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Author: Joanna Isabelle Olszewska

Affiliation: University of Gloucestershire, United Kingdom

ISBN: 978-989-758-172-4

Keyword(s): Surveillance Application, Visual Scene Analysis, Automated Scene Understanding, Knowledge Representation, Spatio-temporal Visual Ontology, Symbolic Reasoning, Computer Vision, Pattern Recognition.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Data Manipulation ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Knowledge Representation and Reasoning ; Methodologies and Methods ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Soft Computing ; Symbolic Systems

Abstract: Reliable detection of objects of interest in complex visual scenes is of prime importance for video-surveillance applications. While most vision approaches deal with tracking visible or partially visible objects in single or multiple video streams, we propose a new approach to automatically detect all objects of interest being part of an analyzed scene, even those entirely hidden in a camera view whereas being present in the scene. For that, we have developed an innovative artificial-intelligence framework embedding a computer vision process fully integrating symbolic knowledge-based reasoning. Our system has been evaluated on standard datasets consisting of video streams with real-world objects evolving in cluttered, outdoor environment under difficult lighting conditions. Our proposed approach shows excellent performance both in detection accuracy and robustness, and outperforms state-of-the-art methods.

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Paper citation in several formats:
Olszewska, J. (2016). Tracking The Invisible Man - Hidden-object Detection for Complex Visual Scene Understanding.In Proceedings of the 8th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-758-172-4, pages 223-229. DOI: 10.5220/0005852302230229

@conference{icaart16,
author={Joanna Isabelle Olszewska.},
title={Tracking The Invisible Man - Hidden-object Detection for Complex Visual Scene Understanding},
booktitle={Proceedings of the 8th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2016},
pages={223-229},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005852302230229},
isbn={978-989-758-172-4},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - Tracking The Invisible Man - Hidden-object Detection for Complex Visual Scene Understanding
SN - 978-989-758-172-4
AU - Olszewska, J.
PY - 2016
SP - 223
EP - 229
DO - 10.5220/0005852302230229

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