Novel Features for Off-line Signature Verification
Keywords:
Feature Extraction, Geometric Center, Euclidean Distance Model, Standard Deviation and Off-line Signature VerificationAbstract
In this paper a novel feature extraction scheme has been suggested for offline signature verification. The proposed method used geometric center for feature extraction. Euclidean distance model was used for classification. This classifier is well suitable for features extracted and fast in computation. Method proposed in this paper leads to better results than existing offline signature verification methods. Threshold selection is based on statistical parameters like average and standard deviation (sigma).References
J.J. Brault and R. Plamondon, "Segmanting Handwritten Signatures at Their Perceptually Important Points", IEEE Trans. Pattern Analysis and Machine Intelligence, vol.15, no. 9, pp.953-957, Sept.1993. http://dx.doi.org/10.1109/34.232079
J Edson, R. Justino, F. Bortolozzi and R. Sabourin, "A comparison of SVM and HMM classifiers in the off-line signature verification", Pattern Recognition Letters 26, 1377-1385, 2005. http://dx.doi.org/10.1016/j.patrec.2004.11.015
J Edson, R. Justino, F. Bortolozzi and R. Sabourin, "An off-line signature verification usingHMMfor Random, Simple and Skilled Forgeries", Sixth International Conference on Document Analysis and Recognition, pp. 1031-1034, Sept.2001.
J Edson, R. Justino, F. Bortolozzi and R. Sabourin, "The Interpersonal and Intrapersonal Variability Influences on Off-line Signature Verification Using HMM", Proc. XV brazilian Symp. Computer Graphics and Image Processing, 2002, pp. 197-202 Oct.2002.
J Edson, R. Justino, A. El Yacoubi, F. Bortolozzi and R. Sabourin, "An off-line Signature Verification System Using HMM and Graphometric features", DAS 2000, pp. 211-222, Dec.2000.
B. Fang, C.H. Leung, Y.Y. Tang, K.W. Tse, P.C.K. Kwok and Y.K. Wong, "Off-line signature verification by the tracking of feature and stroke positions", Patter Recognition 36, 2003, pp. 91-101. http://dx.doi.org/10.1016/S0031-3203(02)00061-4
Migual A. Ferrer, Jesus B. Alonso and Carlos M. Travieso, "Off-line Geometric Parameters for Automatic Signature Verification Using Fixed-Point Arithmetic", IEEE Tran. on Pattern Analysis and Machine Intelligence, vol.27, no.6, June 2005.
R. Plamondon and S.N. Srihari, "Online and Offline Handwriting Recognition: A Comprehensive Survey", IEEE Tran. on Pattern Analysis and Machine Intelligence, vol.22 no.1, pp.63-84, Jan.2000. http://dx.doi.org/10.1109/34.824821
A. Zimmer and L.L. Ling, "A Hybrid On/Off Line Handwritten Signature Verification System", Seventh International Conference on Document Analysis and Recognition, vol.1, pp.424-428, Aug.2003. http://dx.doi.org/10.1109/icdar.2003.1227702
Published
Issue
Section
License
ONLINE OPEN ACCES: Acces to full text of each article and each issue are allowed for free in respect of Attribution-NonCommercial 4.0 International (CC BY-NC 4.0.
You are free to:
-Share: copy and redistribute the material in any medium or format;
-Adapt: remix, transform, and build upon the material.
The licensor cannot revoke these freedoms as long as you follow the license terms.
DISCLAIMER: The author(s) of each article appearing in International Journal of Computers Communications & Control is/are solely responsible for the content thereof; the publication of an article shall not constitute or be deemed to constitute any representation by the Editors or Agora University Press that the data presented therein are original, correct or sufficient to support the conclusions reached or that the experiment design or methodology is adequate.
