Learning spectral mapping for speech dereverberation

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

Volumn , Issue , 2014, Pages 4628-4632

  Han, Kun ^a   Wang, Yuxuan ^a   Wang, Deliang ^a  

^a The Ohio State University   (United States)

Author keywords

Deep Neural Networks; Spectral Mapping; Speech Dereverberation

Indexed keywords

AUDITION; PHOTOMAPPING; REVERBERATION; SIGNAL PROCESSING; SPEECH RECOGNITION;

AUTOMATIC SPEECH RECOGNITION; DEEP NEURAL NETWORKS; HEARING-IMPAIRED LISTENERS; PERFORMANCE DEGRADATION; SPEAKER IDENTIFICATION SYSTEMS; SPECTRAL MAPPINGS; SPECTRAL REPRESENTATIONS; SPEECH DEREVERBERATION;

SPEECH INTELLIGIBILITY;

EID: 84905268759     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2014.6854479     Document Type: Conference Paper

References (21)

1. C. Avendano and H. Hermansky, "Study on the dereverberation of speech based on temporal envelope filtering, " in Proc. of ICSLP 1996, vol. 2. IEEE, 1996, pp. 889-892.
2. E. Habets, Room Impulse Response Generator, 2010, http://home.tiscali.nl/ehabets/rir generator.html.
3. O. Hazrati, J. Lee, and P. C. Loizou, "Blind binarymasking for reverberation suppression in cochlear implants, " J. Acoust. Soc. Am., vol. 133, pp. 1607-1614, 2013.
4. G. E. Hinton, S. Osindero, and Y.-W. Teh, "A fast learning algorithm for deep belief nets, " Neural Computation, vol. 18, no. 7, pp. 1527-1554, 2006.
5. B. Kingsbury and N. Morgan, "Recognizing reverberant speech with RASTA-PLP, " in Proc. of IEEE ICASSP 1997, vol. 2. IEEE, 1997, pp. 1259-1262.
6. K. Kokkinakis, O. Hazrati, and P. C. Loizou, "A channel-selection criterion for suppressing reverberation in cochlear implants, " J. Acoust. Soc. Am., vol. 129, pp. 3221-3232, 2011.
7. H. Lee, C. Ekanadham, and A. Ng, "Sparse deep belief net model for visual area v2, " in Proc. of NIPS, 2007, pp. 873-880.
8. J. Ma, Y. Hu, and P. C. Loizou, "Objective measures for predicting speech intelligibility in noisy conditions based on new band-importance functions, " J. Acoust. Soc. Am., vol. 125, no. 5, pp. 3387-3405, 2009.
9. M. Miyoshi and Y. Kaneda, "Inverse filtering of room acoustics, " IEEE Trans. Audio, Speech, and Lang. Process., vol. 36, no. 2, pp. 145-152, 1988.
10. P. Naylor and N. Gaubitch, Eds., Speech dereverberation. Springer, 2010.
11. S. T. Neely and J. B. Allen, "Invertibility of a room impulse response, " J. Acoust. Soc. Am., vol. 66, p. 165, 1979.
12. N. Roman and J. Woodruff, "Intelligibility of reverberant noisy speech with ideal binary masking, " J. Acoust. Soc. Am., vol. 130, p. 2153, 2011.
13. -, "Speech intelligibility in reverberation with ideal binary masking: Effects of early reflections and signalto-noise ratio threshold, " J. Acoust. Soc. Am., vol. 133, no. 3, pp. 1707-1717, 2013.
14. E. H. Rothauser, W. D. Chapman, N. Guttman, K. S. Nordby, H. R. Silbiger, G. E. Urbanek, and M. Weinstock, "IEEE recommended practice for speech quality measurements, " IEEE Trans. Audio Electroacoustics, vol. 17, pp. 227-246, 1969.
15. S. O. Sadjadi and J. H. L. Hansen, "Hilbert envelope based features for robust speaker identification under reverberant mismatched conditions, " in Proc. of ICASSP 2011. IEEE, 2011, pp. 5448-5451.
16. P. Vincent, H. Larochelle, I. Lajoie, Y. Bengio, and P. A. Manzagol, "Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion, " J. Machine Learning Res., vol. 11, pp. 3371-3408, 2010.
17. D. L. Wang and G. J. Brown, Eds., Computational auditory scene analysis: Principles, algorithms and applications. Hoboken, NJ, USA: JohnWiley &Sons, Inc., 2006.
18. Y.Wang and D. L.Wang, "Feature denoising for speech separation in unknown noisy environments, " in Proc. of IEEE ICASSP 2013. IEEE, 2013, pp. 7472-7476.
19. M. Wu and D. L. Wang, "A one-microphone algorithm for reverberant speech enhancement, " in Proc. of IEEE ICASSP 2003. IEEE, 2003, pp. 844-847.
20. -, "A two-stage algorithm for one-microphone reverberant speech enhancement, " IEEE Trans. Audio, Speech, and Lang. Process., vol. 14, no. 3, pp. 774-784, 2006.
21. V. Zue, S. Seneff, and J. Glass, "Speech database development at MIT: TIMIT and beyond, " Speech Communication, vol. 9, no. 4, pp. 351-356, 1990