Title :
A linear regression analysis of the effects of age related pupil dilation change in iris biometrics
Author :
Ortiz, Estefan ; Bowyer, Kevin W. ; Flynn, Patrick J.
Author_Institution :
Univ. of Notre Dame, Notre Dame, IN, USA
fDate :
Sept. 29 2013-Oct. 2 2013
Abstract :
Medical studies have shown that average pupil size decreases linearly throughout adult life. Therefore, on average, the longer the time between acquisition of two images of the same iris, the larger the difference in dilation between the two images. Several studies have shown that increased difference in dilation causes an increase in the false nonmatch rate for iris recognition. Thus, increased difference in pupil dilation is one natural mechanism contributing to an iris template aging effect. We present an experimental analysis of the change in genuine match scores in the context of dilation differences due to aging.
Keywords :
image matching; iris recognition; regression analysis; age related pupil dilation change; average pupil size; false nonmatch rate; genuine match scores; iris biometrics; iris recognition; iris template aging effect; linear regression analysis; pupil dilation differences; Aging; Biomedical imaging; Data models; Hamming distance; Iris recognition; Linear regression;
Conference_Titel :
Biometrics: Theory, Applications and Systems (BTAS), 2013 IEEE Sixth International Conference on
Conference_Location :
Arlington, VA
DOI :
10.1109/BTAS.2013.6712687