Semi-automatic calibration for dereverberation by spectral subtraction for continuous speech recognition

Conference contribution
(Conference Contribution)


Publication Details

Author(s): Riedhammer K, Bocklet T, Orozco-Arroyave JR, Nöth E
Publisher: Institute of Electrical and Electronics Engineers Inc.
Publication year: 2014
ISBN: 9783800736409


Abstract


In this article, we describe a semi-automatic calibration algorithm for dereverberation by spectral subtraction. We verify the method by a comparison to a manual calibration derived from measured room impulse responses (RIR). We conduct extensive experiments to understand the effect of all involved parameters and to verify values suggested in the literature. The experiments are performed on a text read by 31 speakers and recorded by a headset and three far-field microphones. Results are measured in terms of automatic speech recognition (ASR) performance using a 1-gram model to emphasize acoustic recognition performance. To accommodate for the acoustic change by dereverberation we apply supervised MAP adaptation to the hidden Markov model output probabilities. The combination of dereverberation and adaptation yields a relative improvement of about 35% in terms of word error rate (WER) compared to the original signal.



FAU Authors / FAU Editors

Bocklet, Tobias
Professur für Informatik (Mustererkennung)
Nöth, Elmar Prof. Dr.-Ing.
Professur für Informatik (Mustererkennung)
Riedhammer, Korbinian Dr.-Ing.
Lehrstuhl für Informatik 5 (Mustererkennung)


How to cite

APA:
Riedhammer, K., Bocklet, T., Orozco-Arroyave, J.R., & Nöth, E. (2014). Semi-automatic calibration for dereverberation by spectral subtraction for continuous speech recognition. Institute of Electrical and Electronics Engineers Inc..

MLA:
Riedhammer, Korbinian, et al. "Semi-automatic calibration for dereverberation by spectral subtraction for continuous speech recognition." Proceedings of the 11th ITG Symposium on Speech Communication Institute of Electrical and Electronics Engineers Inc., 2014.

BibTeX: 

Last updated on 2018-19-04 at 03:20