Wavelet, Gabor Filters and Co-occurrence Matrix for Palmprint Verification

Wavelet, Gabor Filters and Co-occurrence Matrix for Palmprint Verification

Автор: Anouar Ben Khalifa, Lamia Rzouga, Najoua Essoukri BenAmara

Журнал: International Journal of Image, Graphics and Signal Processing(IJIGSP) @ijigsp

Статья в выпуске: 8 vol.5, 2013 года.

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Authentication through the palmprint is a field of biometrics. Palmprint-based personal verification has quickly entered the biometric family. It has become increasingly popular in the recent years due to its ease of acquisition, reliability and high user acceptance. In this paper, we present an authentication system based on the palmprint. We are particularly interested in the feature extraction step. Three feature extraction techniques based on the discrete wavelet transform, the Gabor filters and the co-occurrence matrix are evaluated. The support vector machine is used for the classification step. The results have been validated on the PolyU database related to 400 users. The best results have been achieved with the wavelet decomposition.

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Biomtrics, Palmprint verification, PolyU database, support vector machines, wavelet, Gabor filters, co-occurrence matrix

Короткий адрес: https://sciup.org/15013017

IDR: 15013017

Список литературы Wavelet, Gabor Filters and Co-occurrence Matrix for Palmprint Verification

  • A. BenKhalifa, N. Essoukri BenAmara, "Contribution to the Fusion of Biometric Modalities by the Choquet Integral," International Journal of Image, Graphics and Signal Processing, vol.4, no.10, 2012, pp. 1 - 7.
  • A. BenKhalifa, N. Essoukri BenAmara, "Exploration of the Choquet integral for the fusion of biometric modalities," The IEEE International Multi-Conference on Systems, Signals & Devices, 2012, pp. 1 - 6.
  • A. BenKhalifa, N. Essoukri BenAmara, "Bimodal biometric verification with different fusion levels," The IEEE International Multi-Conference on Systems, Signals & Devices, 2009, pp. 1 - 6.
  • A. Kong, D. Zhang, M. Kamel, "A survey of palmprint recognition," Pattern Recognition, Volume 42, Issue 7, 2009, pp. 1408 - 1418.
  • A. KONG, "Palmprint Identification Based on Generalization of IrisCode," thesis of the University of Waterloo, Canada, 2007.
  • C.M. Travieso, J.J. Fuertes, J.B. Alonso, "Derivative method for hand palm texture biometric verification," IEEE International Carnahan Conference on Security Technology, 2011, pp. 1 - 5.
  • D. Zhang, W.K. Kong, J. You, M. Wong, "On-line palmprint identification," IEEE Transactions on Pattern Analysis and Machine Intelligence, 2003, pp. 1041 - 1050.
  • H. Masood, M. Mumtaz, M.A.A. Butt, A. Bin Mansoor, S.A. Khan, "Wavelet based palmprint authentication system," International Symposium on Biometrics and Security Technologies, 2008. pp. 1 - 7.
  • H.P. Abeysundera, M.T. Eskil, "Palmprint Verification Using SIFT Majority Voting,"Computer and Information Sciences II, 2012, pp. 291 - 297.
  • H.B. Kekre, Tanuja, K. Sarode, A.A. Tirodkar, "A study of the efficacy of using Wavelet Transforms for Palm Print Recognition," International Conference on Computing Communication and Applications, 2012, pp. 1 - 6.
  • H. Imtiaz, S.A. Fattah, "A DCT-based feature extraction algorithm for palm-print recognition," IEEE International Conference on Communication Control and Computing Technologies, 2010, pp. 657 - 660.
  • H. Junlin, Y. Xue, Y. Zhao, J. Lu, "Palmprint recognition based on multiple feature information fusion," International Conference on Signal Processing, 2008, pp. 1449 - 1452.
  • J. Doublet, "Etude de nouveaux caractères biométriques de la main dans un contexte Télécom," thèse de l'université de CAEN/Basse-Normandie, 2006.
  • K.N. Kumar, "An efficient occlusion invariant Palmprint based verification system," thesis of the University of technology, India, 2009.
