Fingerprint verification using filter-bank of Gabor and Log Gabor filters

被引:5
|
作者
Nemati, Rehan Jamshaid [1 ]
Javed, Muhammad Younus [1 ]
机构
[1] Natl Univ Sci & Technol, Coll Signals, Dept Comp Sci, Rawalpindi 46000, Pakistan
关键词
biometrics; fingerprint; Log Gabor filters; Gabor filters; complex filtering;
D O I
10.1109/IWSSIP.2008.4604442
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes efficiency of Log Gabor filters in fingerprint verification by giving a performance-based comparative analysis with Gabor filter-bank based approach. The proposed method locates the core point through complex filtering technique and then tessellates the image around core point. A bank of filters is used to capture requisite distinctive fingerprint features as a FingerCode and matching is based on Euclidean distance between FingerCodes of query and registered images. A bank of six Log Gabor filters outperforms Gabor filter approach in terms of acceptance and success rates achieving 97% GAR, 3% FRR and 1% FAR whereas Gabor approach pulls off similar CAR but FRR and FAR swell up to 3.1% with a preset dataset of fingerprint images. It has also been noticed that the images, falsely accepted or rejected in case of Gabor filter-bank approach, were correctly verified through Log Gabor method.
引用
收藏
页码:363 / 366
页数:4
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