Effectiveness evaluation of iris segmentation by using geodesic active contour (GAC)

被引:14
作者
Chang, Yuan-Tsung [1 ]
Shih, Timothy K. [1 ]
Li, Yung-Hui [1 ]
Kumara, W. G. C. W. [1 ]
机构
[1] Natl Cent Univ, Dept Comp Sci & Informat Engn, Taoyuan, Taiwan
关键词
Iris segmentation; Active contour; Biometrics; RECOGNITION;
D O I
10.1007/s11227-018-2450-2
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A novel iris segmentation technique based on active contour is proposed in this paper. Our approach uses innovative algorithms, including two important ones, pupil segmentation and iris circle calculation. With our algorithms, we are able to find the center position and radius of pupil correctly and segment the iris precisely. The accuracy of our proposed method for ICE dataset is around 92% and also reached high accuracy level of 79% for UBIRIS. Our results demonstrate that the proposed iris segmentation method can perform well with high accuracy and better efficacy for Iris segmentation in images. Through a relatively high-performance algorithm to further cut up the round out the picture of the pupil conversion cutting growth square picture in order to make the judgment for biometric applications.
引用
收藏
页码:1628 / 1641
页数:14
相关论文
共 26 条
[1]  
Arvacheh E.M., 2006, A study of segmentation and normalization for iris recognition systems
[2]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[3]  
Chen Liu, 2015, 2015 IEEE International Symposium on Technologies for Homeland Security (HST), P1, DOI 10.1109/THS.2015.7225264
[4]  
Chouhan B, 2011, INT J COMPUTER SCI C, V2, P239, DOI [10.1007/978-3-642-23223-7_30, DOI 10.1007/978-3-642-23223-7_30]
[5]  
Donida Labati R., 2016, INT J COMPUTING, V15, P42
[6]   Pattern Recognition in Latin America in the "Big Data" Era [J].
Fernandez, Alicia ;
Gomez, Alvaro ;
Lecumberry, Federico ;
Pardo, Alvaro ;
Ramirez, Ignacio .
PATTERN RECOGNITION, 2015, 48 (04) :1185-1196
[7]   Contact-free hand geometry-based identification system [J].
Guo, Jing-Ming ;
Hsia, Chih-Hsien ;
Liu, Yun-Fu ;
Yu, Jie-Cyun ;
Chu, Mei-Hui ;
Le, Thanh-Nam .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (14) :11728-11736
[8]   A Gait Sequence Analysis for IP Camera Using a Modified LBP [J].
Hsia, Chih-Hsien ;
Dai, Yi-Jhe ;
Chen, Shih-Lun ;
Lin, Ting-Lan ;
Shen, Jian .
JOURNAL OF INTERNET TECHNOLOGY, 2018, 19 (02) :451-458
[9]   New Verification Strategy for Finger-Vein Recognition System [J].
Hsia, Chih-Hsien .
IEEE SENSORS JOURNAL, 2018, 18 (02) :790-797
[10]   Augmenting teacher-student interaction in digital learning through affective computing [J].
Hung, Jason Chi-Shun ;
Chiang, Kun-Hsiang ;
Huang, Yi-Hung ;
Lin, Kuan-Cheng .
MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (18) :18361-18386