Publication | Closed Access
Speech enhancement using a pitch predictive model
11
Citations
6
References
2008
Year
MusicEngineeringSpeech EnhancementFine Pitch ModelSpeech RecognitionPhoneticsNoiseRobust Speech RecognitionNew MethodsHealth SciencesSpeech SynthesisSpeech OutputSignal ProcessingSpeech CommunicationSpeech TechnologyPitch Predictive ModelVoiceSpeech ProcessingSpeech Perception
In this paper we present two new methods for speech enhancement based on the previously publised fine pitch model (FPM) for voiced speech. The first method (FPM-NE) uses the FPM to produce a non-stationary noise estimate that can be used in any standard speech enhancement system. In this method, the FPM is used indirectly to perform speech enhancement. The second method we describe (FPM-SE) uses the FPM directly to perform speech enhancement. We present a study of the behavior of the two models on the standard Aurora 2 task, and demonstrate improvements of over 45% average word error rate reduction over the multi-style baseline.
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