BRINGING ORDER IN THE BAG OF WORDS

Shihong Zhang; Rahat Khan; Damien Muselet; Alain Trémeau

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Paper

BRINGING ORDER IN THE BAG OF WORDS

Topics: Categorization and Scene Understanding; Object and Face Recognition

In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, 723-726, 2012 , Rome, Italy

Authors: Shihong Zhang ; Rahat Khan ; Damien Muselet and Alain Trémeau

Affiliation: Université de Lyon, CNRS and Université de Saint-Étienne, France

Keyword(s): Bag-of-words, Object Categorization, Spatial Information.

Abstract: This paper presents a method to infuse spatial information in the bag of words (BOW) framework for object categorization. The main idea is to account the local spatial distribution of the visual words. Rather than finding rigid local patterns, we consider the visual words in close spatial proximity as a pouch of words and we represent the image as a bag of word-pouches. For this purpose, sub-windows are extracted from the images and characterized by local bags of words. Then a clustering step is applied in the local bag of words space to construct the word-pouches. We show that this representation is complementary to the classical BOW. Thus a concatenation of these two representations is used as the final descriptor. Experiments are conducted on two very well known image datasets.

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Paper citation in several formats:

Zhang, S.; Khan, R.; Muselet, D. and Trémeau, A. (2012). BRINGING ORDER IN THE BAG OF WORDS. In Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2012) - Volume 2: VISAPP; ISBN 978-989-8565-03-7; ISSN 2184-4321, SciTePress, pages 723-726. DOI: 10.5220/0003859307230726

@conference{visapp12,
author={Shihong Zhang. and Rahat Khan. and Damien Muselet. and Alain Trémeau.},
title={BRINGING ORDER IN THE BAG OF WORDS},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2012) - Volume 2: VISAPP},
year={2012},
pages={723-726},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003859307230726},
isbn={978-989-8565-03-7},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the International Conference on Computer Vision Theory and Applications (VISIGRAPP 2012) - Volume 2: VISAPP
TI - BRINGING ORDER IN THE BAG OF WORDS
SN - 978-989-8565-03-7
IS - 2184-4321
AU - Zhang, S.
AU - Khan, R.
AU - Muselet, D.
AU - Trémeau, A.
PY - 2012
SP - 723
EP - 726
DO - 10.5220/0003859307230726
PB - SciTePress