Improved facial expression recognition using graph signal processing

被引:14
|
作者
Meena, H. K. [1 ,3 ]
Sharma, K. K. [1 ]
Joshi, S. D. [2 ]
机构
[1] Malaviya Natl Inst Technol, Dept Elect & Commun, Jaipur 302017, Rajasthan, India
[2] Indian Inst Technol Delhi, Dept Elect, New Delhi 110016, India
[3] Malaviya Natl Inst Technol, Dept Elect, Jaipur 302017, Rajasthan, India
关键词
D O I
10.1049/el.2017.0420
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A novel method of facial expression recognition using graph signal processing (GSP) is proposed. Here the dimensionality of the feature vector of the facial expression based on the histogram of oriented gradients and discrete wavelet transform is reduced using the GSP and then applied to a classifier. The proposed scheme is compared with the existing methods on the JAFFE dataset in terms of the accuracy and the length of the feature vector. It is seen from the simulation results that the proposed scheme provides better accuracy than the existing methods.
引用
收藏
页码:721 / 722
页数:2
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