Proceedings of the 2018 International Conference on Advanced Control, Automation and Artificial Intelligence (ACAAI 2018)

An Ensemble Method of Global and Local Representation for Face Recognition

Authors
Zhiyong Zeng
Corresponding Author
Zhiyong Zeng
Available Online March 2018.
DOI
https://doi.org/10.2991/acaai-18.2018.23How to use a DOI?
Keywords
face recognition; Shearlets transform; deep convolution; PCA; ensemble
Abstract

To aim at the challenge of face recognition to uncontrolled situations, an ensemble method of global and local representation for face recognition is presented in this paper. shearlets transform is firstly employed to decompose a image into subimages. Then directional information is utilized along with conventional scaling and translation parameters, global feature of a face image is extracted by principle component analysis. Thirdly, local feature of a face image is extracted by a deep convolutional neural network. Finally, an ensemble of global and local feature is performed by weighted score. Experimental results on two challenge face databases show that the proposed method achieved higher face recognition accuracy than art-of-the-state methods. Hence, the ensemble of global and local feature is more potential features for the design of efficient face recognition system.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2018 International Conference on Advanced Control, Automation and Artificial Intelligence (ACAAI 2018)
Series
Advances in Intelligent Systems Research
Publication Date
March 2018
ISBN
978-94-6252-483-5
ISSN
1951-6851
DOI
https://doi.org/10.2991/acaai-18.2018.23How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Zhiyong Zeng
PY  - 2018/03
DA  - 2018/03
TI  - An Ensemble Method of Global and Local Representation for Face Recognition
BT  - Proceedings of the 2018 International Conference on Advanced Control, Automation and Artificial Intelligence (ACAAI 2018)
PB  - Atlantis Press
SP  - 94
EP  - 100
SN  - 1951-6851
UR  - https://doi.org/10.2991/acaai-18.2018.23
DO  - https://doi.org/10.2991/acaai-18.2018.23
ID  - Zeng2018/03
ER  -