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Authors: Cong Yang ; Oliver Tiebe ; Pit Pietsch ; Christian Feinen ; Udo Kelter and Marcin Grzegorzek

Affiliation: University of Siegen, Germany

ISBN: 978-989-758-076-5

ISSN: 2184-4313

Keyword(s): Object Retrieval, Object Classification, Optimisation, Shape Features.

Related Ontology Subjects/Areas/Topics: Applications ; Object Recognition ; Pattern Recognition ; Shape Representation ; Similarity and Distance Learning ; Software Engineering ; Theory and Methods

Abstract: In order to enhance the performance of shape retrieval and classification, in this paper, we propose a novel shape descriptor with low computation complexity that can be easily fused with other meaningful descriptors like shape context, etc. This leads to a significant increase in descriptive power of original descriptors without adding to much computation complexity. To make the proposed shape descriptor more practical and general, a supervised optimisation strategy is introduced. The most significant scientific contributions of this paper includes the introduction of a new and simple feature descriptor with supervised optimisation strategy leading to the impressive improvement of the accuracy in object classification and retrieval scenario.

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Paper citation in several formats:
Yang, C.; Tiebe, O.; Pietsch, P.; Feinen, C.; Kelter, U. and Grzegorzek, M. (2015). Shape-based Object Retrieval and Classification with Supervised Optimisation.In Proceedings of the International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM, ISBN 978-989-758-076-5, ISSN 2184-4313, pages 204-211. DOI: 10.5220/0005186402040211

@conference{icpram15,
author={Cong Yang. and Oliver Tiebe. and Pit Pietsch. and Christian Feinen. and Udo Kelter. and Marcin Grzegorzek.},
title={Shape-based Object Retrieval and Classification with Supervised Optimisation},
booktitle={Proceedings of the International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,},
year={2015},
pages={204-211},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005186402040211},
isbn={978-989-758-076-5},
}

TY - CONF

JO - Proceedings of the International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,
TI - Shape-based Object Retrieval and Classification with Supervised Optimisation
SN - 978-989-758-076-5
AU - Yang, C.
AU - Tiebe, O.
AU - Pietsch, P.
AU - Feinen, C.
AU - Kelter, U.
AU - Grzegorzek, M.
PY - 2015
SP - 204
EP - 211
DO - 10.5220/0005186402040211

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