TY - GEN
T1 - Median filter based iris encoding technique
AU - Zuo, Jinyu
AU - Ratha, Nalini K.
AU - Connell, Jonathan H.
PY - 2008
Y1 - 2008
N2 - Iris-based human recognition is very attractive because of the high accuracy achievable. However, existing encoding methods are unable to handle iris images acquired when the ambient lighting is non-uniform. In this paper we propose a novel encoding technique which can handle images acquired under such conditions. The method is based on 2D median filters, which are commonly used as de-noising tools in image processing domain, and uses their nonlinear characteristics to generate binary codes from gray scale iris images. The application of this method for robust iris recognition is discussed and compared with two more traditional iris encoding techniques: the 2D Gabor filter based method and the ID log-Gabor method. Our algorithm is usable for the whole range of conditions encountered in the MMU1 iris database, performs well in a synthetic uneven illumination study, and gets comparable results on other tests.
AB - Iris-based human recognition is very attractive because of the high accuracy achievable. However, existing encoding methods are unable to handle iris images acquired when the ambient lighting is non-uniform. In this paper we propose a novel encoding technique which can handle images acquired under such conditions. The method is based on 2D median filters, which are commonly used as de-noising tools in image processing domain, and uses their nonlinear characteristics to generate binary codes from gray scale iris images. The application of this method for robust iris recognition is discussed and compared with two more traditional iris encoding techniques: the 2D Gabor filter based method and the ID log-Gabor method. Our algorithm is usable for the whole range of conditions encountered in the MMU1 iris database, performs well in a synthetic uneven illumination study, and gets comparable results on other tests.
UR - https://www.scopus.com/pages/publications/67549090295
U2 - 10.1109/BTAS.2008.4699361
DO - 10.1109/BTAS.2008.4699361
M3 - Conference contribution
AN - SCOPUS:67549090295
SN - 9781424427307
T3 - BTAS 2008 - IEEE 2nd International Conference on Biometrics: Theory, Applications and Systems
BT - BTAS 2008 - IEEE 2nd International Conference on Biometrics
T2 - BTAS 2008 - IEEE 2nd International Conference on Biometrics: Theory, Applications and Systems
Y2 - 29 September 2008 through 1 October 2008
ER -