DocumentCode :
152831
Title :
Biohashing with Local Zernike Moments for face verification
Author :
Topcu, B. ; Karabat, Cagatay ; Erdogan, H.
Author_Institution :
BILGEM - Ulusal Elektron. ve Kriptoloji Arastirma Enstitusu (UEKAE), TUBITAK, Kocaeli, Turkey
fYear :
2014
fDate :
23-25 April 2014
Firstpage :
1642
Lastpage :
1645
Abstract :
Local Zernike moments (LZM) is a recently proposed image representation scheme that is shown to be successful for face representation. In this study, a face verification system which depends on biometric hashing scheme, that uses LZM features extracted from face images is proposed. With the proposed system, security and user privacy is ensured. Verification performance of the system, in which user specific secret keys are used for biometric hashing, is evaluated in two different scenarios, on the BioSecure face database. In the first scenario, biometric hashing is realized using each user´s secret key and %0 equal error is obtained. In the second scenario, in which the secret key of a user is stolen by an adversary, biometric hashes are created using the stolen key and any biometric sample. In this case, the equal error rate increases to %8, 26, which is comparable to equal error rate of %6, 81, where only LZM feature vectors are used for verification.
Keywords :
Zernike polynomials; biometrics (access control); data privacy; face recognition; feature extraction; image representation; private key cryptography; BioSecure face database; LZM; adversary; biohashing; biometric hashing scheme; equal error rate; face images; face representation; face verification; feature extraction; image representation; local Zernike moments; security; user privacy; user specific secret keys; Conferences; Databases; Face; Face recognition; Feature extraction; Signal processing; Zernike moments; biometric hashing; face verification; feature extraction; local processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2014 22nd
Conference_Location :
Trabzon
Type :
conf
DOI :
10.1109/SIU.2014.6830561
Filename :
6830561
Link To Document :
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