A multi-class audio classification method with respect to violent content in movies using Bayesian Networks

2007 IEEE 9Th International Workshop on Multimedia Signal Processing, MMSP 2007 - Proceedings

Volumn , Issue , 2007, Pages 90-93

  Giannakopoulos, Theodoras ^b   Pikrakis, Aggelos ^a,b   Theodoridis, Sergios ^a,b  

^a IEEE

^b UNIVERSITY OF ATHENS   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

AUDIO ACOUSTICS; DISTRIBUTED PARAMETER NETWORKS; INFERENCE ENGINES; INTELLIGENT NETWORKS; MOTION PICTURES; SIGNAL PROCESSING; SPEECH ANALYSIS; TECHNICAL PRESENTATIONS;

AUDIO CLASSIFICATIONS; AUDIO CONTENTS; AUDIO FEATURES; AUDIO SEGMENTS; BINARY CLASSIFIERS; CLASSIFICATION ALGORITHMS; CLASSIFICATION SCHEMES; LARGE DATA SETS; OVERALL SYSTEMS; PROTECTING SENSITIVES; SOCIAL GROUPS;

BAYESIAN NETWORKS;

EID: 48149104962     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MMSP.2007.4412825     Document Type: Conference Paper

References (10)

1. A.J. Reiss, J.A. Roth, eds. (1993). Understanding and Preventing Violence. Washington, DC: National Academy Press.
2. Vasconcelos, N.; Lippman, A., Towards semantically meaningful feature spaces for the characterization of video content, in Proc. International Conference on Image Processing, 1997, Pages: 25-28 Vol.1
3. A. Datta, M. Shah, N. V. Lobo, "Person-on-Person Violence Detection in Video Data", in IEEE International Conference on Pattern Recognition, Canada, 2002.
4. J. Nam, A.H. Tewfik, "Event-driven video abstraction and visualisation", Multimedia Tools and Applications, 16(1-2), 55-77, 2002
5. Giannakopoulos T., Kosmopoulos D., Aristidou A., Theodoridis S., "Violence Content Classification using Audio Features", Hellenic Artificial Intelligence Conference SETN-06, LNAI 3955, 502-507, Heraklion, Greece, 2006
6. S. Theodoridis and K. Koutroumbas, Pattern Recognition, 3d edition. Academic Press, 2005.
7. Mark A. Bartsch and Gregory H. Wakefield, "Audio Thumbnailing of Popular Music Using Chroma-Based Representations", in IEEE Trans Multimedia, Vol. 7, No. 1, Feb 05
8. Ryan Rifkin, Aldebaro Klautau "In Defense of One-Vs-All Classifcation", in The Journal of Machine Learning Research, Volume 5, Pages: 101-141, December 2004
9. A. Garg, V. Pavlovic and T.S. Huang, "Bayesian Networks as Ensemble of Classifiers", Proceedings of the IEEE International Conference on Pattern Recognition, pp. 779-784, Quebec City, Canada, August 2002.
10. D. Heckerman, "A Tutorial on Learning With Bayesian Networks", Microsoft Research, MSR-TR-95-06, Mar. 1995