Abstract
In this paper, we present an overview of a hybrid approach for event detection from video surveillance sequences that has been developed within the REGIMVid project. This system can be used to index and search the video sequence by the visual content. The platform provides moving object segmentation and tracking, High-level feature extraction and video event detection.We describe the architecture of the system as well as providing an overview of the descriptors supported to date. We then demonstrate the usefulness of the toolbox in the context of feature extraction, events learning and detection in large collection of video surveillance dataset.
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References
Horn, B.K.P., Schunk, B.G.: Determining optical flow. Artificial Intelligence 17, 185–201 (1981)
Chan, T., Vese, L.: An active contour model without edges. In: Nielsen, M., Johansen, P., Fogh Olsen, O., Weickert, J. (eds.) Scale-Space 1999. LNCS, vol. 1682, p. 141. Springer, Heidelberg (1999)
van Liempt, M., Koelma, D.C., et al.: The mediamill trecvid 2006 semantic video search engine. In: Proceedings of the 4th TRECVID Workshop, Gaithersburg, USA (November 2006)
Daubechies, I.: CBMS-NSF series in app. Math., In: SIAM (1991)
Ellouze, M., Karray, H., Alimi, M.A.: Genetic algorithm for summarizing news stories. In: Proceedings of International Conference on Computer Vision Theory and Applications, Spain, Barcelona, pp. 303–308 (March 2006)
Wali, A., Karray, H., Alimi, M.A.: Sirpvct: System of indexing and the search for video plans by the contents text. In: Proc. Treatment and Analyzes information: Methods and Applications, TAIMA 2007, Tunisia, Hammamet, pp. 291–297 (May 2007)
Lowe, D.G.: Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision 2(60), 91–110 (2004)
Ben Aoun, N., El’Arbi, M., Ben Amar, C.: Multiresolution motion estimation and compensation for video coding. In: 10th IEEE International Conference on Signal Processing, Beijing, China (October 2010)
Boujemaaa, N., Ferecatu, M., Gouet, V.: Approximate search vs. precise search by visual content in cultural heritage image databases. In: Proc. of the 4-th International Workshop on Multimedia Information Retrieval (MIR 2002) in conjunction with ACM Multimedia (2002)
Karray, H., Ellouze, M., Alimi, M.A.: Using text transcriptions for summarizing arabic news video. In: Proc. Information and Communication Technologies International Symposuim, ICTIS 2007, Morocco, Fes, pp. 324–328 (April 2007)
Macan, T., Loncaric, S.: Hybrid optical flow and segmentation technique for lv motion detection. In: Proceedings of SPIE Medical Imaging, San Diego, USA, pp. 475–482 (2001)
Shawe-Taylor, J., Cristianini, N.: An Introduction to Support Vector Machines and Other Kernel-based Learning Methods. Cambridge University Press, Cambridge (2000)
Zeki, E., Robi, P., et al.: Ensemble of svms for incremental learning. In: Oza, N.C., Polikar, R., Kittler, J., Roli, F. (eds.) MCS 2005. LNCS, vol. 3541, pp. 246–256. Springer, Heidelberg (2005)
Polikar, R., Udpa, L., Udpa, S.S., Honavar, V.: Learn++: An incremental learning algorithm for supervised neural networks. IEEE Trans. Sys. Man, Cybernetics (C) 31(4), 497–508 (2001)
Vapnik, V.: Statistical Learning Theory (1998)
Wali, A., Alimi, A.M.: Event detection from video surveillance data based on optical flow histogram and high-level feature extraction. In: IEEE DEXA Workshops 2009, pp. 221–225 (2009)
Chang, S., Jiang, W., Yanagawa, A., Zavesky, E.: Colombia university trecvid2007: High-level feature extraction. In: Proceedings TREC Video Retrieval Evaluation Online, TRECVID 2007 (2007)
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Wali, A., Ben Aoun, N., Karray, H., Ben Amar, C., Alimi, A.M. (2010). A New System for Event Detection from Video Surveillance Sequences. In: Blanc-Talon, J., Bone, D., Philips, W., Popescu, D., Scheunders, P. (eds) Advanced Concepts for Intelligent Vision Systems. ACIVS 2010. Lecture Notes in Computer Science, vol 6475. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-17691-3_11
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DOI: https://doi.org/10.1007/978-3-642-17691-3_11
Publisher Name: Springer, Berlin, Heidelberg
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