A Multi-algorithmic Colour Iris Recognition System

被引:0
作者
Radu, Petru [1 ]
Sirlantzis, Konstantinos [1 ]
Howells, Gareth [1 ]
Hoque, Sanaul [1 ]
Deravi, Farzin [1 ]
机构
[1] Univ Kent, Sch Engn & Digital Arts, Canterbury, Kent, England
来源
SOFT COMPUTING APPLICATIONS | 2013年 / 195卷
关键词
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
The reported accuracies of iris recognition systems are generally higher on near infrared images than on colour RGB images. To increase a colour iris recognition system's performance, a possible solution is a multi-algorithmic approach with an appropriate fusion mechanism. In the present work, this approach is investigated by fusing three algorithms at the score level to enhance the performance of a colour iris recognition system. The contribution of this paper consists of proposing 2 novel feature extraction methods for colour iris images, one based on a 3-bit encoder of the 8 neighborhood and the other one based on gray level co-occurrence matrix. The third algorithm employed uses the classical Gabor filters and phase encoding for feature extraction. A weighted average is used as a matching score fusion. The efficiency of the proposed iris recognition system is demonstrated on UBIRISv1 dataset.
引用
收藏
页码:45 / 56
页数:12
相关论文
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