DocumentCode :
1174421
Title :
A biometric identification system based on eigenpalm and eigenfinger features
Author :
Ribaric, Slobodan ; Fratric, Ivan
Author_Institution :
Dept. of Electron., Microelectron., Comput., & Intelligent Syst., Zagreb Univ., Croatia
Volume :
27
Issue :
11
fYear :
2005
Firstpage :
1698
Lastpage :
1709
Abstract :
This paper presents a multimodal biometric identification system based on the features of the human hand. We describe a new biometric approach to personal identification using eigenfinger and eigenpalm features, with fusion applied at the matching-score level. The identification process can be divided into the following phases: capturing the image; preprocessing; extracting and normalizing the palm and strip-like finger subimages; extracting the eigenpalm and eigenfinger features based on the K-L transform; matching and fusion; and, finally, a decision based on the (k, l)-NN classifier and thresholding. The system was tested on a database of 237 people (1,820 hand images). The experimental results showed the effectiveness of the system in terms of the recognition rate (100 percent), the equal error rate (EER = 0.58 percent), and the total error rate (TER = 0.72 percent).
Keywords :
feature extraction; fingerprint identification; image classification; image matching; image segmentation; eigenfinger feature; eigenpalm feature; human hand; image recognition; multimodal biometric identification system; Biometrics; Error analysis; Feature extraction; Fingerprint recognition; Fingers; Geometry; Humans; Image databases; Shape; System testing; Index Terms- Biometrics; K-L transform; eigenfingers.; eigenpalms; hand-based identification; multimodal systems; Algorithms; Artificial Intelligence; Biometry; Computer Security; Dermatoglyphics; Fingers; Hand; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Pattern Recognition, Automated; Photography; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2005.209
Filename :
1512051
Link To Document :
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