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
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
收藏
页数:7
相关论文
共 24 条
  • [21] Face Liveness Detection from a Single Image with Sparse Low Rank Bilinear Discriminative Model
    Tan, Xiaoyang
    Li, Yi
    Liu, Jun
    Jiang, Lin
    [J]. COMPUTER VISION - ECCV 2010, PT VI, 2010, 6316 : 504 - 517
  • [22] WANG Y, 2017, ACTA OPT SIN, V37
  • [23] A New Multispectral Method for Face Liveness Detection
    Wang, Yueyang
    Hao, Xiaoli
    Hou, Yali
    Guo, Changqing
    [J]. 2013 SECOND IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR 2013), 2013, : 922 - 926
  • [24] [姚志均 Yao Zhijun], 2013, [电子与信息学报, Journal of Electronics & Information Technology], V35, P1644