Department | 光电探测与信号处理研究室(五室) |
Face recognition based on convolution siamese networks | |
Wu, Haoran; Xu, Zhiyong; Zhang, Jianlin; Yan, Wei; Ma, Xiao | |
Source Publication | Proceedings - 2017 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2017 |
Pages | 1-5 |
2018-02-22 | |
Language | 英语 |
DOI | 10.1109/CISP-BMEI.2017.8302003 |
Indexed By | Ei |
EI Accession Number | 20182205252505 |
Subtype | C |
Abstract | In this paper, we use convolutional siamese networks for face recognition. Face recognition is one of the non-contact biometrics and widely applied in many circumstances. As the advent of artificial intelligence era, the demands on accuracy and robustness get greater and greater at present. Due to its low accuracy and restrictions in many conditions, it's hard for traditional methods to satisfy the demands. In this paper we propose a new network with convolutional siamese architecture for face recognition. Like some common face recognition systems, we use face detection to get the position of the face in an image. The deep learning methods are used to exploit the feature of the face. We finish the comparison of the detected face and the faces in the database. The experiments demonstrate a very good performance compared to other methods. © 2017 IEEE. |
Keyword | Biomedical engineering Convolution Deep learning |
EI Keywords | Biomedical engineering ; Convolution ; Deep learning |
Conference Name | 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2017 |
Conference Date | October 14, 2017 - October 16, 2017 |
Conference Place | Shanghai, China |
EI Classification Number | 461.1 Biomedical Engineering ; 716.1 Information Theory and Signal Processing |
Citation statistics | |
Document Type | 会议论文 |
Identifier | http://ir.ioe.ac.cn/handle/181551/9124 |
Collection | 光电探测与信号处理研究室(五室) |
Affiliation | Institute of Optics and Electronics, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Chengdu, China |
Recommended Citation GB/T 7714 | Wu, Haoran,Xu, Zhiyong,Zhang, Jianlin,et al. Face recognition based on convolution siamese networks[C],2018:1-5. |
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File Name/Size | DocType | Version | Access | License | ||
2018-2148.pdf(1025KB) | 会议论文 | 开放获取 | CC BY-NC-SA | Application Full Text |
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