An Empirical Study of Tone Models for Robust Speech Recognition of Isolated Thai Words
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چکیده
Robust speech recognition system is necessary in real environment, whereas tone in Thai speech recognition system is an importance as well. Therefore, we attempt to find tone model for enhancing Thai speech recognition system in noisy environment. In this paper we present an empirical study by configuration fundamental frequency contour, which one of prosodic information for tone language. Fundamental frequency (F0) and its first order time derivatives (dF0) are composed to three tone models: F0, dF0, and F0_dF0. They are appended with non-tonal speech recognition system that used RSF/DRA algorithm to improve noise robust recognition. We evaluated tone models using seven words in five different tones with three types of noise from NOISEX-92; babble, car, and white noises, resulting in a corpus of 6,370 utterances. Experimental results show that the F0_dF0 model gives significantly improve phonetic, tonal, and word recognition.
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تاریخ انتشار 2007