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Iris Localization via Pulling and Pushing
Hong Kong August 20-August 24
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ICPR.2006.72418th International Conference on Patt ...
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Zhaofeng He, Institute of Automation,Chinese Academy of Sciences
Tieniu Tan, Institute of Automation,Chinese Academy of Sciences
Zhenan Sun, Institute of Automation,Chinese Academy of Sciences
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 bruteforce 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.
Citation:
Zhaofeng He, Tieniu Tan, Zhenan Sun, "Iris Localization via Pulling and Pushing," icpr, vol. 4, pp.366-369, 18th International Conference on Pattern Recognition (ICPR'06) Volume 4, 2006
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