Competitive coding scheme for palmprint verification

被引:447
作者
Kong, AWK [1 ]
Zhang, D [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Comp, Biometr Res Ctr, Kowloon, Hong Kong, Peoples R China
来源
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 1 | 2004年
关键词
D O I
10.1109/ICPR.2004.1334184
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There is increasing interest in the development of reliable, rapid and non-intrusive security control systems. Among the many approaches, biometrics such as palmprints provide highly effective automatic mechanisms for use in personal identification. This paper presents a new method for extracting features from palmprints using the Competitive Coding Scheme and angular matching. The Competitive Coding Scheme uses multiple 2-D Gabor filters to extract orientation information from palm lines. This information is then stored in a feature vector called the Competitive Code. The angular matching with an effective implementation is then defined for comparing the proposed codes, which can make over 9,000 comparisons within Is. In our testing database of 7,752 palmprint samples from 386 palms, we can achieve a high genuine acceptance rate of 98.4% and a low false acceptance rate of 3 x 10(-6)%. The execution time for the whole process of verfication, including preprocessing, feature extraction and final matching, is 1s.
引用
收藏
页码:520 / 523
页数:4
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