Design of cancelable MCC-based fingerprint templates using Dyno-key model

被引:17
|
作者
Bedari, Aseel [1 ]
Wang, Song [1 ]
Yang, Wencheng [2 ]
机构
[1] La Trobe Univ, Sch Engn & Math Sci, Bundoora, Vic 3086, Australia
[2] Edith Cowan Univ, Secur Res Inst, Joondalup, WA 6027, Australia
关键词
Cancelable biometrics; Minutia cylinder code; Cancelable fingerprint templates; Biometric template protection; Alignment-free; MULTI-LINE CODE; PROTECTION;
D O I
10.1016/j.patcog.2021.108074
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Minutia Cylinder Code (MCC) is an effective, high-quality representation of local minutia structures. MCC templates demonstrate fast and excellent fingerprint matching performance, but if compromised, they can be reverse-engineered to retrieve minutia information. In this paper, we propose alignment-free cancelable MCC-based templates by exploiting the MCC feature extraction and representation. The core component of our design is a dynamic random key model, called Dyno-key model. The Dyno-key model dynamically extracts elements from MCC's binary feature vectors based on randomly generated keys. Those extracted elements are discarded after the block-based logic operations so as to increase security. Leveling with the performance of the unprotected, reproduced MCC templates, the proposed method exhibits competitive performance in comparison with state-of-the-art cancelable fingerprint templates, as evaluated over seven public databases, FVC2002 DB1-DB3, FVC2004 DB1 and DB2, and FVC2006 DB2 and DB3. The proposed cancelable MCC-based templates satisfy all the requirements of biometric template protection. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:10
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