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Publication

Type of publication:Techreport
Entered by:ADM
Title Exploiting temporal context for speech/non-speech detection
Bibtex cite IDparthasarathi:rr08-21
Year published 2008
Month September
Number Idiap-RR-21-2008
Institution IDIAP
Keywords IM2.AP,Report_VII
Abstract
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, when used with a context of 1000 ms. ROC based performance evaluation also reveals promising performance for the proposed method, particularly in low SNR conditions.
Authors
Parthasarathi, S. H. K.
Motlicek, P.
Hermansky, H.
Topics
1
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RISRIS
Attachments
pdf (main file)
postscript
 
Total mark: 5

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