DocumentCode :
2609055
Title :
Iris Localization via Pulling and Pushing
Author :
He, Zhaofeng ; Tan, Tieniu ; Sun, Zhenan
Author_Institution :
Nat. Lab. of Pattern Recognition, Chinese Acad. of Sci., Beijing
Volume :
4
fYear :
0
fDate :
0-0 0
Firstpage :
366
Lastpage :
369
Abstract :
Iris localization is a critical module in iris recognition because it defines the inner and outer boundaries of iris region used for feature analysis. State-of-the-art iris localization methods need to implement a brute-force search of the large parameter space, which is time-consuming and sensitive to noises. This paper proposes a novel iris localization method based on a spring force-driven iteration scheme. First, the coarse localization of pupil is obtained by an AdaBoost-based iris detection method. Then the radial edge points are detected in polar coordinate, which contribute a force on the circle center based on Hooke´s law. Finally the center and radius of pupil and iris are refined according to the composition of forces from all points. After 3-4 iterations, the precise location of iris could be found. Experimental results show that our method is faster and more accurate than state-of-the-art iris localization methods
Keywords :
biometrics (access control); edge detection; feature extraction; learning (artificial intelligence); AdaBoost-based iris detection; brute-force search; feature analysis; iris localization; iris recognition; pupil localization; radial edge point detection; spring force-driven iteration; Biometrics; Feature extraction; Force measurement; Helium; Image restoration; Iris recognition; Iterative algorithms; Pattern recognition; Security; Springs;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
ISSN :
1051-4651
Print_ISBN :
0-7695-2521-0
Type :
conf
DOI :
10.1109/ICPR.2006.724
Filename :
1699856
Link To Document :
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