Implementation of Face Recognition Algorithm on Field Programmable Gate Array (FPGA)

Author:

Šušteršič Tijana12ORCID,Peulić Aleksandar1

Affiliation:

1. Faculty of Engineering, University of Kragujevac, Sestre Janjić 6, 34000 Kragujevac, Serbia

2. Bioengineering Research and Development Center (BioIRC), Prvoslava Stojanovića 6, 34000 Kragujevac, Serbia

Abstract

The aim of this study is to implement an algorithm for face recognition, based on fast fourier transform (FFT), on the field programmable gate array (FPGA) chip. Implemented program included the initialization process of two single-IP-core ROM blocks, each with an image of a human face, which are sent to the real components of two-channel IP CoreFFT block. The result of classification could be displayed in the form of either a word “yes” or “no” on the seven-segment display or the information about the reference to the folder with the found match face. Due to the lack of memory on the chip, the results are discussed based on the results obtained by the simulation, whilst the implemented part of the system included displaying images on VGA monitor and result of the algorithm shown on seven-segment display or realized as a software solution in Matlab. The results show 79% accuracy and the advantage of presented system lies in the possibility of working with images in real time. The results obtained in this study can be a good starting point in the implementation of complex algorithms for face recognition using all the benefits that FPGAs offer.

Funder

Ministarstvo Prosvete, Nauke i Tehnologe Razvoja

Publisher

World Scientific Pub Co Pte Lt

Subject

Electrical and Electronic Engineering,Hardware and Architecture,Electrical and Electronic Engineering,Hardware and Architecture

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Research and Implementation of FPGA-based Local Adaptive Thresholding;2023 International Conference on Machine Vision, Image Processing and Imaging Technology (MVIPIT);2023-09-22

2. Implementation of Medical Image Processing Algorithms on FPGA Using Xilinx System Generator;Computational Modeling and Simulation Examples in Bioengineering;2021-12-02

3. A Parallel Partial Enhancement Method for License Plate Localization in Low-Quality Images;Journal of Circuits, Systems and Computers;2021-07-08

4. Face Recognition on a Smart Image Sensor Using Local Gradients;Sensors;2021-04-21

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