Coherent-to-Diffuse Power Ratio Estimation for Dereverberation

Journal article
(Original article)


Publication Details

Author(s): Schwarz A, Kellermann W
Journal: IEEE Transactions on Audio Speech and Language Processing
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Publication year: 2015
Volume: 23
Journal issue: 6
Pages range: 1006-1018
ISSN: 1558-7916


Abstract


The estimation of the time- and frequency-dependent coherent-to-diffuse power ratio (CDR) from the measured spatial coherence between two omnidirectional microphones is investigated. Known CDR estimators are formulated in a common framework, illustrated using a geometric interpretation in the complex plane, and investigated with respect to bias and robustness towards model errors. Several novel unbiased CDR estimators are proposed, and it is shown that knowledge of either the direction of arrival (DOA) of the target source or the coherence of the noise field is sufficient for unbiased CDR estimation. The validity of the model for the application of CDR estimates to dereverberation is investigated using measured and simulated impulse responses. A CDR-based dereverberation system is presented and evaluated using signal-based quality measures as well as automatic speech recognition accuracy. The results show that the proposed unbiased estimators have a practical advantage over existing estimators, and that the proposed DOA-independent estimator can be used for effective blind dereverberation.



FAU Authors / FAU Editors

Kellermann, Walter Prof. Dr.-Ing.
Professur für Nachrichtentechnik
Schwarz, Andreas
Professur für Nachrichtentechnik


How to cite

APA:
Schwarz, A., & Kellermann, W. (2015). Coherent-to-Diffuse Power Ratio Estimation for Dereverberation. IEEE Transactions on Audio Speech and Language Processing, 23(6), 1006-1018. https://dx.doi.org/10.1109/TASLP.2015.2418571

MLA:
Schwarz, Andreas, and Walter Kellermann. "Coherent-to-Diffuse Power Ratio Estimation for Dereverberation." IEEE Transactions on Audio Speech and Language Processing 23.6 (2015): 1006-1018.

BibTeX: 

Last updated on 2018-19-04 at 03:34