An efficient partial occluded face recognition system

被引:14
|
作者
Sharma, Mohit [1 ]
Prakash, Surya [1 ]
Gupta, Phalguni [1 ]
机构
[1] Indian Inst Technol Kanpur, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India
关键词
Principal component analysis; Eigen faces; Gabor filter; City block distance; EXPRESSION VARIANT FACES; PARTIAL OCCLUSION; ROBUST; DISTORTION; MACHINE; IMAGE;
D O I
10.1016/j.neucom.2011.12.063
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an efficient face recognition system which is invariant to partial occlusion. The proposed system makes use of Eigen faces and Gabor wavelet filters to handle occlusion. It divides each face image into a set of sub-images and makes use of Gabor filters to extract features from non-occluded sub-images. Matching between two face images is performed by comparing features of non-occluded regions of two images. The system has been tested on AR face database containing 2600 occluded images of 100 subjects. Experimental results reveal better performance compared to all well known systems which are invariant to partial occlusion. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:231 / 241
页数:11
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