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VIPLFaceNet: an open source deep face recognition SDK

文献类型：期刊论文

作者Liu, Xin1,2; Kan, Meina1,2; Wu, Wanglong1,2; Shan, Shiguang1,2; Chen, Xilin1,2
刊名FRONTIERS OF COMPUTER SCIENCE
出版日期2017-04-01
卷号11期号:2页码:208-218
关键词deep learning face recognition open source VIPLFaceNet
ISSN号2095-2228
DOI10.1007/s11704-016-6076-3
英文摘要Robust face representation is imperative to highly accurate face recognition. In this work, we propose an open source face recognition method with deep representation named as VIPLFaceNet, which is a 10-layer deep convolutional neural network with seven convolutional layers and three fully-connected layers. Compared with the well-known AlexNet, our VIPLFaceNet takes only 20% training time and 60% testing time, but achieves 40% drop in error rate on the real-world face recognition benchmark LFW. Our VIPLFaceNet achieves 98.60% mean accuracy on LFW using one single network. An open-source C++ SDK based on VIPLFaceNet is released under BSD license. The SDK takes about 150ms to process one face image in a single thread on an i7 desktop CPU. VIPLFaceNet provides a state-of-the-art start point for both academic and industrial face recognition applications.
资助项目National Basic Research Program of China (973 Program)[2015CB351802] ; National Natural Science Foundation of China[61402443] ; National Natural Science Foundation of China[61390511] ; National Natural Science Foundation of China[61379083] ; National Natural Science Foundation of China[61222211]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000399006800003
出版者HIGHER EDUCATION PRESS
源URL[http://119.78.100.204/handle/2XEOYT63/7264]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Shan, Shiguang
作者单位1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714		 Liu, Xin,Kan, Meina,Wu, Wanglong,et al. VIPLFaceNet: an open source deep face recognition SDK[J]. FRONTIERS OF COMPUTER SCIENCE,2017,11(2):208-218.
APA Liu, Xin,Kan, Meina,Wu, Wanglong,Shan, Shiguang,&Chen, Xilin.(2017).VIPLFaceNet: an open source deep face recognition SDK.FRONTIERS OF COMPUTER SCIENCE,11(2),208-218.
MLA Liu, Xin,et al."VIPLFaceNet: an open source deep face recognition SDK".FRONTIERS OF COMPUTER SCIENCE 11.2(2017):208-218.

入库方式： OAI收割

来源：计算技术研究所

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