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Tytuł artykułu

An application of Bezier curves in the off-line verification of handwritten signatures

Identyfikatory
Warianty tytułu
Konferencja
Evolutionary Computation and Global Optimization (10; Krajowa Konferencja Algorytmy Ewolucyjne i Optymalizacja Globalna; 11-13.06.2007; Będlewo, Poland)
Języki publikacji
EN
Abstrakty
EN
The task of veryfing human signatures as a pattern recognition problem is considered in this paper. We propose two-step vectorization of the binary handwritten signature images with the application of the cubic Bezier curves. We introduce a new contour segments extraction algorithm to generate discrete sets of signature contour points. A multi-layer neural network trained by the real-coded genetic algorithm was proposed as the signature patterns classifier. Some simple numerical tests results are also reported.
Rocznik
Tom
Strony
99--106
Opis fizyczny
Bibliogr. 12 poz., wykr., tab.
Twórcy
autor
Bibliografia
  • [1] H. Baltzakis and N. Papamarkos. A new signature verification technique based on a two-stage neural network classifier. Engineering Applications of Artificial Intelligence, 2001(14):95-103, 2000.
  • [2] B. Bylińska. Off-line signature verification using artificial neural network. In Proc. of VIII KAEiOG, Korbielów, 30.05-1.06.2005, pages 31-36, 2005.
  • [3] H.H. Chang and H. Yan. Vectorization of hand-drawn image using piecewise cubic bezier curves fitting. Pattern Recognition, 31(11):1747-1755, 1998.
  • [4] D.E. Knuth. The Art of Computer Programming, vol. 1,2,3. A-Wesley, 1998.
  • [5] J.L. Verdegay F. Herrera, M. Lozano. Tackling real-coded genetic algorithms: Operators and tools for behavioural analysis. In Artificial Intelligence Review, 1998.
  • [6] J.-J. Lu H.-M. Yang and H.-J. Lee. A bezier curve-based approach to shape description for chinese calligraphy characters. In Working Report, 2001.
  • [7] S. Levialdi L. Cinque and A. Malizia. Shape description using cubic polynomial bezier curves. Pattern Recognition, 19(9):821-828, 1998.
  • [8] L. Shao and H. Zhou. Curve fitting with bezier cubics. Graphical Models and Image Processing, 58(3):223-228, 1996.
  • [9] S.N. Srihari R. Plamondon. On-line and off-line handwriting recognition: A comprehensive survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22(1):63-84, 2000.
  • [10] T.W. Sederberg and G.J. Wang. A simple verification of the implicitization formulae for bezier curves. Computational Aided Geom. Design, 11(2):222-228, 1994.
  • [11] R. Tadeusiewicz. Artificial Neural Networks (in Polish). Akademicka Oficyna Wydaw. RM, 1993.
  • [12] R. Tadeusiewicz. Computer Analysis and Image Processing (in Polish). Wydawnictwo Fundacji Postpu Telekomunikacji, 1997.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-PWA6-0040-0011
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