Palmprint recognition using binary wavelet transform and LBP representation

Proposed work aims to explore the discrimination capability of palmprint using Binary Wavelet Transform (BWT). As BWT transform is able to cluster the energy corresponding the edge location so, it can better represent the edges of the bit planes in its sub-bands. Firstly, a gray scale palmprint image is transformed into bit planes and then most significant of these bit planes are transformed through BWT. Further, micro and macro pattern histograms are extracted using Local Binary Pattern (LBP) from different transformed bit planes, and concatenated to form the feature vector. Experimental results validate that proposed approach is effective in terms of Genuine acceptance rate (GAR) of 98.71%.

[1]  Xiaozhou Yu,et al.  Palmprint identification using Hausdorff distance , 2004, IEEE International Workshop on Biomedical Circuits and Systems, 2004..

[2]  Helen C. Shen,et al.  Palmprint identification using palmcodes , 2004, Third International Conference on Image and Graphics (ICIG'04).

[3]  Matti Pietikäinen,et al.  Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  Subrahmanyam Murala,et al.  Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval , 2012, Journal of Medical Systems.

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

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

[7]  Therry Z. Lee,et al.  Bit-planes decomposition with eigenpalm on different distance measures , 2014, 2014 IEEE Conference on Systems, Process and Control (ICSPC 2014).

[8]  M. L. Dewal,et al.  Progressive medical image coding using binary wavelet transforms , 2014, Signal Image Video Process..

[9]  David Zhang,et al.  Palmprint identification using feature-level fusion , 2006, Pattern Recognit..

[10]  Tirupathiraju Kanumuri,et al.  Optimal Local Direction Binary pattern based palmprint recognition , 2015, 2015 2nd International Conference on Computing for Sustainable Global Development (INDIACom).

[11]  Pritee Khanna,et al.  Palmprint verification with XOR-SUM Code , 2015, Signal Image Video Process..

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

[13]  David Zhang,et al.  Palmprint classification using principal lines , 2004, Pattern Recognit..

[14]  David Zhang,et al.  A face and palmprint recognition approach based on discriminant DCT feature extraction , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

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

[16]  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).

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

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

[19]  Bin Li,et al.  Palmprint Identification using Boosting Local Binary Pattern , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[20]  David Zhang,et al.  Palmprint verification based on principal lines , 2008, Pattern Recognit..

[21]  Ruan,et al.  Palmprint Recognition Based on Statistical Local Binary Orientation Code , 2010 .

[22]  M. J. E. Salami,et al.  Palmprint Recognition Using Principal Lines Characterization , 2011, 2011 First International Conference on Informatics and Computational Intelligence.

[23]  Wei Jia,et al.  Palmprint Identification Using LBP and Different Representations , 2011, 2011 International Conference on Hand-Based Biometrics.

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

[25]  Wan-Chi Siu,et al.  A filter design strategy for binary field wavelet transform using the perpendicular constraint , 2007, Signal Process..