A Study of Noise PSD Estimators for Single Channel Speech Enhancement

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

3 Citationer (Scopus)

Resumé

The estimation of the noise power spectral density (PSD) forms
a critical component of several existing single channel speech enhancement
systems. In this paper, we evaluate one new and some of
the existing and commonly used noise PSD estimation algorithms in
terms of the spectral estimation accuracy and the enhancement performance
for different commonly encountered background noises,
which are stationary and non-stationary in nature. The evaluated algorithms
include the Minimum Statistics, MMSE, IMCRA methods
and a new model-based method.
OriginalsprogEngelsk
Titel2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
ForlagIEEE
Publikationsdato2018
Sider5464-5468
ISBN (Trykt)978-1-5386-4657-1
ISBN (Elektronisk)978-1-5386-4658-8, 978-1-5386-4659-5
DOI
StatusUdgivet - 2018
Begivenhed2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Calgary, Canada
Varighed: 15 apr. 201820 apr. 2018
https://2018.ieeeicassp.org/

Konference

Konference2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
LandCanada
ByCalgary
Periode15/04/201820/04/2018
Internetadresse
NavnI E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings
ISSN1520-6149

Fingerprint

Speech enhancement
Power spectral density
Statistics

Citer dette

Kavalekalam, M. S., Nielsen, J. K., Christensen, M. G., & Boldt, J. B. (2018). A Study of Noise PSD Estimators for Single Channel Speech Enhancement. I 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (s. 5464-5468). IEEE. I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings https://doi.org/10.1109/ICASSP.2018.8461703
Kavalekalam, Mathew Shaji ; Nielsen, Jesper Kjær ; Christensen, Mads Græsbøll ; Boldt, Jesper Bünsow. / A Study of Noise PSD Estimators for Single Channel Speech Enhancement. 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2018. s. 5464-5468 (I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings).
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title = "A Study of Noise PSD Estimators for Single Channel Speech Enhancement",
abstract = "The estimation of the noise power spectral density (PSD) formsa critical component of several existing single channel speech enhancementsystems. In this paper, we evaluate one new and some ofthe existing and commonly used noise PSD estimation algorithms interms of the spectral estimation accuracy and the enhancement performancefor different commonly encountered background noises,which are stationary and non-stationary in nature. The evaluated algorithmsinclude the Minimum Statistics, MMSE, IMCRA methodsand a new model-based method.",
keywords = "speech enhancement, noise PSD estimation, autoregressive models",
author = "Kavalekalam, {Mathew Shaji} and Nielsen, {Jesper Kj{\ae}r} and Christensen, {Mads Gr{\ae}sb{\o}ll} and Boldt, {Jesper B{\"u}nsow}",
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Kavalekalam, MS, Nielsen, JK, Christensen, MG & Boldt, JB 2018, A Study of Noise PSD Estimators for Single Channel Speech Enhancement. i 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings, s. 5464-5468, Calgary, Canada, 15/04/2018. https://doi.org/10.1109/ICASSP.2018.8461703

A Study of Noise PSD Estimators for Single Channel Speech Enhancement. / Kavalekalam, Mathew Shaji; Nielsen, Jesper Kjær; Christensen, Mads Græsbøll; Boldt, Jesper Bünsow.

2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2018. s. 5464-5468 (I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings).

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

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Kavalekalam MS, Nielsen JK, Christensen MG, Boldt JB. A Study of Noise PSD Estimators for Single Channel Speech Enhancement. I 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE. 2018. s. 5464-5468. (I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings). https://doi.org/10.1109/ICASSP.2018.8461703