Face recognition by exploring information jointly in space, scale and orientation

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Zhen LeiStan Z Li

Abstract

Information jointly contained in image space, scale and orientation domains can provide rich important clues not seen in either individual of these domains. The position, spatial frequency and orientation selectivity properties are believed to have an important role in visual perception. This paper proposes a novel face representation and recognition approach by exploring information jointly in image space, scale and orientation domains. Specifically, the face image is first decomposed into different scale and orientation responses by convolving multiscale and multiorientation Gabor filters. Second, local binary pattern analysis is used to describe the neighboring relationship not only in image space, but also in different scale and orientation responses. This way, information from different domains is explored to give a good face representation for recognition. Discriminant classification is then performed based upon weighted histogram intersection or conditional mutual information with linear discriminant analysis techniques. Extensive experimental results on FERET, AR, and FRGC ver 2.0 databases show the significant advantages of the proposed method over the existing ones.

References

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Citations

Feb 25, 2014·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Haitao GanRui Huang
Sep 5, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Jiwen LuJie Zhou
May 28, 2013·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Jianjun QianYong Xu
Dec 21, 2013·IEEE Transactions on Pattern Analysis and Machine Intelligence·Zhen LeiStan Z Li
Dec 17, 2014·IEEE Transactions on Pattern Analysis and Machine Intelligence·Shu LiaoAlbert C S Chung
Mar 21, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Jiwen LuGang Wang
Apr 20, 2012·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Subrahmanyam MuralaR Balasubramanian
May 24, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Yueqi DuanJie Zhou
May 26, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society· Wei Jia Haibin Ling
Apr 4, 2018·IEEE Transactions on Pattern Analysis and Machine Intelligence·Yueqi DuanJie Zhou
Oct 30, 2015·IEEE Transactions on Cybernetics·Chuan-Xian RenStan Z Li

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