DocumentCode :
2813251
Title :
Human face security system using alternative linear discriminant analysis based classifier
Author :
Wijaya, I. Gede Pasek Suta ; Uchimura, Keiichi ; Koutaki, Gou
Author_Institution :
Electr. Eng. Dept., Mataram Univ., Mataram, Indonesia
fYear :
2011
fDate :
9-11 Feb. 2011
Firstpage :
1
Lastpage :
6
Abstract :
Like fingerprint, human face can be applied as a security system because it has almost the same characteristics as that of fingerprint, in terms of the uniqueness and non transferable. Therefore, in this paper, we design and simulate fast human face recognition for the security system. It is realized by implementing the compact features of face image as data dimensional reduction and the shifting-mean LDA as data classifier. The compact features is set of dominant frequency contents and statistical moment of face image and the shifting-mean LDA is an alternative LDA-based classifier which can avoid retraining problem of incremental data. From both off-line and real-time experimental results, the proposed method provides good enough achievements in terms of recognition rate, false rejection rate (FRR), and false acceptance rate (FAR) with requiring short time processing.
Keywords :
data reduction; face recognition; feature extraction; pattern classification; security of data; LDA based classifier; data dimensional reduction; face recognition; false acceptance rate; false rejection rate; feature extraction; human face security system; linear discriminant analysis; shifting mean; Databases; Face; Face recognition; Feature extraction; Humans; Lighting; Security; LDA; biometric; classifier; face recognition; feature extraction; pattern recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Frontiers of Computer Vision (FCV), 2011 17th Korea-Japan Joint Workshop on
Conference_Location :
Ulsan
Print_ISBN :
978-1-61284-677-4
Electronic_ISBN :
978-1-61284-676-7
Type :
conf
DOI :
10.1109/FCV.2011.5739706
Filename :
5739706
Link To Document :
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