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

文献类型：期刊论文

作者Ding, Yuanyuan1,2; Cheng, Yongbo1,2; Cheng, Xiaoliu2; Li, Baoqing2; You, Xing2; Yuan, Xiaobing2
刊名EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING
出版日期2017-06-27
页码14
关键词Face recognition Deep neural network ROC Noise
ISSN号1687-5281
DOI10.1186/s13640-017-0188-z
英文摘要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.
资助项目Natural Science Foundation of Shanghai[14ZR1447200]
WOS研究方向Engineering ; Imaging Science & Photographic Technology
语种英语
WOS记录号WOS:000404394600001
出版者SPRINGER INTERNATIONAL PUBLISHING AG
源URL[http://119.78.100.204/handle/2XEOYT63/7063]  
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.Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R China
2.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Wireless Sensor Network Lab, 1455 Pingcheng Rd, Shanghai 201800, 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.

入库方式： OAI收割

来源：计算技术研究所

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