Recursive Binary Particle Swarm Optimization based Face Localization

被引:0
|
作者
Sanket, Nitin J. [1 ]
Manikantan, K. [1 ]
Ramachandran, S. [2 ]
机构
[1] MS Ramaiah Inst Tech, Dept Elect & Commun Engn, Bangalore 560054, Karnataka, India
[2] SJB Inst Tech, Dept Elect & Commun Engn, Bangalore 560060, Karnataka, India
来源
2013 FOURTH NATIONAL CONFERENCE ON COMPUTER VISION, PATTERN RECOGNITION, IMAGE PROCESSING AND GRAPHICS (NCVPRIPG) | 2013年
关键词
Face localization; Binary Particle Swarm Optimization; Discrete Cosine Transform; Template Matching;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Face Localization on frontal pose grayscale images under varying conditions of illumination, background and gender is challenging Developing a robust technique to handle all the aforementioned variations requires a lot of training time and hardware to obtain a good localization rate. In this paper, a novel Recursive Binary Particle Swarm Optimization is proposed, to create a generic template of the face. This template is then used for template matching in the Block DCT Signal Space to obtain the position of the face in the test image. Experimental results, obtained by applying the proposed algorithm on CalTech, FERET and Extended Yale B face databases, show that the proposed system provides good localization rates with a low training time.
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页数:4
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