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Transformation invariance in hand shape recognition

Coogan, Thomas and Sutherland, Alistair (2006) Transformation invariance in hand shape recognition. In: IICPR 2006 - International Conference on Pattern Recognition 2006, 20-24 August 2006, Hong Kong, China.

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Abstract

In hand shape recognition, transformation invariance is key for successful recognition. We propose a system that is invariant to small scale, translation and shape variations. This is achieved by using a-priori knowledge to create a transformation subspace for each hand shape. Transformation subspaces are created by performing principal component analysis (PCA) on images produced using computer animation. A method to increase the efficiency of the system is outlined. This is achieved using a technique of grouping subspaces based on their origin and then organising them into a hierarchical decision tree. We compare the accuracy of this technique with that of the tangent distance technique and display the results

Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Uncontrolled Keywords:pattern recognition; hand shape recognition;
Subjects:Computer Science > Information retrieval
DCU Faculties and Centres:Research Initiatives and Centres > Centre for Digital Video Processing (CDVP)
DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Publisher:Institute of Electrical and Electronics Engineers
Official URL:http://dx.doi.org/10.1109/ICPR.2006.1134
Copyright Information:Copyright © 2006 IEEE. Reprinted from IICPR 2006 - International Conference on Pattern Recognition 2006. This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of Dublin City University's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to pubs-permissions@ieee.org. By choosing to view this document, you agree to all provisions of the copyright laws protecting it.
Funders:Irish Research Council for Science Engineering and Technology
ID Code:224
Deposited On:05 Mar 2008 by DORAS Administrator. Last Modified 05 May 2010 13:52

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