Title :
Adaptive Weight Estimation in Multi-Biometric Verification using Fuzzy Logic Decision Fusion
Author :
Hui, H. P. -S. ; Meng, H.M. ; Man-Wai Mak
Author_Institution :
Dept. of Syst. Eng. & Eng. Manage., Chinese Univ. of Hong Kong, Shatin, China
Abstract :
This paper describes a multi-biometric verification system that is fully adaptive to variability in data acquisition using fuzzy logic decision fusion. The system uses fuzzy logic to dynamically alter the weight of three biometrics (face, fingerprint and speech), taking into account the variations during data acquisition (e.g. lighting, noise and user-device interactions). A specific decision boundary can be determined by this dynamic weight assignment to make the authentication decisions. An overall EER improvement of 42.1% relative to weighted average fusion has been achieved.
Keywords :
data acquisition; face recognition; fingerprint identification; fuzzy logic; speech recognition; EER improvement; adaptive weight estimation; authentication decisions; data acquisition; dynamic weight assignment; face biometrics; fingerprint biometrics; fuzzy logic decision fusion; multibiometric verification systems; speech biometrics; weighted average fusion; Adaptive systems; Authentication; Biometrics; Cameras; Data acquisition; Data engineering; Fingerprint recognition; Fuzzy logic; Speech enhancement; Testing; Fuzzy logic; biometrics; multi-modal;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366726