FPGA-based IP cores implementation for face recognition using dynamic partial reconfiguration

Ahmad , Afandi and Amira, Abbes and Paul, Nicholl and Krill, Benjamin (2011) FPGA-based IP cores implementation for face recognition using dynamic partial reconfiguration. Journal of Real-Time Image Processing . ISSN 1861-8200

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Official URL: http://dx.doi.org/10.1007/s11554-011-0221-x

Abstract

This paper presents a combination of novel feature vectors construction approach for face recognitionusing discrete wavelet transform (DWT) and field programmable gate array (FPGA)-based intellectual property (IP) core implementation of transform block in face recognition systems. Initially, four experiments have been conducted including the DWT feature selection and filter choice, features optimisation by coefficient selections and feature threshold. To examine the most suitable method of feature extraction, different wavelet quadrant and scales have been evaluated, and it is followed with an evaluation of different wavelet filter choices and their impact on recognition accuracy. In this study, an approach for face recognition based on coefficient selection for DWT is presented, and the significant of DWT coefficient threshold selection is also analysed. For the hardware implementation, two architectures for twodimensional (2-D) Haar wavelet transform (HWT) IF' core with transpose-based computation and dynamic partial reconfiguration (DPR) have been synthesised using VHDL and implemented on Xilinx Virtex-5 FPGAs. Experimental results and comparisons between different configurations using partial and non-partial reconfiguration processes and a detailed performance analysis of the area, power consumption and maximum frequency are also discussed in this paper.

Item Type:Article
Uncontrolled Keywords:field programmable gate array (FPGA); face recognition - discrete wavelet transfolm (DWT); dynamic partial reconfiguration (DPR)
Subjects:T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK7800-8360 Electronics
Divisions:Faculty of Electrical and Electronic Engineering > Department of Computer Engineering
ID Code:3862
Deposited By:Normajihan Abd. Rahman
Deposited On:24 Jun 2013 08:31
Last Modified:22 Jan 2015 08:36

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