Abstract
This paper investigates the potential performance of generalized
subspace filters for speech enhancement in cocktail party
situations with very poor signal/noise ratio, e.g. down to
-15 dB. Performance metrics output signal/noise ratio, signal/
distortion ratio, speech quality rating and speech intelligibility
rating are mapped as functions of two algorithm parameters,
revealing clear trade-off options between noise, distortion
and subjective performances and a recommended choice
of trade-off. Given sufficiently good noise statistics, SNR
improvements around 20 dB as well as PESQ quality and
STOI intelligibility rating improvements exceeding 1.0 and
0.2 points respectively are found. This shows the potential of
the method.
subspace filters for speech enhancement in cocktail party
situations with very poor signal/noise ratio, e.g. down to
-15 dB. Performance metrics output signal/noise ratio, signal/
distortion ratio, speech quality rating and speech intelligibility
rating are mapped as functions of two algorithm parameters,
revealing clear trade-off options between noise, distortion
and subjective performances and a recommended choice
of trade-off. Given sufficiently good noise statistics, SNR
improvements around 20 dB as well as PESQ quality and
STOI intelligibility rating improvements exceeding 1.0 and
0.2 points respectively are found. This shows the potential of
the method.
Originalsprog | Engelsk |
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Titel | Proceedings IEEE ICASSP 2016 |
Antal sider | 5 |
Forlag | IEEE |
Publikationsdato | 2016 |
DOI | |
Status | Udgivet - 2016 |
Begivenhed | The 41st IEEE International Conference on Acoustics, Speech and Signal Processing - Shanghai, Kina Varighed: 20 mar. 2016 → 25 mar. 2016 http://www.icassp2016.org/ |
Konference
Konference | The 41st IEEE International Conference on Acoustics, Speech and Signal Processing |
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Land/Område | Kina |
By | Shanghai |
Periode | 20/03/2016 → 25/03/2016 |
Internetadresse |
Navn | I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings |
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ISSN | 1520-6149 |