Title :
Reverberant speech recognition: A phoneme analysis
Author :
Parada, Pablo Peso ; Sharma, Dushyant ; Naylor, Patrick A. ; van Waterschoot, Toon
Author_Institution :
Nuance Commun. Inc., Marlow, UK
Abstract :
We present a phoneme confusion analysis that models the impact of reverberation on automatic speech recognition performance by formulating the problem in a Bayesian framework. Our analysis under reverberant conditions shows the relative robustness to reverberation of each phoneme and also indicates that substitutions and deletions correspond to the most common errors in a phoneme recognition task. Finally, a model is proposed to estimate the confusability of each phoneme depending on the reverberation level which is evaluated using two independent data sets.
Keywords :
Bayes methods; reverberation; speech recognition; Bayesian framework; automatic speech recognition performance; confusability estimation; independent data sets; phoneme confusion analysis; phoneme recognition task; reverberant speech recognition; reverberation; Conferences; Databases; Reverberation; Speech; Speech processing; Speech recognition; confusability factor; phone recognition; reverberation;
Conference_Titel :
Signal and Information Processing (GlobalSIP), 2014 IEEE Global Conference on
Conference_Location :
Atlanta, GA
DOI :
10.1109/GlobalSIP.2014.7032181