BIOLOGICALLY INSPIRED ATTENTIVE MOTION ANALYSIS FOR VIDEO SURVEILLANCE
Florian Raudies, Heiko Neumann
2008
Abstract
Recently proposed algorithms in the field of vision-based video surveillance are build upon directionally consistent flow (Wixson and Hansen, 1999; Tian and Hampapur, 2005), or statistics of foreground and background (Ren et al., 2003; Zhang et al., 2007). Here, we present a novel approach which utilizes an attention mechanism to focus processing on (highly) suspicious image regions. The attention signal is generated through temporal integration of localized image features from monocular image sequences. This approach incorporates biologically inspired mechanisms, for feature extraction and spatio-temporal grouping. We compare our approach with an existing method for the task of video surveillance (Tian and Hampapur, 2005) with a receiver operator characteristic (ROC) analysis. In conclusion our model is shown to yield results which are comparable with existing approaches.
DownloadPaper Citation
in Harvard Style
Raudies F. and Neumann H. (2008). BIOLOGICALLY INSPIRED ATTENTIVE MOTION ANALYSIS FOR VIDEO SURVEILLANCE . In Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008) ISBN 978-989-8111-21-0, pages 645-650. DOI: 10.5220/0001078806450650
in Bibtex Style
@conference{visapp08,
author={Florian Raudies and Heiko Neumann},
title={BIOLOGICALLY INSPIRED ATTENTIVE MOTION ANALYSIS FOR VIDEO SURVEILLANCE},
booktitle={Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)},
year={2008},
pages={645-650},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001078806450650},
isbn={978-989-8111-21-0},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)
TI - BIOLOGICALLY INSPIRED ATTENTIVE MOTION ANALYSIS FOR VIDEO SURVEILLANCE
SN - 978-989-8111-21-0
AU - Raudies F.
AU - Neumann H.
PY - 2008
SP - 645
EP - 650
DO - 10.5220/0001078806450650