A novel method for iris recognition using BP neural network and parallel computing by the aid of GPUs (Graphics Processing Units)

سال انتشار: 1393
نوع سند: مقاله کنفرانسی
زبان: انگلیسی
مشاهده: 503

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شناسه ملی سند علمی:

MITC04_035

تاریخ نمایه سازی: 20 آذر 1398

چکیده مقاله:

In this paper, we seek a new method in designing an iris recognition system. In this method, first the Haar wavelet features are extracted from iris images. The advantage of using these features is the high-speed extraction, as well as being unique to each iris. Then the back propagation neural network (BPNN) is used as a classifier. In this system, the BPNN parallel algorithms and their implementation on GPUs have been used by the aid of CUDA in order to speed up the learning process. Finally, the system performance and the speeding outcomes in a way that this algorithm is done in series are presented.

کلیدواژه ها:

Iris recognition system ، Haar wavelet ، Graphics Processing Units (GPUs) ، neural network BP ، CUDA.

نویسندگان

F. Hosseini

Department of Computer Engineering, University of Kashan, P.O . BOX ۵۱۱۶۷-۸۷۳۱۷,Ravand Blvd,Kashan,Iran

H. Ebrahimpour

Department of Computer Engineering, University of Kashan, P.O . BOX ۵۱۱۶۷-۸۷۳۱۷,Ravand Blvd,Kashan,Iran

S. Askari

Department of Computer Engineering, Islamic Azad University of Arak Science & Research Branch, Arak ,Iran