Shadow compensation based on facial symmetry and image average for robust face recognition

被引:16
|
作者
Hsieh, Ping-Cheng [1 ]
Tung, Pi-Cheng [1 ]
机构
[1] Natl Cent Univ, Dept Mech Engn, Jhongli 32001, Taoyuan County, Taiwan
关键词
Face recognition; Shadow compensation; Illumination variation; Facial symmetry; Image average; Histogram equalization (HE); ILLUMINATION COMPENSATION; PCA; NORMALIZATION; 2D;
D O I
10.1016/j.neucom.2010.04.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a novel shadow compensation approach for face recognition under varying illumination. This approach based on facial symmetry and image average can solve the drawbacks of the conventional algorithms such as histogram equalization (HE) and region-based histogram equalization (RHE). Among others, the proposed approach has the following advantages: (1) it is very simple, so it is easily implemented in a real-time face recognition system; (2) it is able to reinforce key facial features and to standardize other parts of the face; and (3) it can apply directly to single face image without any prior information of light source direction. The experimental results reveal that the proposed approach has a rather excellent recognition performance. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:2708 / 2717
页数:10
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