Cancelable face and fingerprint recognition based on the 3D jigsaw transform and optical encryption

被引:56
作者
Abou Elazm, Lamiaa A. [1 ,2 ]
Ibrahim, Sameh [2 ]
Egila, Mohamed G. [1 ]
Shawky, H. [1 ]
Elsaid, Mohamed K. H. [2 ]
El-Shafai, Walid [3 ]
Abd El-Samie, Fathi E. [3 ]
机构
[1] ERI, Dept Microelect, Giza, Egypt
[2] Ain Shams Univ, Dept Elect & Elect Commun Engn, Cairo, Egypt
[3] Menoufia Univ, Dept Elect & Elect Commun Engn, Fac Elect Engn, Menoufia 32952, Egypt
关键词
Cancelable biometrics; 3D jigsaw transform; Optical encryption; 2D-FRFT; DRPE; IMAGE ENCRYPTION; TEMPLATE; BIOMETRICS; SYSTEM; SECURITY; PRIVACY;
D O I
10.1007/s11042-019-08462-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Biometric systems are widely used now for security applications. Two major problems are encountered in biometric systems: the security problem and the dependence on a single biometric for verification. The security problem arises from the utilization of the original biometrics in databases. So, if these databases are attacked, the biometrics are lost forever. Hence, there is a need to secure original biometrics by keeping them away from utilization in biometric databases. Cancelable biometrics is an emerging security trend in the field of biometric authentication. Cancelable biometric systems depend on the transformation of biometric features into new formats so that users can replace their biometric templates in the same or different systems. In this paper, we present a proposed cancelable face and fingerprint recognition algorithm based on the 3D jigsaw transform and optical encryption. The algorithm adopts the Fractional Fourier Transform (FRFT) in the optical encryption scheme with a single random phase mask. This structure can be implemented all optically with a single lens. The proposed cancelable biometric recognition algorithm employs an optical image encryption scheme that depends on two cascaded stages of 2D-FRFT with separable kernels in both dimensions. The two stages are separated with a random phase mask. A preceding bit plane permutation process is performed on the obtained biometrics prior to the FRFT operation to achieve a high level of security. To validate the proposed algorithm for cancelable biometric recognition, different sets of face and fingerprint images are used. A comparative study is presented between the proposed algorithm and the optical Double Random Phase Encoding (DRPE) algorithm. The simulations results obtained for performance evaluation show that the proposed algorithm is safe, reliable, and feasible. It has good encryption and cancelability that reveal good performance.
引用
收藏
页码:14053 / 14078
页数:26
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