Robust and discriminating method for face recognition based on correlation technique and independent component analysis model

被引:39
作者
Alfalou, A. [1 ]
Brosseau, C. [2 ]
机构
[1] ISEN Brest, Dept Optoelect, Lab ISEN Brest, Brest 2, France
[2] Univ Brest, Univ Europeenne Bretagne, Lab Sci & Technol Informat Commun & Connaissance, F-29238 Brest 3, France
关键词
D O I
10.1364/OL.36.000645
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We demonstrate a novel technique for face recognition. Our approach relies on the performances of a strongly discriminating optical correlation method along with the robustness of the independent component analysis (ICA) model. Simulations were performed to illustrate how this algorithm can identify a face with images from the Pointing Head Pose Image Database. While maintaining algorithmic simplicity, this approach based on ICA representation significantly increases the true recognition rate compared to that obtained using our previously developed all-numerical ICA identity recognition method and another method based on optical correlation and a standard composite filter. (C) 2011 Optical Society of America
引用
收藏
页码:645 / 647
页数:3
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