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Personal authentication using multiple palmprint representation

Published: 01 October 2005 Publication History
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  • Abstract

    Although several palmprint representations have been proposed for personal authentication, there is little agreement on which palmprint representation can provide best representation for reliable authentication. In this paper, we characterize user's identity through the simultaneous use of three major palmprint representations and achieve better performance than either one individually. This paper also investigates comparative performance between Gabor, line and appearance based palmprint representations and using their score and decision level fusion. The combination of various representations may not always lead to higher performance as the features from the same image may be correlated. Therefore we also propose product of sum rule which achieves better performance than any other fixed combination rules. Our experimental results on the database of 100 users achieve 34.56% improvement in performance (equal error rate) as compared to the case when features from single palmprint representation are employed. The proposed usage of multiple palmprint representations, especially on the peg-free and non-contact imaging setup, achieves promising results and demonstrates its usefulness.

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          Published In

          cover image Pattern Recognition
          Pattern Recognition  Volume 38, Issue 10
          October, 2005
          323 pages

          Publisher

          Elsevier Science Inc.

          United States

          Publication History

          Published: 01 October 2005

          Author Tags

          1. Biometrics
          2. Fixed combination rules
          3. Fusion
          4. Gabor filters
          5. Multiple classifiers
          6. Palmprint authentication

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          • (2018)Biometric security systemInternational Journal of Biometrics10.5555/3234359.323436210:2(142-175)Online publication date: 1-Jan-2018
          • (2017)Multi-Algorithm of Palmprint Recognition System Based on Fusion of Local Binary Pattern and Two-Dimensional Locality Preserving ProjectionProcedia Computer Science10.1016/j.procs.2017.09.091115:C(482-492)Online publication date: 1-Nov-2017
          • (2017)Palmprint recognition with Local Micro-structure Tetra PatternPattern Recognition10.1016/j.patcog.2016.06.02561:C(29-46)Online publication date: 1-Jan-2017
          • (2017)Efficient biometric palm-print matching on smart-cards for high security and privacyMultimedia Tools and Applications10.1007/s11042-016-4271-876:21(22671-22701)Online publication date: 1-Nov-2017
          • (2017)Combining shape analysis and texture pattern for palmprint identificationMultimedia Tools and Applications10.1007/s11042-016-4088-576:22(23981-24008)Online publication date: 1-Nov-2017
          • (2017)Dual-source discrimination power analysis for multi-instance contactless palmprint recognitionMultimedia Tools and Applications10.1007/s11042-015-3058-776:1(333-354)Online publication date: 1-Jan-2017
          • (2016)Palmprint recognition through the fractal dimension estimation for texture analysisInternational Journal of Biometrics10.5555/3059195.30592008:3-4(254-274)Online publication date: 1-Jan-2016
          • (2015)Palmprint identification and verification based on wide principal lines through dynamic ROIInternational Journal of Biometrics10.1504/IJBM.2015.0695017:1(1-30)Online publication date: 1-May-2015
          • (2015)Combining Left and Right Palmprint Images for More Accurate Personal IdentificationIEEE Transactions on Image Processing10.1109/TIP.2014.238017124:2(549-559)Online publication date: 1-Feb-2015
          • (2014)Generation of new points for training set and feature-level fusion in multimodal biometric identificationMachine Vision and Applications10.1007/s00138-013-0532-y25:2(477-487)Online publication date: 1-Feb-2014
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