Robust Descriptors Fusion for Pedestrians’ Re-identification and Tracking Across a Camera Network

Ahmed Derbel, Yousra Ben Jemaa, Sylvie Treuillet, Bruno Emile, Raphael Canals, Abdelmajid Ben Hamadou

2013

Abstract

In this paper, we introduce a new approach to identify people in multi-camera based on AdaBoost descriptors cascade. Given the complexity of this task, we propose a new regional color feature vector based on intra and inter color histograms fusion to characterize a person in multi-camera. This descriptor is then integrated into an extensive comparative study with several existing color, texture and shape feature vectors in order to choose the best ones. We prove through a comparative study with the main existing approaches on the VIPeR dataset and using Cumulative Matching Characteristic measurement that the proposed approach is very suitable to identify a person and provides very satisfactory performances.

Paper Citation

in Harvard Style

Derbel A., Jemaa Y., Treuillet S., Emile B., Canals R. and Ben Hamadou A. (2013). Robust Descriptors Fusion for Pedestrians’ Re-identification and Tracking Across a Camera Network . In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2013) ISBN 978-989-8565-48-8, pages 92-97. DOI: 10.5220/0004275500920097

in Bibtex Style

@conference{visapp13,
author={Ahmed Derbel and Yousra Ben Jemaa and Sylvie Treuillet and Bruno Emile and Raphael Canals and Abdelmajid Ben Hamadou},
title={Robust Descriptors Fusion for Pedestrians’ Re-identification and Tracking Across a Camera Network},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2013)},
year={2013},
pages={92-97},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004275500920097},
isbn={978-989-8565-48-8},
}

in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2013)
TI - Robust Descriptors Fusion for Pedestrians’ Re-identification and Tracking Across a Camera Network
SN - 978-989-8565-48-8
AU - Derbel A.
AU - Jemaa Y.
AU - Treuillet S.
AU - Emile B.
AU - Canals R.
AU - Ben Hamadou A.
PY - 2013
SP - 92
EP - 97
DO - 10.5220/0004275500920097