Face detection using BP network combined with Gabor wavelet transform

被引:1
|
作者
Chuan-xu, Wang [1 ]
Xue, Li [1 ]
机构
[1] Qingdao Univ Sci & Technol, Inst Informat, Qingdao 266061, Peoples R China
关键词
Gabor wavelet transform; BP network; face detection; similarity computation;
D O I
10.1109/SNPD.2008.146
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Gabor wavelet is a multi-resolution description. It could extract the gray feature of facial area using amplitude coefficients of Gabor wavelet even when illumination changes. Based on the fact, this paper proposes a face detection method employing BP network combined with Gabor wavelet transform. Sample Features are represented by Gabor description for BP network training. First we use standard modules to compute the similarity between the modules and the picture, and get the possible facial areas. On the other hand, we use BP network to classify the possible areas and label the final result. Compared with conventional method using gray scale to train neural network, the method proposed in this paper produces better results.
引用
收藏
页码:526 / 529
页数:4
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