An Approach for Secure Identification and Authentication for Biometrics using Iris

被引:0
作者
Patil, Chandrashekar M. [1 ]
Gowda, Sushmitha [1 ]
机构
[1] VVCE, Dept ECE, Mysore, Karnataka, India
来源
2017 INTERNATIONAL CONFERENCE ON CURRENT TRENDS IN COMPUTER, ELECTRICAL, ELECTRONICS AND COMMUNICATION (CTCEEC) | 2017年
关键词
Iris authentication; secure identification; classifier; enrollment; biometric recognition;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
One of the most accurate biometric authentication methods is iris pattern recognition. Basically iris recognition is a method of biometric recognition and authentication that uses recognition strategies on images of a people eyes. This paper presents a secure authentication using iris recognition system. A usual recognition system has distinctive phases like enrollment phase and authentication phase. In this proposed work CASIA V4 iris is considered as a database. The flow of work starts with pre-processing, feature extraction and classification. This procedure is implemented using evaluation of various iris pattern recognition features by using Histogram of Oriented Gradients (HOG), Gray Level Co-occurrence Matrix (GLCM), Hausdroff Dimensions (HD), Biometric Graph Matching (BGM) and 2D - Gabor filter techniques. Then, a State Vector Machine (SVM), Weighted Euclidian Distance (WED) and Jaccard coefficient and Dice coefficient classifier is used to verify and authenticate the patterns. Accordingly, SVM is regarded as most distinctive and most efficient technique for the proposed iris identification and authentication system.
引用
收藏
页码:421 / 424
页数:4
相关论文
共 13 条
[1]  
Boles W. W., 1998, HUMAN IDENTIFICATION
[2]  
Chin C., 2005, P INT C COMP VIS IM
[3]  
Daugman J, 1993, HIGH CONFIDENCE VISU
[4]  
Gagan R, 2015, ELLIPTICAL SECTOR BA
[5]  
Huang Ya-Ping, 2002, EFFICIENT IRIS RECOG
[6]  
Kekre H. B., IRIS RECOGNITION USI
[7]  
Rai Himanshu, 2014, EXPERT SYSTEMS APPL, V41
[8]  
Savithiri G., 2011, PERFORMANCE ANAL HAL
[9]  
Shirke Swati D, 2012, IRIS RECOGNITION
[10]  
Sun Shengnan, 2013, NONCOOPERATIVE BOVIN