comparable performance with the Bloom Filter template protection while eliminating key generation overhead. The proposed template creation approach achieves Genuine Match Rate (GMR) = 99.15% at FMR = 0.01% and EER = 0.77% on the IITD Iris database, with an unlinkability score of 0 and superior revocability.
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页数:6
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