A discriminative learning approach to probabilistic acoustic source localization

2014 14th International Workshop on Acoustic Signal Enhancement, IWAENC 2014

Volumn , Issue , 2014, Pages 99-103

  Kayser, Hendrik ^a   Anemuller, Jorn ^a  

^a UNIVERSITY OF OLDENBURG   (Germany)

Author keywords

Direction of arrival estimation; Discriminative classification; machine learning

Indexed keywords

ACOUSTIC GENERATORS; ACOUSTIC PROPERTIES; ACOUSTIC WAVES; ACOUSTICS; ALGORITHMS; ARTIFICIAL INTELLIGENCE; LEARNING SYSTEMS; SPECTRUM ANALYSIS;

ACOUSTIC SOURCE LOCALIZATION; CLASSIFICATION BASED METHODS; CORRELATION PATTERNS; DIRECTION OF ARRIVAL ESTIMATION; DISCRIMINATIVE LEARNING; EXPERIMENTAL EVALUATION; PROBABILISTIC MODELING; SOUND SOURCE LOCALIZATION;

DIRECTION OF ARRIVAL;

EID: 84957691107     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IWAENC.2014.6953346     Document Type: Conference Paper

References (23)

1. T. May, S. van de Par, A. Kohlrausch, "A probabilistic model for robust localization based on a binaural auditory front-end," IEEE Transactions on Audio, Speech, Language Processing, vol. 19, no. 1, pp. 1-13, 2011.
2. J. Woodruff, D. Wang, "Binaural localization of multiple sources in reverberant and noisy environments," IEEE Transactions on Audio, Speech, Language Processing, vol. 20, no. 5, pp. 1913-1928, 2012.
3. J. Benesty, "Adaptive eigenvalue decomposition algorithm for passive acoustic source localization," The Journal of the Acoustical Society of America, vol. 107, pp. 384, 2000.
4. C. Knapp, G. Carter, "The generalized correlation method for estimation of time delay," Acoustics, Speech and Signal Processing, IEEE Transactions on, vol. 24, no. 4, pp. 320-327, 1976.
5. M. Omologo, P. Svaizer, "Acoustic event localization using a cross power-spectrum phase based technique," Proceedings of ICASSP '94. IEEE International Conference on Acoustics, Speech and Signal Processing, vol. ii, no. 2, pp. 2273-2276, 1994.
6. J. Chen, J. Benesty, Y. Huang, "Time delay estimation in room acoustic environments: an overview," EURASIP Journal on Advances in Signal Processing, vol. 2006, no. i, pp. 1-20, 2006.
7. A. Brutti, M. Omologo, P. Svaizer, "Comparison between different sound source localization techniques based on a real data collection," in Hands-Free Speech Communication and Microphone Arrays. HSCMA 2008. IEEE. 2008, pp. 69-72.
8. B. Loesch, B. Yang, "Blind source separation based on time-frequency sparseness in the presence of spatial aliasing", in: Proc. 9th Int. Conf. on Latent Variable Analysis and Signal Separation, pp. 1-8, 2010.
9. R.O. Schmidt, "Multiple emitter location and signal parameter estimation," IEEE Transactions on Antennas and Propagation, vol. 34, no. 3, pp. 276-280, 1986.
10. D. Rabinkin, R. Renomeron, J. French, J. Flanagan, "Estimation of wavefront arrival delay using the cross-power spectrum phase technique," in 132nd Meeting of the Acoustical Society of America. 1996.
11. M.S. Brandstein, "A pitch-based approach to time-delay estimation of reverberant speech," Proceedings of 1997 Workshop on Applications of Signal Processing to Audio and Acoustics, p. 4, 1997.
12. W. Zhang, B.D. Rao, "A two microphone-based approach for source localization of multiple speech sources," IEEE Transactions on Audio, Speech, Language Processing, vol. 18, no. 8, pp. 1913-1928, 2010.
13. A. Deleforge, F. Forbes, R. Horaud, "Variational EM for binaural sound-source separation and localization," IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013.
14. B. Laufer, R. Talmon, S. Gannot, "Relative transfer function modeling for supervised source localization," IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2013.
15. F. Nesta, M. Omologo, "Enhanced multidimensional spatial functions for unambiguous localization of multiple sparse acoustic sources," IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, pp. 213-216, 2012.
16. J.A. Rohwer, C.T. Abdallah, "One-vs-one multiclass least squares support vector machines for direction-of-arrival estimation," Applied Computational Electromagnetics Society, vol. 18, pp. 98-109, 2003.
17. R.-E. Fan, K.-W. Chang, C.-J. Hsieh, X.-R. Wang, C.-J. Lin "LIBLINEAR: A library for large linear classification," Journal of Machine Learning Research, vol. 9, pp. 1871-1874, 2008.
18. M.S. Brandstein, H.F. Silverman, "A robust method for speech signal time-delay estimation in reverberant rooms," 1997 IEEE International Conference on Acoustics, Speech, Signal Processing, pp. 375-378, 1997.
19. C. Blandin, A. Ozerov, E. Vincent, "Multi-source TDOA estimation in reverberant audio using angular spectra and clustering," Signal Processing, vol. 92, no. 8, pp. 1950-1960, 2012.
20. H. Kayser, S.D. Ewert, J. Anemüller, T. Rohdenburg, V. Hohmann, B. Kollmeier, "Database of multichannel inear and behind-the-ear head-related and binaural room impulse responses," EURASIP Journal on Advances in Signal Processing, vol. 2009, pp. 1-11, 2009.
21. J.S. Garofolo, L.F. Lamel, W.M. Fisher, J.G. Fiscus, D.S. Pallett, N.L. Dahlgren, V. Zue, "TIMIT acousticphonetic continuous speech corpus," 1993.
22. W. Dreschler, H. Verschuure, "Artificial noise signals with speechlike spectral and temporal properties for hearing instrument assessment," The Journal of the Acoustical Society of America, vol. 105, p. 1296, 1999.
23. J. Makhoul, F. Kubala, R. Schwartz, R. Weischedel, "Performance measures for information extraction," in Proceedings of DARPA Broadcast News Workshop, pp. 249-252, 1999.