DocumentCode :
1448158
Title :
Parallelizing Iris Recognition
Author :
Rakvic, Ryan N. ; Ulis, Bradley J. ; Broussard, Randy P. ; Ives, Robert W. ; Steiner, Neil
Author_Institution :
United States Naval Acad., Annapolis, MD, USA
Volume :
4
Issue :
4
fYear :
2009
Firstpage :
812
Lastpage :
823
Abstract :
Iris recognition is one of the most accurate biometric methods in use today. However, the iris recognition algorithms are currently implemented on general purpose sequential processing systems, such as generic central processing units (CPUs). In this work, we present a more direct and parallel processing alternative using field-programmable gate arrays (FPGAs), offering an opportunity to increase speed and potentially alter the form factor of the resulting system. Within the means of this project, the most time-consuming operations of a modern iris recognition algorithm are deconstructed and directly parallelized. In particular, portions of iris segmentation, template creation, and template matching are parallelized on an FPGA-based system, with a demonstrated speedup of 9.6, 324, and 19 times, respectively, when compared to a state-of-the-art CPU-based version. Furthermore, the parallel algorithm on our FPGA also greatly outperforms our calculated theoretical best Intel CPU design. Finally, on a state-of-the-art FPGA, we conclude that a full implementation of a very fast iris recognition algorithm is more than feasible, providing a potential small form-factor solution.
Keywords :
biometrics (access control); field programmable gate arrays; image recognition; image segmentation; parallel algorithms; biometric methods; field-programmable gate arrays; general purpose sequential processing systems; generic central processing units; iris recognition algorithm; iris segmentation; parallel algorithm; parallel processing; parallelizing iris recognition; template matching; Biometrics; field-programmable gate arrays (FPGAs); iris recognition; parallel computing;
fLanguage :
English
Journal_Title :
Information Forensics and Security, IEEE Transactions on
Publisher :
ieee
ISSN :
1556-6013
Type :
jour
DOI :
10.1109/TIFS.2009.2032012
Filename :
5256283
Link To Document :
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