A biometric identification system based on eigenpalm and eigenfinger features

This paper presents a multimodal biometric identification system based on the features of the human hand. We describe a new biometric approach to personal identification using eigenfinger and eigenpalm features, with fusion applied at the matching-score level. The identification process can be divided into the following phases: capturing the image; preprocessing; extracting and normalizing the palm and strip-like finger subimages; extracting the eigenpalm and eigenfinger features based on the K-L transform; matching and fusion; and, finally, a decision based on the (k, l)-NN classifier and thresholding. The system was tested on a database of 237 people (1,820 hand images). The experimental results showed the effectiveness of the system in terms of the recognition rate (100 percent), the equal error rate (EER = 0.58 percent), and the total error rate (TER = 0.72 percent).

[1]  Jun Zhang,et al.  Pace recognition: eigenface, elastic matching, and neural nets , 1997, Proc. IEEE.

[2]  R. P. Wildes Iris recognition : An emerging biometric technology : Automated biometrics , 1997 .

[3]  Shigeo Abe DrEng Pattern Classification , 2001, Springer London.

[4]  Arun Ross,et al.  Learning user-specific parameters in a multibiometric system , 2002, Proceedings. International Conference on Image Processing.

[5]  Arun Ross,et al.  Information fusion in biometrics , 2003, Pattern Recognit. Lett..

[6]  Chin-Chuan Han,et al.  Personal authentication using palm-print features , 2003, Pattern Recognit..

[7]  David Zhang,et al.  Hierarchical palmprint identification via multiple feature extraction , 2002, Pattern Recognit..

[8]  U. Halici,et al.  Intelligent biometric techniques in fingerprint and face recognition , 2000 .

[9]  Matteo Golfarelli,et al.  On the Error-Reject Trade-Off in Biometric Verification Systems , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  J. P. Campbell Speaker recognition : A tutorial : Automated biometrics , 1997 .

[11]  Jr. J.P. Campbell,et al.  Speaker recognition: a tutorial , 1997, Proc. IEEE.

[12]  Anil K. Jain,et al.  Combining multiple matchers for a high security fingerprint verification system , 1999, Pattern Recognit. Lett..

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

[14]  J. P. Holmes,et al.  A performance evaluation of biometric identification devices , 1990 .

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

[16]  David G. Stork,et al.  Pattern Classification , 1973 .

[17]  David Zhang,et al.  Palmprint recognition using eigenpalms features , 2003, Pattern Recognit. Lett..

[18]  Sharath Pankanti,et al.  An identity-authentication system using fingerprints , 1997, Proc. IEEE.

[19]  Yoshiaki Shirai,et al.  Hand shape estimation using image transition network , 2000, Proceedings Workshop on Human Motion.

[20]  Roberto Brunelli,et al.  Person identification using multiple cues , 1995, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[21]  Richard P. Wildes,et al.  Iris recognition: an emerging biometric technology , 1997, Proc. IEEE.

[22]  F. A. Seiler,et al.  Numerical Recipes in C: The Art of Scientific Computing , 1989 .

[23]  Ana González-Marcos,et al.  Biometric Identification through Hand Geometry Measurements , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[24]  Yochai Konig,et al.  "Eigenlips" for robust speech recognition , 1994, Proceedings of ICASSP '94. IEEE International Conference on Acoustics, Speech and Signal Processing.

[25]  Anil K. Jain,et al.  Deformable matching of hand shapes for user verification , 1999, Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348).

[26]  David Zhang,et al.  Automated personal identification by palmprint , 1998 .

[27]  Arun Ross,et al.  Multibiometric systems , 2004, CACM.

[28]  M. Burge,et al.  Ear Biometrics , 1998 .

[29]  Jiri Matas,et al.  On Combining Classifiers , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[30]  Helen C. Shen,et al.  Personal Verification Using Palmprint and Hand Geometry Biometric , 2003, AVBPA.

[31]  P. L. Venetianer,et al.  An Iris Biometric System for Public and Personal Use , 2000, Computer.

[32]  Slobodan Ribarić,et al.  Multimodal biometric user-identification system for network-based applications , 2003 .

[33]  M. Turk,et al.  Eigenfaces for Recognition , 1991, Journal of Cognitive Neuroscience.

[34]  Carmen García-Mateo,et al.  Multimodal Biometrics , 2007, Ann. des Télécommunications.

[35]  Nalini K. Ratha,et al.  Automated Biometrics , 2001, ICAPR.

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

[37]  Sharath Pankanti,et al.  A Prototype Hand Geometry-based Verication System , 1999 .

[38]  Josef Kittler,et al.  Sum Versus Vote Fusion in Multiple Classifier Systems , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[39]  Paul Wintz,et al.  Digital image processing (2nd ed.) , 1987 .