DocumentCode
45339
Title
Unraveling the Effect of Textured Contact Lenses on Iris Recognition
Author
Yadav, Daksha ; Kohli, Naman ; Doyle, James S. ; Singh, Richa ; Vatsa, Mayank ; Bowyer, Kevin W.
Author_Institution
Lane Dept. of Comput. Sci. & Electr. Eng., West Virginia Univ., Morgantown, WV, USA
Volume
9
Issue
5
fYear
2014
fDate
May-14
Firstpage
851
Lastpage
862
Abstract
The presence of a contact lens, particularly a textured cosmetic lens, poses a challenge to iris recognition as it obfuscates the natural iris patterns. The main contribution of this paper is to present an in-depth analysis of the effect of contact lenses on iris recognition. Two databases, namely, the IIIT-D Iris Contact Lens database and the ND-Contact Lens database, are prepared to analyze the variations caused due to contact lenses. We also present a novel lens detection algorithm that can be used to reduce the effect of contact lenses. The proposed approach outperforms other lens detection algorithms on the two databases and shows improved iris recognition performance.
Keywords
image texture; iris recognition; visual databases; IIIT-D iris contact lens database; ND contact lens database; iris recognition; textured contact lenses; textured cosmetic lens; Databases; Image color analysis; Iris; Iris recognition; Lenses; Probes; Training; Iris recognition; contact lens; lens detection;
fLanguage
English
Journal_Title
Information Forensics and Security, IEEE Transactions on
Publisher
ieee
ISSN
1556-6013
Type
jour
DOI
10.1109/TIFS.2014.2313025
Filename
6776569
Link To Document