Unraveling the Effect of Textured Contact Lenses on Iris Recognition
Daksha Yadav, Naman Kohli, James S. Doyle, Richa Singh, Mayank Vatsa, Kevin W. Bowyer · IEEE Transactions on Information Forensics and Security · 2014
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.