Three-dimensional and two-and-a-half-dimensional face recognition spoofing using three-dimensional printed models

被引:25
|
作者
Galbally, Javier [1 ]
Satta, Riccardo [1 ]
机构
[1] European Commiss, Joint Res Ctr, Inst Protect & Secur Citizen, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
关键词
face recognition; biometrics (access control); security of data; data acquisition; two-and-a-half-dimensional face recognition spoofing; three-dimensional face recognition spoofing; biometric systems; external attacks; physical artefact; legitimate user; low-complexity characteristics; low-cost characteristics; self-manufactured three-dimensional printed model; 3D face recognition systems; 2; 5D face recognition systems; fake data acquistion; IMAGES;
D O I
10.1049/iet-bmt.2014.0075
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The vulnerability of biometric systems to external attacks using a physical artefact in order to impersonate the legitimate user has become a major concern over the last decade. Such a threat, commonly known as spoofing', poses a serious risk to the integrity of biometric systems. The usual low-complexity and low-cost characteristics of these attacks make them accessible to the general public, rendering each user a potential intruder. The present study addresses the spoofing issue analysing the feasibility to perform low-cost attacks with self-manufactured three-dimensional (3D) printed models to 2.5D and 3D face recognition systems. A new database with 2D, 2.5D and 3D real and fake data from 26 subjects was acquired for the experiments. Results showed the high vulnerability of the three tested systems, including a commercial solution, to the attacks.
引用
收藏
页码:83 / 91
页数:9
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