Texture and quality analysis for face spoofing detection

被引:12
作者
Daniel, Neenu [1 ]
Anitha, A. [1 ]
机构
[1] Noorul Islam Ctr Higher Educ, Dept Comp Sci & Engn, Nagercoil, India
关键词
Face recognition; Biometric; Spoof detection; Texture features; RECOGNITION; 2D;
D O I
10.1016/j.compeleceng.2021.107293
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the increasing importance of security and access restrictions, the urge for implementing face recognition systems is increasing at an unprecedented rate. However, the vulnerability towards spoofing attacks limits the further progress of face recognition systems. Generally, spoofing occurs when a person attempts to gain illegal access by utilizing the biometric traits that counterfeit the registered user. Despite existence of many spoofing detection techniques in the literature, deriving a significant solution to eradicate the face spoofing attacks is quite challenging. This paper has proposed a novel method that examines the face spoofing detection system robustness with the joint exploitation of entropy-based texture and quality features. The effectiveness of this approach is evaluated by using a publicly available dataset called "replay attack database". Experimental results show the effectiveness of the proposed method in identifying various face spoofing attacks with an accuracy of 98.2% compared to existing techniques.
引用
收藏
页数:11
相关论文
共 23 条
[1]   2D and 3D face recognition: A survey [J].
Abate, Andrea F. ;
Nappi, Michele ;
Riccio, Daniel ;
Sabatino, Gabriele .
PATTERN RECOGNITION LETTERS, 2007, 28 (14) :1885-1906
[2]  
Adam E E B, 2021, Journal of ISMAC, V3, P16
[3]  
[Anonymous], 2017, 2017 19 INT C TRANSP, DOI [DOI 10.1109/ICTON.2017.8024849, 10.1109/ICTON.2017.8024849]
[4]   Face Antispoofing Using Speeded-Up Robust Features and Fisher Vector Encoding [J].
Boulkenafet, Zinelabidine ;
Komulainen, Jukka ;
Hadid, Abdenour .
IEEE SIGNAL PROCESSING LETTERS, 2017, 24 (02) :141-145
[5]   Face Spoofing Detection Using Colour Texture Analysis [J].
Boulkenafet, Zinelabidine ;
Komulainen, Jukka ;
Hadid, Abdenour .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2016, 11 (08) :1818-1830
[6]   Face Liveness Detection Using a Flash Against 2D Spoofing Attack [J].
Chan, Patrick P. K. ;
Liu, Weiwen ;
Chen, Danni ;
Yeung, Daniel S. ;
Zhang, Fei ;
Wang, Xizhao ;
Hsu, Chien-Chang .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2018, 13 (02) :521-534
[7]  
Chaudhari MN, 2018, P 4 INT C COMP COMM, P1
[8]  
Conotter V, 2014, IEEE IMAGE PROC, P248, DOI 10.1109/ICIP.2014.7025049
[9]  
Dhriti M., 2012, INT J COMPUT APPL, V60, P13, DOI [10.5120/9759-1517, DOI 10.5120/9759-1517]
[10]   An introduction to biometric recognition [J].
Jain, AK ;
Ross, A ;
Prabhakar, S .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (01) :4-20