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Occlusion robust face recognition with scattering operator in gradient domain
BIN XU1,2; ZHAO WEI SHANG1; YUAN YAN TANG1,3; BIN FANG1; TAI PING ZHANG1
2013-02-13
Source PublicationInternational Journal of Wavelets, Multiresolution and Information Processing
ISSN0219-6913
Volume11Issue:1
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. 

KeywordFace Recognition Gradient Direction Domain Scattering Operator Translation Invariance
DOIhttps://doi.org/10.1142/S021969131350001X
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Mathematics
WOS SubjectComputer Science, Software Engineering ; Mathematics, Interdisciplinary Applications
WOS IDWOS:000316970300001
PublisherWORLD SCIENTIFIC PUBL CO PTE LTD, 5 TOH TUCK LINK, SINGAPORE 596224, SINGAPORE
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Cited Times [WOS]:2   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorBIN XU; ZHAO WEI SHANG; YUAN YAN TANG; BIN FANG; TAI PING ZHANG
Affiliation1.College of Computer Science, Chongqing University Chongqing 400044, China
2.College of Mathematics and Statistics Chongqing University, Chongqing 401331, China
3.Department of Computer and Information Science Faculty of Science and Technology University of Macau, Macau
Corresponding Author AffilicationFaculty of Science and Technology
Recommended Citation
GB/T 7714
BIN XU,ZHAO WEI SHANG,YUAN YAN TANG,et al. Occlusion robust face recognition with scattering operator in gradient domain[J]. International Journal of Wavelets, Multiresolution and Information Processing,2013,11(1).
APA BIN XU,ZHAO WEI SHANG,YUAN YAN TANG,BIN FANG,&TAI PING ZHANG.(2013).Occlusion robust face recognition with scattering operator in gradient domain.International Journal of Wavelets, Multiresolution and Information Processing,11(1).
MLA BIN XU,et al."Occlusion robust face recognition with scattering operator in gradient domain".International Journal of Wavelets, Multiresolution and Information Processing 11.1(2013).
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