Offline signature verification through probabilistic neural network

Ooi Shih Yin, Beng Jin Teoh, Hiew Bee Yan, Pang Ying Han

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this paper, we show the positive potential of verifying the offline handwritten signatures through discrete Radon transform (DRT), principle component analysis (PCA) and probabilistic neural network (PNN). Satisfactory results are obtained with 1.51%, 3.23%, and 13.07% equal error rate (EER) for random, casual, and skilled forgeries respectively on our independent database.

Original languageEnglish
Title of host publication18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings
Pages31-38
Number of pages8
Publication statusPublished - 2010 Dec 1
Event18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - Plzen, Czech Republic
Duration: 2010 Feb 12010 Feb 4

Publication series

Name18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings

Other

Other18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010
CountryCzech Republic
CityPlzen
Period10/2/110/2/4

Fingerprint

Radon
Neural networks

All Science Journal Classification (ASJC) codes

  • Computer Graphics and Computer-Aided Design
  • Computer Vision and Pattern Recognition

Cite this

Yin, O. S., Teoh, B. J., Yan, H. B., & Han, P. Y. (2010). Offline signature verification through probabilistic neural network. In 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings (pp. 31-38). (18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings).
Yin, Ooi Shih ; Teoh, Beng Jin ; Yan, Hiew Bee ; Han, Pang Ying. / Offline signature verification through probabilistic neural network. 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings. 2010. pp. 31-38 (18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings).
@inproceedings{83dbc91f54dc4f7b984b4f3477d134e0,
title = "Offline signature verification through probabilistic neural network",
abstract = "In this paper, we show the positive potential of verifying the offline handwritten signatures through discrete Radon transform (DRT), principle component analysis (PCA) and probabilistic neural network (PNN). Satisfactory results are obtained with 1.51{\%}, 3.23{\%}, and 13.07{\%} equal error rate (EER) for random, casual, and skilled forgeries respectively on our independent database.",
author = "Yin, {Ooi Shih} and Teoh, {Beng Jin} and Yan, {Hiew Bee} and Han, {Pang Ying}",
year = "2010",
month = "12",
day = "1",
language = "English",
isbn = "9788086943886",
series = "18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings",
pages = "31--38",
booktitle = "18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings",

}

Yin, OS, Teoh, BJ, Yan, HB & Han, PY 2010, Offline signature verification through probabilistic neural network. in 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings. 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings, pp. 31-38, 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010, Plzen, Czech Republic, 10/2/1.

Offline signature verification through probabilistic neural network. / Yin, Ooi Shih; Teoh, Beng Jin; Yan, Hiew Bee; Han, Pang Ying.

18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings. 2010. p. 31-38 (18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

TY - GEN

T1 - Offline signature verification through probabilistic neural network

AU - Yin, Ooi Shih

AU - Teoh, Beng Jin

AU - Yan, Hiew Bee

AU - Han, Pang Ying

PY - 2010/12/1

Y1 - 2010/12/1

N2 - In this paper, we show the positive potential of verifying the offline handwritten signatures through discrete Radon transform (DRT), principle component analysis (PCA) and probabilistic neural network (PNN). Satisfactory results are obtained with 1.51%, 3.23%, and 13.07% equal error rate (EER) for random, casual, and skilled forgeries respectively on our independent database.

AB - In this paper, we show the positive potential of verifying the offline handwritten signatures through discrete Radon transform (DRT), principle component analysis (PCA) and probabilistic neural network (PNN). Satisfactory results are obtained with 1.51%, 3.23%, and 13.07% equal error rate (EER) for random, casual, and skilled forgeries respectively on our independent database.

UR - http://www.scopus.com/inward/record.url?scp=84862080588&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84862080588&partnerID=8YFLogxK

M3 - Conference contribution

SN - 9788086943886

T3 - 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings

SP - 31

EP - 38

BT - 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings

ER -

Yin OS, Teoh BJ, Yan HB, Han PY. Offline signature verification through probabilistic neural network. In 18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings. 2010. p. 31-38. (18th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2010 - In Co-operation with EUROGRAPHICS, Full Papers Proceedings).