Title :
A combined Pulling & pushing and Active Contour method for pupil segmentation
Author :
Bastos, Carlos A C M ; Ing Ren Tsang ; Calvalcanti, George D C
Author_Institution :
Center of Inf., Fed. Univ. of Pernambuco Recife, Recife, Brazil
Abstract :
Pupil segmentation is usually the first step used for searching iris regions. Iris localization is an extremely important procedure in iris biometrics systems, since the correct segmentation of inner and outer boundaries is critical to achieve high recognition rates. An iris localization method based on a spring force-driven iterative scheme, called Pulling & Pushing have been proposed by He et al. 2006. Here, we propose a pupil segmentation procedure that combines Pulling & Pushing and Active Contour Models, overcoming and improving the results of the previous method. We also developed a new strategy to identify and fill reflection points that appear inside the pupil. We tested our method in MMU1 and Casia V1 and V3 iris databases, obtaining accurate results.
Keywords :
image segmentation; iris recognition; iterative methods; security of data; springs (mechanical); Casia V1; MMU1; V3 iris database; active contour method; iris biometrics system; iris localization; iris recognition; pupil segmentation; reflection point; spring force driven iterative scheme; Active contours; Biometrics; Convergence; Helium; Image edge detection; Image segmentation; Image texture analysis; Iris recognition; Iterative methods; Springs; Biometrics; active contour; iris recognition; pupil segmentation;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495204