International Journal Of Computational Engineering Research (<strong>ijcer</strong>online.com) Vol. 2 Issue. 8Figure 9: Accuracy plot for Trajkovic operatorFigure10: Accuracy plot for Forstner operatorTable 1: Comparison of FAR, FRR and Accuracy of Point based methodsMethod Name FAR FRR AccuracySUSAN 0.082 0.083 91.75WAVELET 0.0702 0.071 92.94TRAJKOVIC 0.082 0.084 91.7FORSTNER 0.042 0.04 95.9FORSTNER perform better than other point based methods. Low FAR of 4.02% is observed.4. ConclusionPersonal authentication using palmprint is gaining popularity because of palmprint being a feature-rich and tamperproofbiometric. Various characteristics of palmprint make it better biometric than other biometrics, i.e. Universality,Distinctiveness, Permanence, Collectability, Performance, Acceptability and Circumvention. The palmprint is feature richbiometrics with various types of features as geometry features, line features, point features, texture features and statistic alfeatures. Here, palmprint authentication using various point based methods is discussed. All the methods are analyzed withprogramming in MATLAB. It is very important while discussing authentication, that it is not possible to do ideal (100%)authentication. There are chances of person getting false accepted or rejected. All these factors have to be taken intoconsideration while talking about authentication. It is well known facts that increase in FAR leads to less security or not p roperauthentication because any person can be accepted as genuine. Same applies with FRR, false rejection leads to more timetaken for authentication by a genuine person. There has to be a balance between the both FAR and FRR for properIssn <strong>2250</strong>-<strong>3005</strong>(online) December| 2012 Page 87
International Journal Of Computational Engineering Research (<strong>ijcer</strong>online.com) Vol. 2 Issue. 8authentication. Here, the main aim is to have low FAR as possible. For each type of features extracted and analyzed, bestmethod is chosen. Out of all the various methods discussed, FORSTNER performed best with FAR of 4.02%.References[1] A. H. M. Al-Helali, W. A. Mahmmoud, H. A. Ali, ―A Fast Personal Palmprint Authentication Based On 3D-MultiWavelet Transformation‖, Transnational Journal of Science and Technology, September 2012 edition vol.2, No.8,Pages 1-10.[2] Ajay K., Wong D. C. M., Shen H. C. and Anil K. J., ―Personal Verification Using Palmprint and Hand GeometryBiometric‖, Proceeding of 4th International Conference on Audio- and Video-Based Biometric Person Authentication,Guildford, UK, 2003, Pages 668–678.[3] CANNY J.F.: ‗A computational approach to edge detection‘, IEEE Trans. Pattern Anal. Mach. Intell., Vol. 8, No. 6,1986, Pages 112–131.[4] Chen J., Zhang C. S. and Rong G., ―Palmprint recognition using crease‖, Proceedings of International Conference onImage Processing 2001, Vol 3, 7-10 October 2001, Thessaloniki, Greece, Pages 234-237.[5] Chen W. S., Chiang Y. S. and Chiu Y. H., ―Biometric Verification by Fusing Hand Geometry and Palmprint‖, ThirdInternational Conference on Intelligent Information Hiding and Multimedia Signal Processing 2007, Vol 2, 26-28November 2007, Kaohsiung, Taiwan, Pages 403-406.[6] Doi, J. and Yamanaka, M., ―Personal authentication using feature points on finger and palmar creases‖, Proceedings of32nd Applied Imagery Pattern Recognition Workshop 2003, 15-17 Oct. 2003, Washington, DC, United States ofAmerica, Pages 282-287.[7] Dongmei Sun, Zhengding Qiu, Qiang Li, ―Palmprint Identification using Gabor Wavelet Probabilistic NeuralNetworks‖, ICSP2006 Proceedings, Vol. 4, 2006.[8] Duta N., Anil K. J. and Kanti V. M., ―Matching of palmprints‖, Pattern Recognition Letters, Vol 23, Issue 4, February2002, Pages 477-485.[9] Edward Wong Kie Yih, G. Sainarayanan, Ali Chekima,"Palmprint based biometric system: A comparative study ondiscrete cosine transform energy, wavelet transform energy and sobelcode methods", Biomedical Soft Computing andHuman Sciences, Vol. 14, No. 1, 2009, Pages 11-19.[10] Guang-Ming Lu, Kuan-Quan Wang, David Zhang, ―Wavelet Based Independent Component Analysis for PalmprintIdentification‖, Proceedings of the Third International Conference on Machine Learning and Cybernetics, Vol. 6,Shanghai, 26-29 August 2004, Pages 3547-3550.[11] H B Kekre and V A Bharadi. ―Texture Feature Extraction using Partitioned/Sectorized Complex Planes in TransformDomain for Iris & Palmprint Recognition‖, IJCA Proceedings on International Conference and workshop on EmergingTrends in Technology, ICW ET(3), March 2012, Published by Foundation of Computer Science, New York, USA,Pages 18-24.[12] Han C. C., Cheng H. L., Lin C. L. and Fan K. C., ―Personal authentication using palm-print features‖, PatternRecognition, Vol 36, Issue 2, February 2003, Pages 371-381.[13] Harris and M.J. Stephens, ―A combined corner and edge detector,‖ in 4th Alvey Vision Conference, Manchester, UK,1988, Pages 147–151.[14] Jifeng Dai and Jie Zhou, ―Multifeature- Based High Resolution Palmprint Recognition,‖ IEEE Trans. Pattern Analysisand Machine Intelligence, Vol. 33, No. 5, May 2011, Pages 945-957.[15] Jyoti Malik, Ratna Dahiya & G Sainarayanan, ―Fast Complex Gabor Wavelet Based Palmprint Authentication‖,International Journal of Image Processing (IJIP), Vol 5, Issue 3, Sep 2011, Pages 283-297.[16] Kong W. K. and Zhang D., ―Palmprint texture analysis based on low-resolution images for personal authentication‖,Proceedings of 16th International Conference on Pattern Recognition 2002, Vol 3, 11 -15 August 2002, Quebec city,QC, Canada, Pages 807-810.[17] Kovesi P. ―Image features from Phase Congruency‖, Videre J. Comput. Vis. Res., Vol. 1, No. 3, Pages 1–26, 1999.[18] Lei Zhang and David Zhang, ―Characterization of Palmprints by Wavelet Signatures via Directional ContextModeling‖ IEEE Transactions on Systems, Man, And Cybernetics—Part B: Cybernetics, Vol. 34, No. 3, June 2004,Pages 1335-1347.[19] Li W. X., Zhang D. and Xu Z. Q., ―Image alignment based on invariant features for palmprint identification‖, SignalProcessing: Image Communication, Vol 18, Issue 5, May 2003, Pages 373-379.[20] Li W., Zhang D., and Xu Z., ―Palmprint Identification by Fourier Transform‖, International Journal of PatternRecognition and Artificial Intelligence 2002, Vol 16, No. 4, 2002, Pages 417-432.[21] Li, W. and Zhang, D. and Zhang, L. and Lu, G. and Yan, J., ―3-D Palmprint Recognition With Joint Line andOrientation Features‖, IEEE Trans. Systems, Man, and Cybernetics, Part C, 41(2), 2011, Pages 274 -279.Issn <strong>2250</strong>-<strong>3005</strong>(online) December| 2012 Page 88
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