MOSAIC - Multimodal Analytics for the Protection of Critical Assets

Atta Badii, Marco Tiemann, Richard Adderley, Patrick Seidler, Rubén Heras Evangelio, Tobias Senst, Thomas Sikora, Luca Panattoni, Matteo Raffaelli, Matthew Cappel-Porter, Zsolt L. Husz, Thomas Hecker, Ines Peters

2014

Abstract

This paper presents an overview of the MOSAIC architecture and the validated Demonstrator resulting from an EU-co-funded research project concerned with the development of an advanced system for the use and integration of multimodal analytics for the protection of critical assets. The paper motivates the MOSAIC vision and describes the major components of the integrated solution; including the ontological framework, the data representation, text mining, data mining, video analytics, social network analysis and decision support. In the descriptions of these components, it is illustrated how MOSAIC can be used to improve the protection of critical assets without necessitating data gathering that goes beyond what is already currently being gathered by relevant security organisations such as police forces by improving data analytics techniques, integration of analysis outputs and decision support mechanisms.

References

  1. Acar, E., Senst, T., Kuhn, A., Keller, I., Theisel, H., Albayrak, S., Sikora, T., 2012. Human Action Recognition using Lagrangian Descriptors. In: IEEE MMSP.
  2. Adderley, R., Badii, A., Wu, C., 2008. “The Automatic Identification and Prioritisation of Criminal Networks from Police Crime Data,” in Intelligence and Security Informatics, vol. 5376, D. Ortiz-Arroyo, H. Larsen, D. Zeng, D. Hicks, and G. Wagner, Eds. Springer Berlin / Heidelberg, pp. 5-14.
  3. Apache Fuseki, 2014 http://jena.apache.org/documentation/ serving_data/.
  4. Apache Jena, 2014. http://jena.apache.org/.
  5. Badii, A., 2008. User-intimate requirements hierarchy resolution framework (UI-REF). in: AmI-08: Second European Conference on Ambient Intelligence, Nuremberg, Germany.
  6. Eiselein, V., Arp, D., Paetzold, M., Sikora, T., 2012. Realtime Multi-human Tracking using a Probability Hypothesis Density Filter and Multiple Detectors. In: IEEE AVSS.
  7. Evangelio, R.H., Paetzold, M., Keller, I., Sikora, T., 2014. Adaptively Splitted GMM with Feedback Improvement for the Task of Background Subtraction. IEEE Transactions on Information Forensics & Security, vol. 9, no. 5, May 2014, pp. 863-874.
  8. Evangelio, R.H., Sikora, T. (2011). Complementary Background Models for the Detection of Static and Moving Objects in Crowded Environments in: Proceedings of the IEEE International Conference AVSS.
  9. Francisco, G., Tillman, J., Hanna, K., Heubusch, J., Ayers, R., 2007. Integrated Homeland Security System with Passive Thermal Imaging and Advanced Video Analytics. Proceedings of the SPIE Conference on Infrared Technology and Applications, Orlando, Florida, 9.3.2007.
  10. Kaza, S., Hu, D., Chen, H., 2007. Dynamic social network analysis of a dark network: Identifying significant facilitators. Intelligence and Security Information, 2007 IEEE. Pp. 40-46. IEEE.
  11. Kuhn, A., Senst, T., Keller, I., Sikora, T., Theisel, H., 2012. A Lagrangian Framework for Video Analytics. In: IEEE Workshop on Multimedia Signal Processing.
  12. Li, X., 2011. Design and Implement of Decision Support System for Police Emergency Response. Proceedings of the 3rd International Conference on Computer Research and Development, Shanghai, China, 11-13 March 2011.
  13. McCord, M.C., 1980. Slot Grammars. American Journal of Computer Linguistics. 6, 31-43.
  14. McCord, M.C., 1990. Slot Grammar: A System for Simpler Construction of Practical Natural Language Grammars. Proceedings of the International Symposium on Natural Language and Logic. pp. 118- 145. Springer-Verlag, London, UK.
  15. McGuiness, D., van Harmelen, F. (2004): OWL Web Ontology Language Overview. W3C Recommendation 10 February 2004. http://www.w3.org/TR/owl-features/
  16. Microsoft, 2012. Microsoft and MYPD Announce Partnership Providing Real-Time Counterterrorism Solution Globally, Press release.
  17. Odell, M. K., 1956. The profit in records management. Systems, 20, 20.
  18. Open Network Video Interface Forum, 2014. http://www.onvif.org.
  19. Philips, L., 1990. Hanging on the Metaphone. Computer Language, 7, 12, 39-43.
  20. Senst, T., Geistert, J., Keller, I., Sikora, T., 2013. Robust Local Optical Flow Estimation using Bilinear Equations for Sparse Motion Estimation. In: 20th IEEE International Conference on Image Processing.
  21. Senst, T., Paetzold, M., Evangelio, R.H., Eiselein, V., Keller, I., Sikora: T., 2011. On building decentralized wide-area surveillance networks based on ONVIF. In: Proceedings of the IEEE Conference AVSS.
  22. Shearer, C., 2000. The CRISP-DM Model: The New Blueprint for Data Mining. Journal of Data Warehousing, 5, 4, 13-22.
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Paper Citation


in Harvard Style

Badii A., Tiemann M., Adderley R., Seidler P., Heras Evangelio R., Senst T., Sikora T., Panattoni L., Raffaelli M., Cappel-Porter M., L. Husz Z., Hecker T. and Peters I. (2014). MOSAIC - Multimodal Analytics for the Protection of Critical Assets . In Proceedings of the 11th International Conference on Signal Processing and Multimedia Applications - Volume 1: MUSESUAN, (ICETE 2014) ISBN 978-989-758-046-8, pages 311-320. DOI: 10.5220/0005126503110320


in Bibtex Style

@conference{musesuan14,
author={Atta Badii and Marco Tiemann and Richard Adderley and Patrick Seidler and Rubén Heras Evangelio and Tobias Senst and Thomas Sikora and Luca Panattoni and Matteo Raffaelli and Matthew Cappel-Porter and Zsolt L. Husz and Thomas Hecker and Ines Peters},
title={MOSAIC - Multimodal Analytics for the Protection of Critical Assets},
booktitle={Proceedings of the 11th International Conference on Signal Processing and Multimedia Applications - Volume 1: MUSESUAN, (ICETE 2014)},
year={2014},
pages={311-320},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005126503110320},
isbn={978-989-758-046-8},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 11th International Conference on Signal Processing and Multimedia Applications - Volume 1: MUSESUAN, (ICETE 2014)
TI - MOSAIC - Multimodal Analytics for the Protection of Critical Assets
SN - 978-989-758-046-8
AU - Badii A.
AU - Tiemann M.
AU - Adderley R.
AU - Seidler P.
AU - Heras Evangelio R.
AU - Senst T.
AU - Sikora T.
AU - Panattoni L.
AU - Raffaelli M.
AU - Cappel-Porter M.
AU - L. Husz Z.
AU - Hecker T.
AU - Peters I.
PY - 2014
SP - 311
EP - 320
DO - 10.5220/0005126503110320