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A novel template protection scheme for multibiometrics based on fuzzy commitment and chaotic system

  • Ning Wang*
  • , Qiong Li
  • , Ahmed A. Abd El-Latif
  • , Jialiang Peng
  • , Xuehu Yan
  • , Xiamu Niu
  • *Corresponding author for this work
  • School of Computer Science and Technology, Harbin Institute of Technology
  • Menoufia University
  • Heilongjiang University

Research output: Contribution to journalArticlepeer-review

Abstract

In recent years, biometrics template protection has been extensively studied and lots of schemes have been proposed. However, most of them have not considered the forgery, large difference of intra-class and the security of unimodal biometrics leakage. And there is no multibiometrics template scheme based on the fusion of dual iris, thermal and visible face images. In this paper, a novel multibiometrics template protection scheme based on fuzzy commitment and chaotic system, and the security analysis approach for unimodal biometrics leakage are proposed. Firstly, the thermal face images are captured to overcome the forgery. Then, the fuzzy commitment is generated from the corporation of error correcting code (ECC) and the fusion binary features. Additionally, the dual iris feature vectors are encrypted via the chaotic system, and the score level fusion based on Aczél-Alsina triangular-norm (AA T-norm) is implemented to acquire the final verification performance. Finally, the entropy of both mutlibiometrics and unimodal information leakage is analyzed to show the security of the proposed approach. The experimental tests are conducted on a virtual multibiometrics database, which merges the challenging CASIA-Iris-Thousand and the NVIE face database. The verification performance decreases from EER of (Formula presented.), but the multibiometrics template security is enhanced from 80.53 to 167.80 bits based on BCH ECC (1,023, 123, 170).

Original languageEnglish
Pages (from-to)99-109
Number of pages11
JournalSignal, Image and Video Processing
Volume9
DOIs
StatePublished - 1 Dec 2015

Keywords

  • Chaotic system
  • Entropy analysis
  • Fuzzy commitment
  • Multibiometrics
  • Template protection

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