http://repository.iitr.ac.in/handle/123456789/15950
Title: | Study of zone-based feature for online handwritten signature recognition and verification in Devanagari script |
Authors: | Ghosh R. Pratim Roy, Partha Kumar S. Raman B. Roy [initials]P.P. Sen D. |
Published in: | Proceedings of Advances in Intelligent Systems and Computing |
Abstract: | This paper presents one zone-based feature extraction approach for online handwritten signature recognition and verification of one of the major Indic scripts–Devanagari. To the best of our knowledge no work is available for signature recognition and verification in Indic scripts. Here, the entire online image is divided into a number of local zones. In this approach, named Zone wise Slopes of Dominant Points (ZSDP), the dominant points are detected first from each stroke and next the slope angles between consecutive dominant points are calculated and features are extracted in these local zones. Next, these features are supplied to two different classifiers; Hidden Markov Model (HMM) and Support Vector Machine (SVM) for recognition and verification of signatures. An exhaustive experiment in a large dataset is performed using this zone-based feature on original and forged signatures in Devanagari script and encouraging results are found. © Springer Science+Business Media Singapore 2017. |
Citation: | Proceedings of Advances in Intelligent Systems and Computing, (2017), 523- 530 |
URI: | https://doi.org/10.1007/978-981-10-2107-7_47 http://repository.iitr.ac.in/handle/123456789/15950 |
Issue Date: | 2017 |
Publisher: | Springer Verlag |
Keywords: | Dominant points Online handwriting Signature recognition Signature verification SVM and HMM Zone-wise feature |
ISBN: | 9.78981E+12 |
ISSN: | 21945357 |
Author Scopus IDs: | 36025087600 56880478500 |
Author Affiliations: | Ghosh, R., Department of Computer Science & Engineering, National Institute of Technology, Patna, India Roy, P.P., Department of Computer Science & Engineering, Indian Institute of Technology, Roorkee, India |
Corresponding Author: | Ghosh, R.; Department of Computer Science & Engineering, National Institute of TechnologyIndia; email: rajib.ghosh@nitp.ac.in |
Appears in Collections: | Conference Publications [CS] |
Items in Repository are protected by copyright, with all rights reserved, unless otherwise indicated.