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OCCLUSION ROBUST FACE RECOGNITION WITH SCATTERING OPERATOR IN GRADIENT DOMAIN

Authors :
Bin Xu
Bin Fang
Zhao Wei Shang
Yuan Yan Tang
Tai Ping Zhang
Source :
International Journal of Wavelets, Multiresolution and Information Processing. 11:1350001
Publication Year :
2013
Publisher :
World Scientific Pub Co Pte Lt, 2013.

Abstract

In this paper, we propose a novel occlusion robust face recognition algorithm in gradient direction domain (GDD) using scattering operator. The proposed algorithm transforms image into the GDD to remove pseudo-edges, then scattering operator is used to extract face feature from face image in GDD. Since scattering operators can effectively extract the structural information in face owing to locally translation invariant and deformation stability, the proposed approach is robust to occlusion and varying expression. Our scheme has demonstrated the state-of-the-art performance on several datasets. Especially, our method on the sunglasses images and the scarf in AR database achieves a recognition rate of 100 and 95% respectively, which significantly outperforms most existing methods.

Details

ISSN :
1793690X and 02196913
Volume :
11
Database :
OpenAIRE
Journal :
International Journal of Wavelets, Multiresolution and Information Processing
Accession number :
edsair.doi...........5023931e54345a9be4660691d2b6c7a1
Full Text :
https://doi.org/10.1142/s021969131350001x