Noise-resistant network: a deep-learning method for face recognition under noise

doi:10.1186/s13640-017-0188-z

	Noise-resistant network: a deep-learning method for face recognition under noise
	Ding, Yuanyuan 1,2; Cheng, Yongbo 1,2; Cheng, Xiaoliu 1; Li, Baoqing 1; You, Xing 1; Yuan, Xiaobing 1
	2017-06-27
发表期刊	EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING
ISSN	1687-5281
页码	14
摘要	Along with the developments of deep learning, many recent architectures have been proposed for face recognition and even get close to human performance. However, accurately recognizing an identity from seriously noisy face images still remains a challenge. In this paper, we propose a carefully designed deep neural network coined noise-resistant network (NR-Network) for face recognition under noise. We present a multi-input structure in the final fully connected layer of the proposed NR-Network to extract a multi-scale and more discriminative feature from the input image. Experimental results such as the receiver-operating characteristic (ROC) curves on the AR database injected with different noise types show that the NR-Network is visibly superior to some state-of-the-art feature extraction algorithms and also achieves better performance than two deep benchmark networks for face recognition under noise.
关键词	Face recognition Deep neural network ROC Noise
DOI	10.1186/s13640-017-0188-z
收录类别	SCI
语种	英语
资助项目	Natural Science Foundation of Shanghai[14ZR1447200]
WOS研究方向	Engineering ; Imaging Science & Photographic Technology
WOS类目	Engineering, Electrical & Electronic ; Imaging Science & Photographic Technology
WOS记录号	WOS:000404394600001
出版者	SPRINGER INTERNATIONAL PUBLISHING AG
引用统计	被引频次：13[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/7064
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Li, Baoqing
作者单位	1.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Wireless Sensor Network Lab, 1455 Pingcheng Rd, Shanghai 201800, Peoples R China 2.Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Ding, Yuanyuan,Cheng, Yongbo,Cheng, Xiaoliu,et al. Noise-resistant network: a deep-learning method for face recognition under noise[J]. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING,2017:14.
APA	Ding, Yuanyuan,Cheng, Yongbo,Cheng, Xiaoliu,Li, Baoqing,You, Xing,&Yuan, Xiaobing.(2017).Noise-resistant network: a deep-learning method for face recognition under noise.EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING,14.
MLA	Ding, Yuanyuan,et al."Noise-resistant network: a deep-learning method for face recognition under noise".EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING (2017):14.