Speed-up multi-stage non-cooperative iris recognition

被引:0
|
作者
Yang, Kai [1 ]
Du, Eliza Yingzi [1 ]
机构
[1] Indiana Univ Purdue Univ, Dept Elect & Comp Engn, Indianapolis, IN 46202 USA
关键词
Iris recognition; speed-up non-cooperative iris recognition; multistage feature extraction and matching; Biometrics;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Iris is tested to be the most accurate one. However, most existing methods are not designed for non-cooperative users and cannot work with off-angle or low quality iris images. In this paper, we propose a robust multi-stage feature extraction and matching approach for non-cooperative iris recognition. We developed the Speed Up Robust Feature (SURF)-like method to extract stable feature points, used Gabor Descriptor method for local feature description, and designed the multi-stage feature extraction and matching scheme to improve the recognition accuracyand speed. The experimental results show that the proposed method can not only improve the process speed but also achieve better recognition accuracy.
引用
收藏
页码:406 / 421
页数:16
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