Real-Time Human Authentication System Based on Iris Recognition

被引:3
|
作者
Hafeez, Huma [1 ]
Zafar, Muhammad Naeem [2 ]
Abbas, Ch Asad [1 ,3 ]
Elahi, Hassan [4 ,5 ]
Ali, Muhammad Osama [5 ]
机构
[1] Shandong Univ, Minist Educ, Sch Mech Engn, Key Lab High Efficiency & Clean Mech Mfg, 17923 Jingshi Rd, Jinan 250061, Peoples R China
[2] Univ Engn & Technol Taxila, Dept Mechatron Engn, Rawalpindi 47050, Pakistan
[3] Univ Chakwal, Dept Mechatron Engn, Chakwal 48800, Pakistan
[4] Sapienza Univ Rome, Dept Mech & Aerosp Engn, I-00184 Rome, Italy
[5] Natl Univ Sci & Technol, Coll Elect & Mech Engn, Dept Mechatron Engn, Islamabad 44000, Pakistan
来源
ENG | 2022年 / 3卷 / 04期
关键词
biometrics; iris recognition; security system; image processing; pattern recognition; iris image acquisition; image registration; PCA; INFORMATION; IMAGES;
D O I
10.3390/eng3040047
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Biometrics deals with the recognition of humans based on their unique physical characteristics. It can be based on face identification, iris, fingerprint and DNA. In this paper, we have considered the iris as a source of biometric verification as it is the unique part of eye which can never be altered, and it remains the same throughout the life of an individual. We have proposed the improved iris recognition system including image registration as a main step as well as the edge detection method for feature extraction. The PCA-based method is also proposed as an independent iris recognition method based on a similarity score. Experiments conducted using our own developed database demonstrate that the first proposed system reduced the computation time to 6.56 sec, and it improved the accuracy to 99.73, while the PCA-based method has less accuracy than this system does.
引用
收藏
页码:693 / 708
页数:16
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