Towards Reliable Real-time Person Detection

Silviu-Tudor serban, Srinidhi Mukanahallipatna Simha, Vasanth Bathrinarayanan, Etienne Corvee, Francois Bremond

Abstract

We propose a robust real-time person detection system, which aims to serve as solid foundation for developing solutions at an elevated level of reliability. Our belief is that clever handling of input data correlated with efficacious training algorithms are key for obtaining top performance. We introduce a comprehensive training method based on random sampling that compiles optimal classifiers with minimal bias and overfit rate. Building upon recent advances in multi-scale feature computations, our approach attains state-of-the-art accuracy while running at high frame rate.

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Paper Citation


in Harvard Style

serban S., Mukanahallipatna Simha S., Bathrinarayanan V., Corvee E. and Bremond F. (2014). Towards Reliable Real-time Person Detection . In Proceedings of the 9th International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2014) ISBN 978-989-758-004-8, pages 232-239. DOI: 10.5220/0004651302320239


in Bibtex Style

@conference{visapp14,
author={Silviu-Tudor serban and Srinidhi Mukanahallipatna Simha and Vasanth Bathrinarayanan and Etienne Corvee and Francois Bremond},
title={Towards Reliable Real-time Person Detection},
booktitle={Proceedings of the 9th International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2014)},
year={2014},
pages={232-239},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004651302320239},
isbn={978-989-758-004-8},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 9th International Conference on Computer Vision Theory and Applications - Volume 2: VISAPP, (VISIGRAPP 2014)
TI - Towards Reliable Real-time Person Detection
SN - 978-989-758-004-8
AU - serban S.
AU - Mukanahallipatna Simha S.
AU - Bathrinarayanan V.
AU - Corvee E.
AU - Bremond F.
PY - 2014
SP - 232
EP - 239
DO - 10.5220/0004651302320239