A Data Cube Model for Surveillance Video Indexing and Retrieval

Hansung Lee, Sohee Park, Jang-Hee Yoo

2013

Abstract

We propose a novel data cube model, viz., \emph{SurvCube}, for the multi-dimensional indexing and retrieval of surveillance videos. The proposed method provides the multi-dimensional analysis of interesting objects in surveillance videos according to the chronological view, events and locations by means of data cube structure. By employing the OLAP operation on the surveillance videos, it is able to provides desirable functionalities such as 1) retrieval of objects and events at a different level of abstraction, i.e., coarse to fine grained retrieval; 2) providing the tracing of interesting object trajectories across the cameras; 3) providing the summarization of surveillance video with respect to interesting objects (and/or events) and abstract level of time and locations.

References

  1. Su, Y., Qian, R., Ji, Z., 2009. Surveillance Video Swquence Segmentation Based on Moving Object Detection. In Proc. Int. Workshop on Computer Science and Engineering, pp. 534-537.
  2. Le, T., Boucher, A., Thonnat, M., Bremond, F., 2010. Surveillance Video Retrieval: What we have already done?. In proc. Int. Conf. on Communications and Electronics.
  3. Yang, Y., Lovell, B., Dadgostar, F., 2009. Content-Based Video Retrieval (CBVR) System for CCTV Surveillance Videos. In Proc. Digital Image Computing: Techniques and Applications, pp. 183-187.
  4. Le, T., Thonnat, M., Boucher, A., Bremond, F., 2009. Surveillance Video Indexing and Retrieval using Object Features and Semantic Events. Int. Journal of Pattern Recognition and Artificial Intelligence, 23(7), pp. 1439-1476.
  5. Zhang, C., Chen, X., Zhou, L., Chen, W., 2009. Semantic Retrieval of Events from Indoor Surveillance Video Databases. Pattern Recognition Letter, 30, pp. 1067- 1076.
  6. Lin, C., Ding, B., Han, J., Zhu, F., Zhao, B., 2008. Text Cube: Computing IR Measures for Multidimensional Text Database Analysis. In Proc. of Int. Conf. on Data Mining.
  7. Zhang, D., Zhai, C., Han, J., 2009. Topic Cube: Topic Modeling for OLAP on Multidimensional Text Databases. In Proc. of Int. Conf. on Data Mining.
  8. Gonzalez, H., Han, J., Li, X., 2006. FlowCube: Constructing RFID FlowCubes for Multi-Dimensional Analysis of Commodity Flows. In Proc. of Int. Conf. on Very Large Data Bases, pp. 834-845.
  9. Tian, Y., Hankins, R., Patel, J., 2008. Efficient Aggregation for Graph Summarization. In Proc. of SIGMOD, pp. 567-580.
  10. Arigon, A., Miquel, M., Tchounikine, A., 2007. Multimedia Data Warehouses: a Multiversion Model and a Medical Application. Multimed Tools Appl, 35, pp. 91-108.
  11. Lee, H., 2008. A Data Cube System for the Semantic Analysis of News Video. Ph.D. Dissertation, Korea University. Seoul, Korea.
  12. Lee, H., Yu, J., Jung, H., Im, Y., Park, D., 2009. A New Data Cube System for the Multi-dimensional Analysis of News Videos. In Proc. of Int. Conf. on Emerging Databases.
  13. Han, J., Kamber, M., 2007. Data Mining: Concepts and Techniques. Morgan Kaufmann Publishers. 2nd edition.
Download


Paper Citation


in Harvard Style

Lee H., Park S. and Yoo J. (2013). A Data Cube Model for Surveillance Video Indexing and Retrieval . In Proceedings of the 10th International Conference on Signal Processing and Multimedia Applications and 10th International Conference on Wireless Information Networks and Systems - Volume 1: SIGMAP, (ICETE 2013) ISBN 978-989-8565-74-7, pages 163-168. DOI: 10.5220/0004612101630168


in Bibtex Style

@conference{sigmap13,
author={Hansung Lee and Sohee Park and Jang-Hee Yoo},
title={A Data Cube Model for Surveillance Video Indexing and Retrieval},
booktitle={Proceedings of the 10th International Conference on Signal Processing and Multimedia Applications and 10th International Conference on Wireless Information Networks and Systems - Volume 1: SIGMAP, (ICETE 2013)},
year={2013},
pages={163-168},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004612101630168},
isbn={978-989-8565-74-7},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 10th International Conference on Signal Processing and Multimedia Applications and 10th International Conference on Wireless Information Networks and Systems - Volume 1: SIGMAP, (ICETE 2013)
TI - A Data Cube Model for Surveillance Video Indexing and Retrieval
SN - 978-989-8565-74-7
AU - Lee H.
AU - Park S.
AU - Yoo J.
PY - 2013
SP - 163
EP - 168
DO - 10.5220/0004612101630168