  • K.P. Shashikala, P. Ashwin, K.B. Raja, "Palmprint identification based on fusion of PCA and DT-CWT features," International Conference on Image Information Processing, 2011, pp. 1 - 6.
  • L. Rzouga, A. BenKhalifa, N. Essoukri BenAmara, " Authentification multimodale d'un individu par le visage, l'empreinte digitale et la paume de la main," CRATT'2012, Le Colloque de Recherche Appliquée et de Transfert de Technologie, 2012, pp. 1 - 6.
  • L. Hengjian, L. Wang, "Palmprint recognition using dual-tree complex wavelet transform and compressed sensing," International Conference on Measurement, Information and Control, 2012, pp. 563 - 567.
  • M. Ali, M. Ghafoor, I.A. Taj, K. Hayat, "Palm Print Recognition Using Oriented Hausdorff Distance Transform," Frontiers of Information Technology, 2011, pp. 85 - 88.
  • M.O. Rotinwa-Akinbile, A.M. Aibinu, M.J.E. Salami, "Palmprint Recognition Using Principal Lines Characterization," International Conference on Informatics and Computational Intelligence, 2011, pp. 278 - 282.
  • M. Sharkas, I. El-Rube, M.A. Mostafa, "The Contourlet Transform with the Principal Component Analysis for Palmprint Recognition," International Conference on Computational Intelligence, Communication Systems and Networks, 2010, pp. 262 - 267.
  • M.P. Dale, M.A. Joshi, N. Gilda, "Texture Based Palmprint Identification Using DCT Features," International Conference on Advances in Pattern Recognition, 2009, pp. 221 - 224.
  • M. Meiru, Q. Ruan, Y. Shen, "Palmprint Recognition Based on Discriminative Local Binary Patterns Statistic Feature," International Conference on Signal Acquisition and Processing, 2010, pp. 193 - 197.
  • N. Saini, A. Sinha, "A Palmprint Recognition System Based on Gabor Wigner Transform as Feature Extraction Technique," International Conference on Hand-Based Biometrics, 2011, pp. 1 - 5.
  • N. Luo, Z. Guo, G. Wu, C. Song, L. Zhou, "Local-global-based palmprint verification," International Conference on Advanced Computer Control, 2011, pp. 543 - 547.
  • N. Saini, A. Sinha, "A Palmprint Recognition System Based on Gabor Wigner Transform as Feature Extraction Technique," International Conference on Hand-Based Biometrics, 2011, pp. 1 - 5.
  • S.K. Panigrahy, "A Secure Template Generation Scheme for Palmprint Recognition Systems,' Master of Technology, university of Technology Rourkela, India, 2008.
  • S. Shekhar, B.S. Kumar, S. Ramesh, "Robust approach for palm (Roi) extraction in palmprint recognition system," IEEE International Conference on Engineering Education: Innovative Practices and Future Trends, 2012, pp. 1 - 6.
  • S.M. Prasad, V.K. Govindan, P.S. Sathidevi, "Palmprint authentication using fusion of wavelet based representations," World Congress on Nature & Biologically Inspired Computing, 2009, pp. 520 - 525.
  • S. Ribaric, M. Lopar, "Palmprint recognition based on local Haralick features," IEEE Mediterranean Electrotechnical Conference, 2012, pp. 657 - 660.
  • T.C. Cook, "the development of automated Palmprint identification using major flexion creases," thesis of the University of Wolverhampton, UK, 2012.
  • V.S. Vieira, J.M. Salomão, "Use of wavelet transforms and neural networks for identifying individuals through extracted features of the palm hand," Biosignals and Biorobotics Conference, 2011, pp. 1 - 5.
  • W. Yuping, J. Zhang, M. Meng, "The study of identification algorithm based on palmprint algebraic features," International Conference on Electrical and Control Engineering, 2011, pp. 3274 - 3277.
  • W. Li, D. Zhang, and Z. Xu. "Palmprint identification by Fourier transform," International Journal of Pattern Analysis and Artificial Intelligence, 2002, pp. 417 - 432.
  • Y. Wang, Q. Ruan, "Kernel fisher discriminant analysis for palmprint recognition," International Conference Pattern Recognition, 2004, pp. 457 - 460,
  • Z. Liang, W. Taiqing, W. Shengjin, D. Xiaoqing, "DSW feature based Hidden Marcov Model: An application on object identification," International Conference of Soft Computing and Pattern Recognition, 2011, pp. 502 - 506.
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