MediaEval 2011 affect task: Violent scene detection combining audio and visual features with SVM

CEUR Workshop Proceedings

Volumn 807, Issue , 2011, Pages

  Acar, Esra ^a   Spiegel, Stephan ^a   Albayrak, Sahin ^a  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

Bag of Words; MFCCs; SIFT; SVM; Violence detection

Indexed keywords

BAG OF WORDS; MFCCS; SIFT; SVM; VIOLENCE DETECTIONS;

MOTION PICTURES;

SUPPORT VECTOR MACHINES;

EID: 84877764787     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. C. Cortes and V. Vapnik. Support-vector networks. In Machine Learning, pages 273-297, 1995.
2. C.-H. Demarty, C. Penet, G. Gravier, and M. Soleymani. The MediaEval 2011 Affect Task:Violent Scenes Detection in Hollywood Movies. In MediaEval 2011 Workshop, Pisa, Italy, September 1-2 2011.
3. T. Giannakopoulos, A. Makris, D. Kosmopoulos, S. Perantonis, and S. Theodoridis. Audio-visual fusion for detecting violent scenes in videos. In Artificial Intelligence: Theories, Models and Applications, vol. 6040 of Lecture Notes in Computer Science, pages 91-100, 2010.
4. Y. Gong, W. Wang, S. Jiang, Q. Huang, and G. W. Detecting violent scenes in movies by auditory and visual cues. In Advances in Multimedia Information Processing - PCM 2008, vol. 5353 of Lecture Notes in Computer Science, pages 317-326, 2008.
5. J. Lin and W. Wang. Weakly-Supervised Violence Detection in Movies with Audio and Video Based Co-training. In Advances in Multimedia Information Processing - PCM 2009, vol. 5879 of Lecture Notes in Computer Science, pages 930-935, 2009.
6. B. Logan. Mel frequency cepstral coefficients for music modeling. In Int. Symposium on Music Information Retrieval, 2000.
7. B. Schölkopf, J. C. Platt, J. Shawe-Taylor, A. J. Smola, and R. C. Williamson. Estimating the support of a high-dimensional distribution. Neural Computation, 13(7):1443-1471, 2001.
8. T. Zhang, C. Xu, G. Zhu, S. Liu, and L. H. A Generic Framework for Event Detection in Various Video Domains. In ACM MM, Firenze, Italy, October 25-29 2010.