An analysis of BioHashing and its variants

被引:136
作者
Kong, Adams
Cheung, King-Hong
Zhang, David
Kamel, Mohamed
You, Jane [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Comp, Biometr Res Ctr, Kowloon, Hong Kong, Peoples R China
[2] Univ Waterloo, Pattern Anal & Machine Intelligence Lab, Waterloo, ON N2L 3G1, Canada
关键词
BioHashing; FaceHashing; PalmHashing; biometrics; verification; security; user identity; password;
D O I
10.1016/j.patcog.2005.10.025
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As a result of the growing demand for accurate and reliable personal authentication, biometric recognition. a substitute for or complement to existing authentication technologies, has attracted considerable attention. It has recently been reported that, along with its variants, BioHashing, a new technique that combines biometric features and a tokenized (pseudo-) random number (TRN), has achieved perfect accuracy, having zero equal error rates (EER) for faces, fingerprints and palmprints. There are, however, anomalies in this approach. These are identified in this paper, in which we systematically analyze the details of the approach and conclude that the claim of having achieved a zero EER is based upon an impractical hidden assumption. We simulate the claimants' experiments and find that it is not possible to achieve their reported performance without the hidden assumption and that, indeed, the results are worse than when using the biometric alone. (c) 2005 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1359 / 1368
页数:10
相关论文
共 20 条
  • [1] [Anonymous], 1999, Biometrics: personal identification in networked society
  • [2] [Anonymous], 1998, Technical Report 24
  • [3] [Anonymous], 2004, PATTERN RECOGN, DOI DOI 10.1016/j.patcog.2004.04.011
  • [4] Fingerprint indexing based on novel features of minutiae triplets
    Bhanu, B
    Tan, XJ
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (05) : 616 - 622
  • [5] HUMAN AND MACHINE RECOGNITION OF FACES - A SURVEY
    CHELLAPPA, R
    WILSON, CL
    SIROHEY, S
    [J]. PROCEEDINGS OF THE IEEE, 1995, 83 (05) : 705 - 740
  • [6] PalmHashing: a novel approach for dual-factor authentication
    Connie, T
    Teoh, A
    Goh, M
    Ngo, D
    [J]. PATTERN ANALYSIS AND APPLICATIONS, 2004, 7 (03) : 255 - 268
  • [7] PalmHashing: a novel approach for cancelable biometrics
    Connie, T
    Teoh, A
    Goh, M
    Ngo, D
    [J]. INFORMATION PROCESSING LETTERS, 2005, 93 (01) : 1 - 5
  • [8] ECG to identify individuals
    Israel, SA
    Irvine, JM
    Cheng, A
    Wiederhold, MD
    Wiederhold, BK
    [J]. PATTERN RECOGNITION, 2005, 38 (01) : 133 - 142
  • [9] On-line fingerprint verification
    Jain, A
    Hong, L
    Bolle, R
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (04) : 302 - 314
  • [10] An introduction to biometric recognition
    Jain, AK
    Ross, A
    Prabhakar, S
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (01) : 4 - 20