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Publication

Type of publication:Inproceedings
Entered by:ADM
Title Exploiting Contextual Information for Speech/Non-Speech Detection
Bibtex cite IDParthasarathi_TSD2008_2008
Booktitle Text, Speech and Dialogue
Series Series of Lecture Notes In Artificial Intelligence (LNAI)
Year published 2008
Volume 5246
Pages 451-459
Publisher Springer-Verlag Berlin, Heidelberg
Location Brno, Czech Republic
Keywords IM2.AP,Report_VIII
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. 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.
Authors
Parthasarathi, S. H. K.
Motlicek, P.
Hermansky, H.
Topics
1
BibTeXBibTeX
RISRIS
Crossrefparthasarathi:rr08-22
Attachments
pdf (main file)
 
Total mark: 5

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