DocumentCode :
3064305
Title :
Incremental iris recognition: A single-algorithm serial fusion strategy to optimize time complexity
Author :
Rathgeb, Christian ; Uhl, Andreas ; Wild, Peter
Author_Institution :
Dept. of Comput. Sci. Sci., Univ. of Salzburg, Salzburg, Austria
fYear :
2010
fDate :
27-29 Sept. 2010
Firstpage :
1
Lastpage :
6
Abstract :
Daugman´s algorithm, mapping iris images to binary codes and estimating similarity between codes applying the fractional Hamming Distance, forms the basis of today´s commercially used iris recognition systems. However, when applied to large-scale databases, the linear matching of a single extracted iris-code against a gallery of templates is very time consuming and a bottleneck of current implementations. As an alternative to pre-screening techniques, our work is the first to present an incremental approach to iris recognition. We combine concentration of information in the first bits of an iris-code with early rejection of unlikely matches during matching stage to incrementally determine the best-matching candidate in the gallery. Our approach can transparently be applied to any iris-code based system and is able to reduce bit comparisons significantly (to about 5% of iris-code bits) while exhibiting a Rank-1 Recognition Rate being at least as high as for matches involving all bits.
Keywords :
Hamming codes; binary codes; computational complexity; image fusion; iris recognition; Daugman algorithm; binary code; fractional Hamming distance; iris image mapping; iris recognition system; optimize time complexity; serial fusion strategy; Accuracy; Complexity theory; Feature extraction; High definition video; Iris recognition; Reliability; Training;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biometrics: Theory Applications and Systems (BTAS), 2010 Fourth IEEE International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4244-7581-0
Electronic_ISBN :
978-1-4244-7580-3
Type :
conf
DOI :
10.1109/BTAS.2010.5634475
Filename :
5634475
Link To Document :
بازگشت