Iris liveness detection for mobile devices based on local descriptors

被引:47
作者
Gragnaniello, Diego [1 ]
Sansone, Carlo [1 ]
Verdoliva, Luisa [1 ]
机构
[1] Univ Naples Federico II, DIETI, I-80125 Naples, Italy
关键词
Iris liveness detection; Local descripiors; Biometric spoofing; BINARY PATTERNS; REPRESENTATION; CLASSIFICATION; RECOGNITION; FINGERPRINT; HISTOGRAM;
D O I
10.1016/j.patrec.2014.10.018
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Iris recognition is well suited to authentication on mobile devices, due to its intrinsic security and nonintrusiveness, However, authentication systems can be easily tricked by attacks based on high-quality printing. A liveness detection module is therefore necessary. Here, we propose a fast and accurate technique to detect printed-iris attacks based on the local binary pattern (LBP) descriptor. In order to improve the discrimination ability of LBP and better explore the image statistics, LBP is performed on a high-pass version of the image with 3 x 3 integer kernel In addition a simplified interpolation-free descriptor is considered and finally a linear SVM classification scheme is used The detection performance, measured on standard databases, is extremely promising, despite the resulting very low complexity, which makes possible the implementation for the relatively small CPU processing power of a mobile device. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:81 / 87
页数:7
相关论文
共 45 条
  • [41] Histogram of Gabor phase patterns (HGPP): A novel object representation approach for face recognition
    Zhang, Baochang
    Shan, Shiguang
    Chen, Xilin
    Gao, Wen
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (01) : 57 - 68
  • [42] Local Derivative Pattern Versus Local Binary Pattern: Face Recognition With High-Order Local Pattern Descriptor
    Zhang, Baochang
    Gao, Yongsheng
    Zhao, Sanqiang
    Liu, Jianzhuang
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (02) : 533 - 544
  • [43] Zhang WC, 2005, IEEE I CONF COMP VIS, P786
  • [44] SOBEL-LBP
    Zhao, Sanqiang
    Gao, Yongsheng
    Zhang, Baochang
    [J]. 2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 2144 - 2147
  • [45] Zou D., 2006, IEEE ICME C REC, P1365