Verification of Biometric Palmprint Patterns Using Optimal Trade-Off Filter Classifiers

We present results on classification of palmprint patterns from a large number of classes for biometric verification. We train optimal trade-off correlation filter classifiers with patterns of subregions of the palm as the actual biometric for the person's identity. Our results show that with less than 5 cm2 (less than 1 in2) of the actual palm captured at a low resolution, correlation filter algorithms can verify the authenticity of the palmprint pattern with error rates below 0.5% from as many as 400 different patterns. There is no previous work on biometric palmprint recognition that studies pattern verification of such small palmprint regions with such large number of classes.

[1]  David Zhang,et al.  Characterization of palmprints by wavelet signatures via directional context modeling , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[2]  David Zhang,et al.  On hierarchical palmprint coding with multiple features for personal identification in large databases , 2004, IEEE Transactions on Circuits and Systems for Video Technology.

[3]  Marios Savvides,et al.  Reduced complexity face recognition using advanced correlation filters and fourier subspace methods for biometric applications , 2004 .

[4]  David Zhang,et al.  Two novel characteristics in palmprint verification: datum point invariance and line feature matching , 1999, Pattern Recognit..

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

[6]  Alfred C. Weaver,et al.  Biometric authentication , 2006, Computer.

[7]  B V Kumar,et al.  Tutorial survey of composite filter designs for optical correlators. , 1992, Applied optics.

[8]  P. Réfrégier Filter design for optical pattern recognition: multicriteria optimization approach. , 1990, Optics letters.

[9]  David Zhang,et al.  Fisherpalms based palmprint recognition , 2003, Pattern Recognit. Lett..

[10]  B. V. Vijaya Kumar,et al.  Minimum-variance synthetic discriminant functions , 1986 .

[11]  Anil K. Jain,et al.  Matching of palmprints , 2002, Pattern Recognit. Lett..

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

[13]  David Zhang,et al.  Automatic Palmprint Verification , 2001, Int. J. Image Graph..

[14]  B.V.K. Vijaya Kumar,et al.  Palmprint recognition using correlation filter classifiers , 2004, Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers, 2004..

[15]  D. Casasent,et al.  Minimum average correlation energy filters. , 1987, Applied optics.

[16]  David Zhang,et al.  Palmprint feature extraction using 2-D Gabor filters , 2003, Pattern Recognit..

[17]  Abhijit Mahalanobis,et al.  Biometric verification with correlation filters. , 2004, Applied optics.