Simplified 2DPalmHash code for secure palmprint verification

Abstract2DPalmHash Code (2DPHC) was proposed as a cancelable code for secure palmprint verification. In order to relieve the vertical and horizontal dislocation problems, palmprint codes, including 2DPHC, need to be shifted both in horizontal and vertical directions and matched repeatedly, which leads to high computational complexity. However, according to our analysis, horizontal-shift matching can be ignored. Therefore, the multiple-shift matching of 2DPHC can be greatly simplified. Simplified 2DPHC (S2DPHC) has three-fold advantages: (1) reduces matching complexity; (2) enhances changeability performance; (3) improves verification performance. Furthermore, the superiorities of S2DPHC over 2DPHC in terms of changeability and verification performances are validated via rigorously analysis and extensive experimentation.

[1]  David Zhang,et al.  Feature-Level Fusion for Effective Palmprint Authentication , 2004, ICBA.

[2]  Dimitris Achlioptas,et al.  Database-friendly random projections: Johnson-Lindenstrauss with binary coins , 2003, J. Comput. Syst. Sci..

[3]  Andrew Beng Jin Teoh,et al.  Cancelable Biometrics Realization With Multispace Random Projections , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[4]  ZhangDavid,et al.  A Comparative Study of Palmprint Recognition Algorithms , 2012 .

[5]  Konstantinos N. Plataniotis,et al.  An Analysis of Random Projection for Changeable and Privacy-Preserving Biometric Verification , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[6]  Andrew Beng Jin Teoh,et al.  Biohashing: two factor authentication featuring fingerprint data and tokenised random number , 2004, Pattern Recognit..

[7]  DAVID ZHANG,et al.  A Comparative Study of Palmprint Recognition Algorithms , 2012, CSUR.

[8]  Junyu Niu,et al.  Fragile Bits in Palmprint Recognition , 2012, IEEE Signal Processing Letters.

[9]  Xingzhao Liu,et al.  Nonlinear Frequency Scaling Algorithm for High Squint Spotlight SAR Data Processing , 2008, EURASIP J. Adv. Signal Process..

[10]  Andrew Beng Jin Teoh,et al.  Cancellable biometerics featuring with tokenised random number , 2005, Pattern Recognit. Lett..

[11]  David Zhang,et al.  Palmprint verification based on robust line orientation code , 2007, Pattern Recognit..

[12]  Jiajun Wen,et al.  Appearance-based bidirectional representation for palmprint recognition , 2014, Multimedia Tools and Applications.

[13]  Andrew Beng Jin Teoh,et al.  Remarks on BioHash and its mathematical foundation , 2006, Inf. Process. Lett..

[14]  Hengjian Li,et al.  Robust palmprint identification based on directional representations and compressed sensing , 2012, Multimedia Tools and Applications.

[15]  Andrew Beng Jin Teoh,et al.  Random Multispace Quantization as an Analytic Mechanism for BioHashing of Biometric and Random Identity Inputs , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[16]  David Zhang,et al.  Three measures for secure palmprint identification , 2008, Pattern Recognit..

[17]  Hengjian Li,et al.  Generating cancelable palmprint templates via coupled nonlinear dynamic filters and multiple orientation palmcodes , 2010, Inf. Sci..

[18]  Ming Li,et al.  A remote cancelable palmprint authentication protocol based on multi-directional two-dimensional PalmPhasor-fusion , 2014, Secur. Commun. Networks.

[19]  Tieniu Tan,et al.  Ordinal palmprint represention for personal identification [represention read representation] , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[20]  L. Leng,et al.  Cancelable PalmCode generated from randomized Gabor Filters for palmprint protection , 2010, 2010 25th International Conference of Image and Vision Computing New Zealand.

[21]  Andy Adler.  Cancelable Biometrics , 2015, Encyclopedia of Biometrics.

[22]  Claudio Carpineto,et al.  A Survey of Automatic Query Expansion in Information Retrieval , 2012, CSUR.

[23]  Lu Leng,et al.  PalmHash Code vs. PalmPhasor Code , 2013, Neurocomputing.

[24]  Pritee Khanna,et al.  Noise and rotation invariant RDF descriptor for palmprint identification , 2015, Multimedia Tools and Applications.

[25]  R. DeVore,et al.  A Simple Proof of the Restricted Isometry Property for Random Matrices , 2008 .

[26]  David Zhang,et al.  An analysis of BioHashing and its variants , 2006, Pattern Recognit..

[27]  Anil K. Jain,et al.  Biometric Template Security , 2008, EURASIP J. Adv. Signal Process..

[28]  Nalini K. Ratha,et al.  Enhancing security and privacy in biometrics-based authentication systems , 2001, IBM Syst. J..

[29]  Andrew Beng Jin Teoh,et al.  Conjugate 2DPalmHash code for secure palm-print-vein verification , 2013, 2013 6th International Congress on Image and Signal Processing (CISP).

[30]  David Zhang,et al.  An Analysis on Accuracy of Cancelable Biometrics Based on BioHashing , 2005, KES.

[31]  Hanêne Ben-Abdallah,et al.  Selection of discriminative sub-regions for palmprint recognition , 2012, Multimedia Tools and Applications.

[32]  Muhammad Khurram Khan,et al.  Two Dimensional PalmPhasor Enhanced by Multi-orientation Score Level Fusion , 2011, STA.

[33]  Zhenhua Guo,et al.  Palmprint verification using binary orientation co-occurrence vector , 2009, Pattern Recognit. Lett..

[34]  Dimitrios Hatzinakos,et al.  On Random Transformations for Changeable Face Verification , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[35]  W. B. Johnson,et al.  Extensions of Lipschitz mappings into Hilbert space , 1984 .

[36]  Ahmed Bouridane,et al.  Do multispectral palmprint images be reliable for person identification? , 2013, Multimedia Tools and Applications.

[37]  David Zhang,et al.  Competitive coding scheme for palmprint verification , 2004, ICPR 2004.

[38]  Andrew Beng Jin Teoh,et al.  PalmHashing: a novel approach for cancelable biometrics , 2005, Inf. Process. Lett..

[39]  David Zhang,et al.  An Analysis on Invertibility of Cancelable Biometrics based on BioHashing , 2005, CISST.

[40]  David Zhang,et al.  Online Palmprint Identification , 2003, IEEE Trans. Pattern Anal. Mach. Intell..