4.7 Article

Generating cancelable palmprint templates via coupled nonlinear dynamic filters and multiple orientation palmcodes

期刊

INFORMATION SCIENCES
卷 180, 期 20, 页码 3876-3893

出版社

ELSEVIER SCIENCE INC
DOI: 10.1016/j.ins.2010.06.040

关键词

Cancelable palmprint authentication; Multiple Gabor filters; Coupled nonlinear dynamic filter; Fusion

资金

  1. National Natural Science Foundation of China [60971104]
  2. Outstanding Young Researchers Foundation of Sichuan Province [09ZQ026-091]
  3. Open Research Foundation of Chongqing Key Laboratory of Signal and Information Processing [CQSIP-2009-01]
  4. Fundamental Research Funds for the Central Universities [SWJTU09ZT16]
  5. Research Fund for the Doctoral Program of Higher Education of China [20090184110008]

向作者/读者索取更多资源

A novel scheme for generating cancelable palmprint templates is proposed in this paper. Firstly, a chaotic high speed stream cipher is implemented based on coupled nonlinear dynamic filters (CNDF), in which the CNDF are constructed to have flows inverse to each other. Secondly, renewable and privacy preserving palmprint templates are generated using the CNDF chaotic stream cipher with multiple orientation palmprint features obtained from a bank of Gabor filters and encoded in a phase-coding scheme. Compared with the standard palmprint templates, the cancelable templates have greater ability to discriminate palmprints from different hands by increasing the inter-class divergence of different palms more effectively, while maintaining the intra-class distance among palmprints of the same hands. Lastly, the matching stage is performed directly on the cancelable/encryption domain in parallel to accelerate matching and to protect user's privacy. Several fusion rules are investigated for the matching scores of different directional Palm-Codes to obtain the final matching score. Compared with Max, Min, Median and Product fusion rules, the Sum rule can greatly accelerate the speed and improve the performance Experimental results on the Hong Kong PolyU Palmprint Database verify that the proposed cancelable templates can achieve very high performance and security levels with a very strong ability to reissue palmprint templates. The proposed method can also be implemented at high speed, which satisfies the needs of real-time applications. (C) 2010 Elsevier Inc. All rights reserved.

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