Title :
Software implementation of the OSIRIS iris recognition algorithm in FPGA
Author :
Hentati, Raida ; Abid, Mohamed ; Dorizzi, Bernadette
Author_Institution :
Res. Unit CES, Nat. Sch. of Eng. of Sfax, Sfax, Tunisia
Abstract :
In this paper, we present a software implementation of an iris recognition algorithm on a FPGA (Field Programmable Gate Array). We use the OSIRIS reference systems developed in the framework of the BioSecure project which is an implementation of the well-knoun Daugman approach [10]. This system is composed of two modules. The first one uses the Hough transform to segment and normalize the iris. The second module applies a Gabor filter on the normalized image and calculates the similarity score between two images using the Hamming distance. OSIRIS algorithm has performance (EER=7.04%) when it is running on the PC in ICE 2005 Database. This system is coded in C++ using the library OpenCV (Open Source Computer Vision). This library is difficult to implement it in FPGA. that´s why, we first remove this library in our code than improve this algorithm. Finally, we implement it on a CYCLONE II DE2 Board FPGA using the NIOS II processor which is characterized by its flexibility and programmability.
Keywords :
C++ language; Gabor filters; Hamming codes; Hough transforms; computer vision; field programmable gate arrays; image matching; iris recognition; public domain software; software libraries; BioSecure project; C++ coding; CYCLONE II DE2 Board FPGA; Daugman approach; Gabor filter; Hamming distance; Hough transform; ICE 2005 database; NIOS II processor; OSIRIS iris recognition algorithm; OSIRIS reference systems; field programmable gate array; image similarity; library OpenCV; normalized image; open source computer vision; software implementation; Databases; Feature extraction; Field programmable gate arrays; Iris recognition; Libraries; Signal processing algorithms; Software algorithms; NIOS II; biometric; field-programmable gate arrays FPGA; iris recognition;
Conference_Titel :
Microelectronics (ICM), 2011 International Conference on
Conference_Location :
Hammamet
Print_ISBN :
978-1-4577-2207-3
DOI :
10.1109/ICM.2011.6177415