Palmprint Recognition Using Radon Transform

In this paper we have proposed a novel person identification system that uses palmprint features extracted by using Radon transform. The palmprint image has been viewed as a texture image. The local features from the extracted ROI of a palmprint represent the texture information present in the palmprint image in better sense. Radon transform computes the line integral along parallel paths in a certain direction. Here we have computed line integrals of the palmprint image at 60 different directions ranging from 0-180 degree with the interval of 3 degree. These feature vectors of size 185×60 have been used as the feature map. Performance of the proposed algorithm has been tested using PolyU database and the in-house generated database. Maximum recognition accuracy of 95.60% for PolyU palmprint database and that of 97.20% for the in-house generated palmprint images have been achieved with the algorithm. The algorithm is computationally efficient as the testing time required is 0.86 sec.

[1]  Anil K. Jain,et al.  Latent Palmprint Matching , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Slobodan Ribaric,et al.  A biometric identification system based on eigenpalm and eigenfinger features , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[3]  T. Cook,et al.  Automated flexion crease identification using internal image seams , 2010, Pattern Recognit..

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

[5]  P. Gupta,et al.  An Efficient Multi-algorithmic Fusion System Based on Palmprint for Personnel Identification , 2007, 15th International Conference on Advanced Computing and Communications (ADCOM 2007).

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

[7]  Ashok A. Ghatol,et al.  Iris recognition: an emerging biometric technology , 2007 .

[8]  David Zhang,et al.  A Study of Identical Twins' Palmprints for Personal Authentication , 2006, ICB.

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

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

[11]  David Zhang,et al.  Palmprint Identification by Fourier Transform , 2002, Int. J. Pattern Recognit. Artif. Intell..

[12]  Andrew Beng Jin Teoh,et al.  An automated palmprint recognition system , 2005, Image Vis. Comput..

[13]  David Zhang,et al.  Fusion of Palmprint and Iris for Personal Authentication , 2007, ADMA.

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

[15]  David Zhang,et al.  Fuzzy directional element energy feature (FDEEF) based palmprint identification , 2002, Object recognition supported by user interaction for service robots.

[16]  David Zhang,et al.  Personal recognition using hand shape and texture , 2006, IEEE Transactions on Image Processing.

[17]  David Zhang,et al.  Face and palmprint pixel level fusion and Kernel DCV-RBF classifier for small sample biometric recognition , 2007, Pattern Recognit..

[18]  Wei-Yun Yau,et al.  Person recognition by fusing palmprint and palm vein images based on "Laplacianpalm" representation , 2008, Pattern Recognit..

[19]  Sharath Pankanti,et al.  Biometrics: Personal Identification in Networked Society , 2013 .

[20]  Murat Ekinci,et al.  Kernel Principal Component Analysis of Gabor Features for Palmprint Recognition , 2009, ICB.

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

[22]  David Zhang,et al.  Competitive coding scheme for palmprint verification , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

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

[24]  D. D. Zhang,et al.  Palmprint Authentication (International Series on Biometrics) , 2004 .

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

[26]  Jun Chen,et al.  Palmprint recognition using crease , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[27]  Masanori Mizoguchi,et al.  Feature extraction method for palmprint considering elimination of creases , 1998, Proceedings. Fourteenth International Conference on Pattern Recognition (Cat. No.98EX170).

[28]  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).

[29]  Murat Ekinci,et al.  Palmprint Recognition by Applying Wavelet Subband Representation and Kernel PCA , 2007, MLDM.