FEATURE SETS FOR PEOPLE AND LUGGAGE RECOGNITION IN AIRPORT SURVEILLANCE UNDER REAL-TIME CONSTRAINTS
J. Rosell-Ortega, G. Andreu-Garćıa, A. Rodas-Jordà, V. Atienza-Vanacloig, J. Valiente-González
2008
Abstract
We study two different sets of features with the aim of classifying objects from videos taken in an airport. Objects are classified into three different classes: single person, group of people, and luggage. We have used two different feature sets, one set based on classical geometric features, and another based on average density of foreground pictures in areas of the blobs. In both cases, easily computed features were selected because our system must run under real-time constraints. During the development of the algorithms, we also studied if shadows affect the classification rate of objects. We achieved this by applying two shadow removal algorithms to estimate the usefulness of such techniques under real-time constraints.
References
- Haritaoglu, I., Harwood, D., and Davis, L. S. (2000). W4: Real-time surveillance of people and their activities. IEEE Transactions on Pattern Analysis and Machine Intelligence, pages 809 - 830.
- Javed, O. (May, 2002). Tracking and object classification for automated surveillance. The seventh European Conference on Computer Vision (ECCV 2002), Copenhagen.
- L. Wang, W. H. and Tan, T. (2003). Recent developments in human motion analysis. Pattern Recognition, pages 585 - 601.
- Onoguchi, K. (1998). Shadow elimination method for moving object detection. Proceedings of the 14th International Conference on Pattern Recognition, page 583.
- Rosin, P. and Ellis, T. (1995). Image difference threshold strategies and shadow detection. Proceedings of the 6th British Machine Vision Conference. BMVA Press., pages 347 - 356.
- W. Hu, T. T., Wang, L., , and Maybank, S. (2004). A survey on visual surveillance of object motion and behaviors. IEEE Transacions on Systems Man, and Cyberneticspart C: Applications and Reviews, pages 334 - 351.
- Wren, C. R., Azarbayejani, A., Darrell, T., and Pentland, A. P. (1997). Pfinder: Real-time tracking of the human body. IEEE Transactions on Pattern Analysis and Machine Intelligence, pages 780 - 785.
- Xu, L., Landabaso, J. L., and Pardàs, M. (2005). Shadow removal with blob-based morphological reconstruction for error correction. ICASSP 2005. USA, pages 729 - 732.
Paper Citation
in Harvard Style
Rosell-Ortega J., Andreu-Garćıa G., Rodas-Jordà A., Atienza-Vanacloig V. and Valiente-González J. (2008). FEATURE SETS FOR PEOPLE AND LUGGAGE RECOGNITION IN AIRPORT SURVEILLANCE UNDER REAL-TIME CONSTRAINTS . 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 662-665. DOI: 10.5220/0001082506620665
in Bibtex Style
@conference{visapp08,
author={J. Rosell-Ortega and G. Andreu-Garćıa and A. Rodas-Jordà and V. Atienza-Vanacloig and J. Valiente-González},
title={FEATURE SETS FOR PEOPLE AND LUGGAGE RECOGNITION IN AIRPORT SURVEILLANCE UNDER
REAL-TIME CONSTRAINTS},
booktitle={Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)},
year={2008},
pages={662-665},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001082506620665},
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 - FEATURE SETS FOR PEOPLE AND LUGGAGE RECOGNITION IN AIRPORT SURVEILLANCE UNDER
REAL-TIME CONSTRAINTS
SN - 978-989-8111-21-0
AU - Rosell-Ortega J.
AU - Andreu-Garćıa G.
AU - Rodas-Jordà A.
AU - Atienza-Vanacloig V.
AU - Valiente-González J.
PY - 2008
SP - 662
EP - 665
DO - 10.5220/0001082506620665