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Cancelable Speaker Identification System Based on Optical-Like Encryption Algorithms

作     者:Safaa El-Gazar Walid El-Shafai Ghada El-Banby Hesham F.A.Hamed Gerges M.Salama Mohammed Abd-Elnaby Fathi E.Abd El-Samie 

作者机构:Department of Electrical EngineeringFaculty of EngineeringEgyptian-Russian UniversityCairoEgypt Department of Electronics and Electrical Communications EngineeringFaculty of Electronic EngineeringMenoufia UniversityMenouf32952Egypt Security Engineering LaboratoryDepartment of Computer SciencePrince Sultan UniversityRiyadh11586Saudi Arabia Department of Industrial Electronics and Control EngineeringFaculty of Electronic EngineeringMenoufia UniversityMenouf32952Egypt Department of Computer EngineeringCollege of Computers and Information TechnologyTaif UniversityTaif21944Saudi Arabia Department of Information TechnologyCollege of Computer and Information SciencesPrincess Nourah Bint Abdulrahman UniversityRiyadh84428Saudi Arabia 

出 版 物:《Computer Systems Science & Engineering》 (计算机系统科学与工程(英文))

年 卷 期:2022年第43卷第10期

页      面:87-102页

核心收录:

学科分类:0710[理学-生物学] 0809[工学-电子科学与技术(可授工学、理学学位)] 08[工学] 0804[工学-仪器科学与技术] 

基  金:funded and supported by the Taif University Researchers Supporting Project Number(TURSP-2020/147) Taif University Taif Saudi Arabia. 

主  题:Cancelable biometrics spectrogram OSH DRPE EER AROC 

摘      要:Biometric authentication is a rapidly growing trend that is gaining increasing attention in the last decades.It achieves safe access to systems using biometrics instead of the traditional passwords.The utilization of a biometric in its original format makes it usable only once.Therefore,a cancelable biometric template should be used,so that it can be replaced when it is attacked.Cancelable biometrics aims to enhance the security and privacy of biometric authentication.Digital encryption is an efficient technique to be used in order to generate cancelable biometric templates.In this paper,a highly-secure encryption algorithm is proposed to ensure secure biometric data in verification systems.The considered biometric in this paper is the speech signal.The speech signal is transformed into its spectrogram.Then,the spectrogram is encrypted using two cascaded optical encryption algorithms.The first algorithm is the Optical Scanning Holography(OSH)for its efficiency as an encryption tool.The OSH encrypted spectrogram is encrypted using Double Random Phase Encoding(DRPE)by implementing two Random Phase Masks(RPMs).After the two cascaded optical encryption algorithms,the cancelable template is obtained.The verification is implemented through correlation estimation between enrolled and test templates in their encrypted format.If the correlation value is larger than a threshold value,the user is authorized.The threshold value can be determined from the genuine and imposter correlation distribution curves as the midpoint between the two curves.The implementation of optical encryption is adopted using its software rather than the optical setup.The efficiency of the proposed cancelable biometric algorithm is illustrated by the simulation results.It can improve the biometric data security without deteriorating the recognition accuracy.Simulation results give close-to-zero This values for the Equal Error Rate(EER)and close-to-one values for the Area under Receiver Operator Characteristic(AROC)curve.

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