AUTOMATIC OBJECTS DETECTION FOR MODELING INDOOR ENVIRONMENTS

Marion Decrouez, Romain Dupont, François Gaspard, James L. Crowley

2012

Abstract

In this paper we describe a new solution for constructing a model of a scene and its objects using various explorations of a single camera in an unknown environment. Object motion presents a difficult challenge to scene modeling. The proposed method combines metric localization and place recognition to detect and model objects without a priori knowledge and to incrementally extend a scene model by adding new places and objects. We demonstrate the quality of our approach with results from image sequences taken from two different scenes.

References

  1. Angeli, A. and Davison, A. (2010). Live feature clustering in video using appearance and 3D geometry. In BMVC.
  2. Bay, H., Tuytelaars, T., and Gool, L. V. (2006). SURF : Speeded Up Robust Features. ECCV.
  3. Castle, R. O., Klein, G., and Murray, D. W. (2008). Videorate localization in multiple maps for wearable augmented reality. In SWC.
  4. Cummins, M. and Newman, P. (2009). Highly scalable appearance-only SLAM : Fab-map 2.0. In RSS.
  5. Hartley, R. I. and Zisserman, A. (2000). Multiple View Geometry in Computer Vision. Cambridge University Press.
  6. Kim, K., Lepetit, V., and Woo, W. (2010). Keyframe-based Modeling and Tracking of Multiple 3D Objects. ISMAR.
  7. Mouragnon, E., Lhuillier, M., Dhome, M., Dekeyser, F., and Sayd, P. (2006). Monocular Vision Based SLAM for Mobile Robots. ICPR.
  8. Schindler, K. and Suter, S. (2006). Two-view multibody structure-and-motion with outliers through model selection. PAMI.
  9. Sivic, J. and Zisserman, A. (2003). Video Google: a text retrieval approach to object matching in videos. ICCV.
  10. Toldo, R. and Fusiello, A. (2008). Robust multiple structures estimation with j-linkage. In ECCV.
  11. Zuliani, M., Kenney, C. S., and Manjunath, B. S. (2005). The multiransac algorithm and its application to detect planar homographies. In ICIP (3).
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Paper Citation


in Harvard Style

Decrouez M., Dupont R., Gaspard F. and L. Crowley J. (2012). AUTOMATIC OBJECTS DETECTION FOR MODELING INDOOR ENVIRONMENTS . In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2012) ISBN 978-989-8565-03-7, pages 573-578. DOI: 10.5220/0003818205730578


in Bibtex Style

@conference{visapp12,
author={Marion Decrouez and Romain Dupont and François Gaspard and James L. Crowley},
title={AUTOMATIC OBJECTS DETECTION FOR MODELING INDOOR ENVIRONMENTS},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2012)},
year={2012},
pages={573-578},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003818205730578},
isbn={978-989-8565-03-7},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2012)
TI - AUTOMATIC OBJECTS DETECTION FOR MODELING INDOOR ENVIRONMENTS
SN - 978-989-8565-03-7
AU - Decrouez M.
AU - Dupont R.
AU - Gaspard F.
AU - L. Crowley J.
PY - 2012
SP - 573
EP - 578
DO - 10.5220/0003818205730578