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3D Angle Searching System with PSO for Face Recognition

Authors :
Ching Tang Hsieh
Meng Shian Shih
Chia Shing Hu
Source :
Applied Mechanics and Materials. :2950-2954
Publication Year :
2013
Publisher :
Trans Tech Publications, Ltd., 2013.

Abstract

Conventional 2D face recognition methods often struggle when a subject's head is turned even slightly to the side. In this study, a face recognition system based on 3D head modeling that is able to tolerate facial rotation angles was constructed by leveraging the Open source graphic library (OpenGL) framework. To minimize the extensive angle searching time that often occurs in conventional 3D modeling, Particle Swarm Optimization (PSO) was used to determine the correct facial angle in 3D. This reduced the angle computation time to 6 seconds, which is significantly faster than other methods. Experimental results showed that successful ID recognition can be achieved with a high recognition rate of 90%.

Details

ISSN :
16627482
Database :
OpenAIRE
Journal :
Applied Mechanics and Materials
Accession number :
edsair.doi...........54fc96a5f0884857ae29854a93026709
Full Text :
https://doi.org/10.4028/www.scientific.net/amm.284-287.2950