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Authors: Mikael Nilsson 1 and Håkan Ardö 2

Affiliations: 1 Lund University, Sweden ; 2 Lund Univerisy, Sweden

Keyword(s): 3D Model, Foreground/Background Segmentation, Context, Traffic, Camera Calibration, Ground-plane.

Related Ontology Subjects/Areas/Topics: Computer Vision, Visualization and Computer Graphics ; Motion, Tracking and Stereo Vision ; Video Surveillance and Event Detection

Abstract: Automatic video analysis of interactions between road users is desired for city and road planning. A first step of such a system is object localization of road users. In this work, we present a method of detecting a specific car in an intersection from a monocular camera image. A camera calibration and segmentation are utilized as inputs by the method in order to detect a car. Using these inputs, a sampled search space in the ground plane, including rotations, is explored with a 3D model of a car in order to produce output in form of rectangle detections in the ground plane. Evaluation on real recorded data, with ground truth for one car using GPS, indicates that a car can be detected in over 90% of the time with an average error around 0.5m.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Nilsson, M. and Ardö, H. (2014). In Search of a Car - Utilizing a 3D Model with Context for Object 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 419-424. DOI: 10.5220/0004685304190424

@conference{visapp14,
author={Mikael Nilsson. and Håkan Ardö.},
title={In Search of a Car - Utilizing a 3D Model with Context for Object Detection},
booktitle={Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISIGRAPP 2014) - Volume 1: VISAPP},
year={2014},
pages={419-424},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004685304190424},
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 - In Search of a Car - Utilizing a 3D Model with Context for Object Detection
SN - 978-989-758-004-8
IS - 2184-4321
AU - Nilsson, M.
AU - Ardö, H.
PY - 2014
SP - 419
EP - 424
DO - 10.5220/0004685304190424
PB - SciTePress