DocumentCode
2607412
Title
A novel approach for Finger-Knuckle-Print recognition based on Gabor feature fusion
Author
Shariatmadar, Zahra S. ; Faez, Karim
Author_Institution
EE Dept., Amirkabir Univ. of Technol. (Tehran Polytech.), Tehran, Iran
Volume
3
fYear
2011
fDate
15-17 Oct. 2011
Firstpage
1480
Lastpage
1484
Abstract
One of the newest biometric identifier, which is recently used for personal identity authentication, is Finger-Knuckle-Print (FKP). In this paper, we present a novel method for personal identification and identity verification which includes Gabor filter bank, combination of PCA and LDA algorithms and Euclidean distance measure. These three steps are used for feature extraction, dimensionality reduction and the classification stage, respectively. Also the information fusion at feature level is used for different combination of fingers to improve the recognition rate. In the other hand, here this algorithm works as a kind of multi-modal method with a single biometric characteristic but multiple units. Poly-U Finger-Knuckle-Print database is used to examine the performance of the proposed method. The result of identification and verification experiments by combining the features of four fingers are obtained, 98.79% and 91.8%, respectively, which demonstrate the efficiency and effectiveness of this new biometric characteristic.
Keywords
Gabor filters; feature extraction; fingerprint identification; image classification; image fusion; principal component analysis; Euclidean distance measure; Gabor feature fusion; Gabor filter bank; LDA algorithm; PCA algorithm; biometric identifier; classification stage; dimensionality reduction; feature extraction; finger-knuckle-print recognition; identity verification; information fusion; personal identification; personal identity authentication; Feature extraction; Indexes; Principal component analysis; Thumb; Vectors; Biometrics; Finger-Knuckle-Print; personal authentication;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location
Shanghai
Print_ISBN
978-1-4244-9304-3
Type
conf
DOI
10.1109/CISP.2011.6100450
Filename
6100450
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