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Authors: Ferran Diego 1 ; Georgios Evangelidis 2 and Joan Serrat 3

Affiliations: 1 Universitat Autonoma de Barcelona and University of Heidelberg, Spain ; 2 University of Patras, Greece ; 3 Universitat Autonoma de Barcelona, Spain

Keyword(s): Video surveillance,Video synchronization, Video alignment, Change detection.

Related Ontology Subjects/Areas/Topics: Applications ; Computer Vision, Visualization and Computer Graphics ; Data Engineering ; Human-Computer Interaction ; Image and Video Analysis ; Information Retrieval ; Methodologies and Methods ; Motion and Tracking ; Motion, Tracking and Stereo Vision ; Ontologies and the Semantic Web ; Pattern Recognition ; Physiological Computing Systems ; Software Engineering ; Video Analysis

Abstract: This paper addresses the problem of video surveillance by mobile cameras. We present a method that allows online change detection in night–time outdoor surveillance. Because of the camera movement, background frames are not available and must be ”localized“ in former sequences and registered with the current frames. To this end, we propose a Frame Localization And Registration (FLAR) approach that solves the problem efficiently. Frames of former sequences define a database which is queried by current frames in turn. To quickly retrieve nearest neighbors, database is indexed through a visual dictionary method based on the SURF descriptor. Furthermore, the frame localization is benefited by a temporal filter that exploits the temporal coherence of videos. Next, the recently proposed ECC alignment scheme is used to spatially register the synchronized frames. Finally, change detection methods apply to aligned frames in order to mark suspicious areas. Experiments with real night sequences recorded by in-vehicle cameras demonstrate the performance of the proposed method and verify its efficiency and effectiveness against other methods. (More)

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Paper citation in several formats:
Diego, F.; Evangelidis, G. and Serrat, J. (2012). NIGHT–TIME OUTDOOR SURVEILLANCE WITH MOBILE CAMERAS. In Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM; ISBN 978-989-8425-99-7; ISSN 2184-4313, SciTePress, pages 365-371. DOI: 10.5220/0003758103650371

@conference{icpram12,
author={Ferran Diego. and Georgios Evangelidis. and Joan Serrat.},
title={NIGHT–TIME OUTDOOR SURVEILLANCE WITH MOBILE CAMERAS},
booktitle={Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM},
year={2012},
pages={365-371},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003758103650371},
isbn={978-989-8425-99-7},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM
TI - NIGHT–TIME OUTDOOR SURVEILLANCE WITH MOBILE CAMERAS
SN - 978-989-8425-99-7
IS - 2184-4313
AU - Diego, F.
AU - Evangelidis, G.
AU - Serrat, J.
PY - 2012
SP - 365
EP - 371
DO - 10.5220/0003758103650371
PB - SciTePress