A Bag-of-Features approach to acoustic event detection

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2014, Pages 3704-3708

  Plinge, Axel ^a   Grzeszick, Rene ^a   Fink, Gernot A ^a  

^a TU DORTMUND UNIVERSITY   (Germany)

Author keywords

Bag of Features; Event detection; sound classification

Indexed keywords

ACOUSTICS;

ACOUSTIC EVENT DETECTIONS; BAG-OF-FEATURES; CEPSTRAL COEFFICIENTS; EVENT DETECTION; INDOOR ENVIRONMENT; PSYCHOACOUSTIC MODEL; SMART ENVIRONMENT; SOUND CLASSIFICATION;

SIGNAL PROCESSING;

EID: 84905251797     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2014.6854293     Document Type: Conference Paper

References (20)

1. Iain McCowan, Daniel Gatica-Perez, Samy Bengio, Guillaume Lathoud, Mark Barnard, and Dong Zhang, "Automatic analysis of multimodal group actions in meetings.," IEEE transactions on pattern analysis and machine intelligence, vol. 27, no. 3, pp. 305-17, Mar. 2005.
2. Axel Plinge, Daniel Hauschildt, Marius H Hennecke, and Gernot A Fink, "Multiple Speaker Tracking using a Microphone Array by Combining Auditory Processing and a Gaussian Mixture Cardinalized Probability Hypothesis Density Filter," in IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, Prague, Czech Republic, 2011, pp. 2476-2479.
3. Andrey Temko, Robert Malkin, Christian Zieger, Dúsan Macho, Climent Nadeu, and Maurizio Omologo, "CLEAR Evaluation of Acoustic Event Detection and Classification Systems," in Multimodal Technologies for Perception of Humans, Rainer Stiefelhagen and John Garofolo, Eds., vol. 4122 of Lecture Notes in Computer Science, pp. 311-322. Springer Berlin Heidelberg, 2007.
4. Annamaria Mesaros, Toni Heittola, Antti Eronen, and Tuomas Virtanen, "Acoustic Event Detection in Reallife Recordings," in European Signal Processing Conference, Aalborg, Denmark, 2010, pp. 1267-1271.
5. Dimitrios Giannoulis, Dan Stowell, Emmanouil Benetos, Mathias Rossignol, and Mathieu Lagrange, "A Database and Challenge for Acoustic Scene Classification and Event Detection," in European Signal Processing Conference, Marrakech, Morocco, 2013.
6. Hao Tang, Stephen M Chu, Mark Hasegawa-Johnson, and Thomas S Huang, "Partially supervised speaker clustering," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 34, no. 5, pp. 959-971, 2012.
7. Jean-Julien Aucouturier, Boris Defreville, and Francois Pachet, "The bag-of-frames approach to audio pattern recognition: A sufficient model for urban soundscapes but not for polyphonic music," The Journal of the Acoustical Society of America, vol. 122, no. 2, pp. 881-891, 2007.
8. Richard F. Lyon, "Machine Hearing-An Emerging Field," IEEE Signal Processing Magazine, Sept. 2010.
9. Ricardo Baeza-Yates and Berthier Ribeiro-Neto, Modern Information Retrieval, ACM Press, 1999.
10. Leonard Rothacker, Marcal Rusinol, and Gernot A. Fink, "Bag-of-Features HMMs for Segmentation-Free Word Spotting in Handwritten Documents," in Proc. Int. Conf. on Document Analysis and Recognition,Washington DC, USA, 2013.
11. Ken Chatfield, Victor Lempitsky, Andrea Vedaldi, and Andrew Zisserman, "The devil is in the details: An evaluation of recent feature encoding methods," in British Machine Vision Conference, 2011.
12. René Grzeszick, Leonard Rothacker, and Gernot A. Fink, "Bag-of-features representations using spatial visual vocabularies for object classification," in IEEE Intl. Conf. on Image Processing, Melbourne, Australia, 2013.
13. Stephanie Pancoast and Murat Akbacak, "Bag-of-Audio-Words Approach for Multimedia Event Classification," in Interspeech, Portland, OR, USA, 2012.
14. DeLiangWang and Guy J. Brown, Eds., Computational Auditory Scene Analysis: Principles, Algorithms, and Applications, IEEE Press, 2006.
15. Yang Shao, Soundararajan Srinivasan, and DeLiang Wang, "Incorporating auditory feature uncertainties in robust speaker identification," in IEEE International Conference on Acoustics, Speech, and Signal Processing, 2007, pp. 277-280.
16. Masashi Unoki and Masato Akagi, "A Method of Signal Extraction from Noisy Signal based on Auditory Scene Analysis," Speech Communication, vol. 27, no. 3, pp. 261-279, 1999.
17. Stephen O'Hara and Bruce A Draper, "Introduction to the bag of features paradigm for image classification and retrieval," arXiv preprint arXiv:1101.3354, 2011.
18. Svetlana Lazebnik and Maxim Raginsky, "Supervised learning of quantizer codebooks by information loss minimization," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 31, no. 7, pp. 1294-1309, 2009.
19. Svetlana Lazebnik, Cordelia Schmid, and Jean Ponce, "Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories," in Computer Vision and Pattern Recognition, 2006 IEEE Computer Society Conference on. IEEE, 2006, vol. 2, pp. 2169-2178.
20. Daniel D. Lee and H. Sebastian Seung, "Learning the Parts of Objects by Non-negative Matrix Factorization.," Nature, vol. 401, no. 6755, pp. 788-91, Oct. 1999.