Virtual reality based dynamic signature verification using data glove

Data glove is a new dimension in the field of virtual reality environments, initially designed to satisfy the stringent requirements of modern motion capture and animation professionals. In this paper we try to shift the implementation of data glove from motion animation towards signature verificati...

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Main Authors: N.S., Kamel, S., Sayeed, R., Besar
Format: Conference or Workshop Item
Language:English
Published: 2007
Subjects:
Online Access:http://scholars.utp.edu.my/id/eprint/327/
http://scholars.utp.edu.my/id/eprint/327/1/paper.pdf
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author N.S., Kamel
S., Sayeed
R., Besar
author_facet N.S., Kamel
S., Sayeed
R., Besar
author_sort N.S., Kamel
building UTP Institutional Repository
collection Online Access
description Data glove is a new dimension in the field of virtual reality environments, initially designed to satisfy the stringent requirements of modern motion capture and animation professionals. In this paper we try to shift the implementation of data glove from motion animation towards signature verification problem, making use of the offered multiple degrees of freedom for each finger and for the hand as well. The proposed technique is based on the Singular Value Decomposition (SVD) in finding r singular vectors sensing the maximal energy of glove data matrix A, called principal subspace, and thus account for most of the variation in the original data, so the effective dimensionality of the data can be reduced. Having identified data glove signature through its r-th principal subspace, the authenticity is then can be obtained by calculating the angles between the different subspaces. The SVD-signature verification technique is tested with large number of authentic and forgery signatures and shows remarkable level of accuracy in finding the similarities between genuine samples as well as the differenced between genuine-forgery trials. ©2007 IEEE.
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institution Universiti Teknologi Petronas
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spelling oai:scholars.utp.edu.my:3272017-01-19T08:27:11Z http://scholars.utp.edu.my/id/eprint/327/ Virtual reality based dynamic signature verification using data glove N.S., Kamel S., Sayeed R., Besar TK Electrical engineering. Electronics Nuclear engineering Data glove is a new dimension in the field of virtual reality environments, initially designed to satisfy the stringent requirements of modern motion capture and animation professionals. In this paper we try to shift the implementation of data glove from motion animation towards signature verification problem, making use of the offered multiple degrees of freedom for each finger and for the hand as well. The proposed technique is based on the Singular Value Decomposition (SVD) in finding r singular vectors sensing the maximal energy of glove data matrix A, called principal subspace, and thus account for most of the variation in the original data, so the effective dimensionality of the data can be reduced. Having identified data glove signature through its r-th principal subspace, the authenticity is then can be obtained by calculating the angles between the different subspaces. The SVD-signature verification technique is tested with large number of authentic and forgery signatures and shows remarkable level of accuracy in finding the similarities between genuine samples as well as the differenced between genuine-forgery trials. ©2007 IEEE. 2007 Conference or Workshop Item NonPeerReviewed application/pdf en http://scholars.utp.edu.my/id/eprint/327/1/paper.pdf N.S., Kamel and S., Sayeed and R., Besar (2007) Virtual reality based dynamic signature verification using data glove. In: 2007 International Conference on Intelligent and Advanced Systems, ICIAS 2007, 25 November 2007 through 28 November 2007, Kuala Lumpur. http://www.scopus.com/inward/record.url?eid=2-s2.0-57949083003&partnerID=40&md5=8ff897e59bc359c0702a9efeff2a715f
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
N.S., Kamel
S., Sayeed
R., Besar
Virtual reality based dynamic signature verification using data glove
title Virtual reality based dynamic signature verification using data glove
title_full Virtual reality based dynamic signature verification using data glove
title_fullStr Virtual reality based dynamic signature verification using data glove
title_full_unstemmed Virtual reality based dynamic signature verification using data glove
title_short Virtual reality based dynamic signature verification using data glove
title_sort virtual reality based dynamic signature verification using data glove
topic TK Electrical engineering. Electronics Nuclear engineering
url http://scholars.utp.edu.my/id/eprint/327/
http://scholars.utp.edu.my/id/eprint/327/
http://scholars.utp.edu.my/id/eprint/327/1/paper.pdf