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conference paper

Exploiting Contextual Information for Speech/Non-Speech Detection

Parthasarathi, Sree Hari Krishnan  
•
Motlicek, Petr
•
Hermansky, Hynek  
2008
Text, Speech and Dialogue. TSD 2008
Text, Speech and Dialogue

In this paper, we investigate the effect of temporal context for speech/non-speech detection (SND). It is shown that even a simple feature such as full-band energy, when employed with a large-enough context, shows promise for further investigation. Experimental evaluations on the test data set, with a state-of-the-art multi-layer perceptron based SND system and a simple energy threshold based SND method, using the F-measure, show an absolute performance gain of 4.4% and 5.4% respectively. The optimal contextual length was found to be 1000 ms. Further numerical optimizations yield an improvement (3.37% absolute), resulting in an absolute gain of 7.77% and 8.77% over the MLP based and energy based methods respectively. ROC based performance evaluation also reveals promising performance for the proposed method, particularly in low SNR conditions.

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Type
conference paper
DOI
10.1007/978-3-540-87391-4_58
Web of Science ID

WOS:000259634700058

Author(s)
Parthasarathi, Sree Hari Krishnan  
Motlicek, Petr
Hermansky, Hynek  
Date Issued

2008

Publisher

Springer-Verlag Berlin, Heidelberg

Published in
Text, Speech and Dialogue. TSD 2008
Series title/Series vol.

Lecture Notes in Computer Science; 5246

Start page

451

End page

459

URL

URL

http://publications.idiap.ch/downloads/papers/2008/Parthasarathi_TSD2008_2008.pdf

Related documents

http://publications.idiap.ch/index.php/publications/showcite/parthasarathi:rr08-22
Written at

EPFL

EPFL units
LIDIAP  
Event nameEvent place
Text, Speech and Dialogue

Brno, Czech Republic

Available on Infoscience
February 11, 2010
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/47048
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