VIPLFaceNet: an open source deep face recognition SDK

doi:10.1007/s11704-016-6076-3

	VIPLFaceNet: an open source deep face recognition SDK
	Liu, Xin 1,2; Kan, Meina 1,2; Wu, Wanglong 1,2; Shan, Shiguang 1,2; Chen, Xilin 1,2
	2017-04-01
发表期刊	FRONTIERS OF COMPUTER SCIENCE
ISSN	2095-2228
卷号	11 期号:2 页码:208-218
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.
关键词	deep learning face recognition open source VIPLFaceNet
DOI	10.1007/s11704-016-6076-3
收录类别	SCI
语种	英语
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
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号	WOS:000399006800003
出版者	HIGHER EDUCATION PRESS
引用统计	被引频次：60[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/2XEOYT63/7265
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.