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Authors: Silviu-Tudor serban ; Srinidhi Mukanahallipatna Simha ; Vasanth Bathrinarayanan ; Etienne Corvee and Francois Bremond

Affiliation: INRIA Sophia Antipolis - Mediterranee, France

Keyword(s): Random Sampling, AdaBoost, Soft Cascade, LBP Channel Features.

Related Ontology Subjects/Areas/Topics: Computer Vision, Visualization and Computer Graphics ; Features Extraction ; Image and Video Analysis

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 several formats:
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 (VISIGRAPP 2014) - Volume 1: VISAPP; ISBN 978-989-758-004-8; ISSN 2184-4321, SciTePress, pages 232-239. DOI: 10.5220/0004651302320239

@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 (VISIGRAPP 2014) - Volume 1: VISAPP},
year={2014},
pages={232-239},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004651302320239},
isbn={978-989-758-004-8},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISIGRAPP 2014) - Volume 1: VISAPP
TI - Towards Reliable Real-time Person Detection
SN - 978-989-758-004-8
IS - 2184-4321
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
PB - SciTePress

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