Qualitative Vocabulary based Descriptor

Heydar Maboudi Afkham; Carl Henrik Ek; Stefan Carlsson

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Paper

Qualitative Vocabulary based Descriptor

Topics: Classification; Image Understanding

In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM, 188-193, 2013 , Barcelona, Spain

Authors: Heydar Maboudi Afkham ; Carl Henrik Ek and Stefan Carlsson

Affiliation: KTH, Sweden

Keyword(s): Bag-of-Words Model, Image Classification.

Related Ontology Subjects/Areas/Topics: Applications ; Classification ; Computer Vision, Visualization and Computer Graphics ; Image Understanding ; Pattern Recognition ; Theory and Methods

Abstract: Creating a single feature descriptors from a collection of feature responses is an often occurring task. As such the bag-of-words descriptors have been very successful and applied to data from a large range of different domains. Central to this approach is making an association of features to words. In this paper we present a new and novel approach to feature to word association problem. The proposed method creates a more robust representation when data is noisy and requires less words compared to the traditional methods while retaining similar performance. We experimentally evaluate the method on a challenging image classification data-set and show significant improvement to the state of the art.

CC BY-NC-ND 4.0

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Paper citation in several formats:

Maboudi Afkham, H.; Henrik Ek, C. and Carlsson, S. (2013). Qualitative Vocabulary based Descriptor. In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM, ISBN 978-989-8565-41-9; ISSN 2184-4313, pages 188-193. DOI: 10.5220/0004266901880193

@conference{icpram13,
author={Heydar {Maboudi Afkham}. and Carl {Henrik Ek}. and Stefan Carlsson.},
title={Qualitative Vocabulary based Descriptor},
booktitle={Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM,},
year={2013},
pages={188-193},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004266901880193},
isbn={978-989-8565-41-9},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM,
TI - Qualitative Vocabulary based Descriptor
SN - 978-989-8565-41-9
IS - 2184-4313
AU - Maboudi Afkham, H.
AU - Henrik Ek, C.
AU - Carlsson, S.
PY - 2013
SP - 188
EP - 193
DO - 10.5220/0004266901880193