DocumentCode
3183609
Title
Face recognition system based on neural networks and fuzzy logic
Author
Fadzil, M. H Ahmad ; Choon, Lim Cheah
Author_Institution
Sch. of Electr. & Electron. Eng., Univ. Sains Malaysia, Perak, Malaysia
Volume
3
fYear
1997
fDate
9-12 Jun 1997
Firstpage
1638
Abstract
A face recognition system has been developed by integrating a neural network back error propagation learning algorithm with fuzzy logic technique in order to improve the decision making process. The upper and lower parts of the human face features are extracted for the face recognition process. Different weights are imposed on the features and in this study the upper-face feature has been given more weight than the lower-face feature by using a fuzzy logic technique. This system has been proven effective in developing a security system with high recognition rate for different human facial expressions. The security system reliability is improved further by employing smartcard technology as a first level protection in the system. Online recognition evaluation has shown that this security system is capable of identifying an authorized card owner and denying any potential intruder to the system. The system implemented on a PC was found to work satisfactorily; however the execution time needs to be improved
Keywords
backpropagation; biometrics (access control); face recognition; feature extraction; feedforward neural nets; fuzzy logic; fuzzy set theory; fuzzy systems; multilayer perceptrons; smart cards; Online recognition evaluation; authorized card owner; back error propagation learning algorithm; decision making process; face recognition system; fuzzy logic; human facial expressions; intruder; lower-face feature; neural networks; security system; smartcard technology; upper-face feature; Biological neural networks; Decision making; Face recognition; Feature extraction; Fuzzy logic; Humans; Image processing; Neural networks; Protection; Security;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks,1997., International Conference on
Conference_Location
Houston, TX
Print_ISBN
0-7803-4122-8
Type
conf
DOI
10.1109/ICNN.1997.614140
Filename
614140
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