Consumer-level multimedia event detection through unsupervised audio signal modeling

13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012

Volumn 3, Issue , 2012, Pages 2079-2082

  Byun, Byungki ^a   Kim, Ilseo ^a   Siniscalchi, Sabato Marco ^b   Lee, Chin Hui ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^b KORE UNIVERSITY OF ENNA   (Italy)

Author keywords

Acoustic segment models; Multimedia event detection; Unsupervised audio modeling

Indexed keywords

ACOUSTIC CHARACTERIZATION; ACOUSTIC SEGMENT MODELS; ACOUSTIC SPACES; AUDIO MODELING; CO-OCCURRENCE STATISTICS; EXPERIMENTAL EVIDENCE; MODELING TECHNIQUE; MULTIMEDIA EVENT DETECTIONS;

IMAGE RETRIEVAL; VECTOR SPACES;

AUDIO ACOUSTICS;

EID: 84878582006     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. V. Barbosa, T. Pellegrini, M. Bugalho, and I. Trancoso, "Browsing videos by automatically detected audio events," in EUROCON, 2011, pp. 1 -4.
2. R. Cai, L. Lu, A. Hanjalic, H.-J. Zhang, and L.-H. Cai, "A flexible framework for key audio effects detection and auditory context inference," IEEE Trans. ASLP, vol. 14, no. 3, pp. 1026 - 1039, 2006.
3. P. Atrey, N. Maddage, and M. Kankanhalli, "Audio based event detection for multimedia surveillance," in ICASSP, 2006.
4. K. Lee and D. Ellis, "Audio-based semantic concept classification for consumer video," IEEE Trans. ASLP, vol. 18, no. 6, pp. 1406 -1416, 2010.
5. S. Kim, S. Sundaram, and S. S. Narayanan, "An n-gram model for unstructured audio signals toward information retrieval," in MMSP, 2010.
6. C.-H. Lee, F. K. Soong, and B.-H. Juang, "A segment model based approach to speech recognition," in ICASSP, 1988.
7. J. Reed and C.-H. Lee, "A study on music genre classification based on universal acoustic models," in ISMIR, 2006.
8. Y. Tsao, H. Sun, H. Li, and C.-H. Lee, "An acoustic segment model approach to incorporating temporal information into speaker modeling for text-independent speaker recognition," in ICASSP, 2010.
9. R. Mertens, P.-S. Huang, L. R. Gottlieb, G. Friedland, and A. Divakaran, "On the applicability of speaker diarization to audio concept detection for multimedia retrieval," in ISM, 2011, pp. 446-451.
10. M. J. Swain and D. H. Ballard, "Color indexing," IJCV, vol. 7, no. 1, pp. 11 -32, 1991.
11. "2011 TRECVID Multimedia Event Detection Evaluation Plan Version 3.0." http://www.nist.gov/itl/iad/mig/upload/MED11-EvalPlan-V03-20110801a. pdf.
12. S. Gao, W. Wu, C.-H. Lee, and T.-S. Chua, "A mfom learning approach to robust multiclass multi-label text categorization," in ICML, 2004.
13. A. G. A. Perera, S. Oh, M. Leotta, I. Kim, B. Byun, C.-H. Lee, S. McCloskey, J. Liu, B. Miller, Z. F. Huan, A. Vahdat, W. Yang, G. Mori, K. Tang, D. Koller, L. Fei-Fei, K. Li, G. Chen, J. Corso, Y. Fu, and R. Srihari, "GENIE TRECVID2011 multimedia event detection: Late-fusion approaches to combine multiple audio-visual features," in TRECVID, 2011.