Robust face anti-spoofing with depth information

doi:10.1016/j.jvcir.2017.09.002

	Robust face anti-spoofing with depth information
	Wang, Yan 3; Nian, Fudong 3; Li, Teng 3; Meng, Zhijun 2; Wang, Kongqiao 1
刊名	JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION
	2017-11-01
卷号	49 页码:332-337
关键词	Face anti-spoofing Depth information Convolutional neural network
ISSN号	1047-3203
DOI	10.1016/j.jvcir.2017.09.002
通讯作者	Meng, Zhijun(mzj.beihang@gmail.com)
英文摘要	With the prevalence of face authentication applications, the prevention of malicious attack from fake faces such as photos or videos, i.e., face anti-spoofing, has attracted much attention recently. However, while an increasing number of works on the face anti-spoofing have been reported based on 2D RGB cameras, most of them cannot handle various attacking methods. In this paper we propose a robust representation jointly modeling 2D textual information and depth information for face anti-spoofing. The textual feature is learned from 2D facial image regions using a convolutional neural network (CNN), and the depth representation is extracted from images captured by a Kinect. A face in front of the camera is classified as live if it is categorized as live using both cues. We collected a face anti-spoofing experimental dataset with depth information, and reported extensive experimental results to validate the robustness of the proposed method. (c) 2017 Elsevier Inc. All rights reserved.
资助项目	National Natural Science Foundation (NSF) of China[61572029] ; Science and Technology Project of Anhui Province[1604d0802019]
WOS关键词	LIVENESS DETECTION ; IMAGES
WOS研究方向	Computer Science
语种	英语
出版者	ACADEMIC PRESS INC ELSEVIER SCIENCE
WOS记录号	WOS:000416613800027
资助机构	National Natural Science Foundation (NSF) of China ; Science and Technology Project of Anhui Province
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/28203]
专题	中国科学院自动化研究所
通讯作者	Meng, Zhijun
作者单位	1.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China 2.Beihang Univ, Beijing, Peoples R China 3.Anhui Univ, Minist Educ, Key Lab Intelligent Comp & Signal Proc, Hefei 230601, Anhui, Peoples R China
推荐引用方式 GB/T 7714	Wang, Yan,Nian, Fudong,Li, Teng,et al. Robust face anti-spoofing with depth information[J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION,2017,49:332-337.
APA	Wang, Yan,Nian, Fudong,Li, Teng,Meng, Zhijun,&Wang, Kongqiao.(2017).Robust face anti-spoofing with depth information.JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION,49,332-337.
MLA	Wang, Yan,et al."Robust face anti-spoofing with depth information".JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION 49(2017):332-337.