DocumentCode :
1986068
Title :
Reduction of genuine and imposter score overlapping based on intra-class variations and deviation of scores in a multimodal biometrie system
Author :
Gupta, Utkarsh ; Sinha, Pushkar ; Chharia, Prateek
Author_Institution :
Vellore Inst. of Technol., Vellore, India
fYear :
2015
fDate :
2-3 Jan. 2015
Firstpage :
126
Lastpage :
131
Abstract :
Many score normalization and transformation techniques [2, 4, 13] have been introduced in score level fusion of multimodal biometric traits for enhanced authentication and security. Such normalization techniques help in fusing heterogeneous scores at matching score level. This paper represents a novel approach which produces distributed scores without application of normalization and quantization techniques thus eliminating the overhead of such algorithms. The proposed method considers real time face vibrations and intra-class variations in face modality. It has been observed that standard deviation of genuine scores and standard deviation of imposter scores for continuous stream of face inputs distributes the scores and eliminates the problem of overlapping. Standard deviation of genuine scores and standard deviation of imposter scores are sufficient for face modality and can be scaled to a new score by scalar weight multiplication for further fusion with other biometric trait scores. The proposed algorithm of standard deviation algorithm improves GAR significantly and reduces FAR to an extremely mitigated value as desired.
Keywords :
biometrics (access control); face recognition; message authentication; statistical analysis; FAR; GAR; authentication; biometric trait scores; distributed scores; face modality; genuine score overlapping; heterogeneous scores; imposter score overlapping; intra-class variations; matching score level; multimodal biometric system; multimodal biometric traits; real time face vibrations; scalar weight multiplication; score level fusion; score normalization techniques; score transformation techniques; scores deviation; security; standard deviation; Accuracy; Authentication; Face; Real-time systems; Standards; Training; Vibrations; Multimodal System; intra-class variations; matching score partition; score distribution; score normalization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing And Communication Engineering Systems (SPACES), 2015 International Conference on
Conference_Location :
Guntur
Type :
conf
DOI :
10.1109/SPACES.2015.7058230
Filename :
7058230
Link To Document :
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