| GBED: group based event detection method for audio sensor networks |
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International Multimedia Conference
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Proceedings of the seventeen ACM international conference on Multimedia
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Beijing, China
SESSION: Short papers session 3: applications and systems
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Pages 857-860
Year of Publication: 2009
ISBN:978-1-60558-608-3
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Authors
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Qi Li
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Beijing Key Laboratory of Intelligent Telecommunications Software and Multimedia, Beijing, China
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Huadong Ma
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Beijing Key Laboratory of Intelligent Telecommunications Software and Multimedia, Beijing, China
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ABSTRACT
Audio event detection is one of the most important applications in the multimedia sensor networks. In this paper, we present a Group Based Event Detection method, called GBED, to detect the audio events in the audio sensor networks. In the proposed method, we train the basic audio events separately based on statistical learning, and combine them together by some prior knowledge in specific domains. By using GBED we can combine the statistical learning and human knowledge together and reduce the training complexity for complex real-world situations. We deploy this approach on an audio sensor network to evaluate its performance, and the experiment evaluations demonstrate that GBED can achieve satisfied results.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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C. Clavel, T. Ehrette, G. Richard, "Events detection for an audio-based surveillance system." In Proc. IEEE ICME05, July 2005, Amsterdam, Netherlands, pp.1306--1309.
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2
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S. Moncrieff, S. Venkatesh, G. West, "On-line background determination for complex audio environments." ACM Transaction on Multimedia Computing, Communications, and Applications. Vol.3, Issue 2, May. 2007.
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R Cai, L.Lie, A. Hanjalic, H. J .Zhang and L. H. Cai, "A flexible framework for key audio effects detection and auditory context inference." IEEE Transactions on Audio, Speech, and Language Processing, Vol.14, Issue 3, May 2006, pp.1026--1039.
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A.F. Smeaton, M. McHugh, "Towards event detection in an audio-based sensor network." Multimedia Systems, Vol.12, Issue 3, Dec 2006, pp.179--194.
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Q.Li, H.D. Ma, Q.Huang. "A Hierarchical Framework for Audio Scene Analysis in Sensor Networks". In Proc. IRADSN2009, May 2009, Hangzhou, China, pp.170--177.
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