Face Liveness Detection Method Based on Histogram of Oriented Gradient

被引：4

作者：

Kong Yueping ^{[1
]}

Liu Xia ^{[1
]}

Xie Xinqian ^{[1
]}

Li Fengjie ^{[2
]}

机构：

[1] Xian Univ Architecture & Technol, Coll Informat & Control Engn, Xian 710055, Shaanxi, Peoples R China

[2] Tianjin Elect Informat Coll, Tianjin 300350, Peoples R China

来源：

LASER & OPTOELECTRONICS PROGRESS | 2018年 / 55卷 / 03期

关键词：

image processing; face liveness detection; histogram of oriented gradient; intersection of histogram; support vector machine;

D O I：

10.3788/LOP55.031009

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Face recognition of identity authentication may be malicious fraud by photo, video, and other media. After analyzing the characteristics of non-linear changes in face image, we propose a new method of face liveness detection based on image processing according to the changes of edges in photo face and real face. The changes of face edges are described by the improved histogram of oriented gradient. Combining with the statistics characteristics of the positive and negative samples, the support vector machine classifier is trained to detect the liveness face. Finally, the new method is validated by the public NUAA human face database. The results show that the accuracy rate of the proposed method on true and false face detection reaches 97%.

引用

页数：7

共 24 条

[1] Audiovisual synchrony assessment for replay attack detection in talking face biometrics
Boutellaa, Elhocine
Boulkenafet, Zinelabidine
Komulainen, Jukka
Hadid, Abdenour
[J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2016, 75 (09) : 5329 - 5343
[2] [曹瑜 Cao Yu], 2014, [信号处理, Journal of Signal Processing], V30, P830
[3] Chingovska I, 2012, P INT C BIOM SPECI I
[4] Dalal N., 2005, PROC IEEE C COMPUTER, DOI [10.1109/CVPR.2005.177, DOI 10.1109/CVPR.2005.177]
[5] Das D., 2014, 2014 INTERNATIONAL CONFERENCE ON ADVANCES IN ENGINEERING AND TECHNOLOGY RESEARCH (ICAETR), P3, DOI 10.1109/ICAETR.2014.7012923
[6] Deng G, 2003, J COMPUTER AIDED DES, V15, P853
[7] Deng X Q, 2015, LASER OPTOELECTRONIC, V52
[8] Gahyun Kim, 2012, 2012 5th IAPR International Conference on Biometrics (ICB), P67, DOI 10.1109/ICB.2012.6199760
[9] SINGLE-VIEW RECAPTURED IMAGE DETECTION BASED ON PHYSICS-BASED FEATURES
Gao, Xinting
Ng, Tian-Tsong
Qiu, Bo
Chang, Shih-Fu
[J]. 2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010), 2010, : 1469 - 1474
[10] Multispectral face liveness detection method based on gradient features
Hou, Ya-Li
Hao, Xiaoli
Wang, Yueyang
Guo, Changqing
[J]. OPTICAL ENGINEERING, 2013, 52 (11)

← 1 2 3 →