DocumentCode
3430169
Title
The effect of phase information in speech enhancement and speech recognition
Author
Langarani, Mahsa Sadat Elyasi ; Veisi, Hadi ; Sameti, Hossein
Author_Institution
Dept. of Comput. Eng., Sharif Univ. of Technol., Tehran, Iran
fYear
2012
fDate
2-5 July 2012
Firstpage
1446
Lastpage
1447
Abstract
The majority of speech enhancement methods perform noise removal in spectral domain and construct the enhanced speech signal from the estimated magnitude of clean speech and the phase of the noisy speech. In this paper, we show that by incorporating the phase information in the enhancement process, the quality and intelligibility of speech signal are improved. In our investigations, the minimum mean-square error short-time spectral amplitude and MMSE log-spectral amplitude methods are used to estimate the magnitude spectrum of speech signal. By conducting six classes of experiments, it is shown that by taking the phase information into account, overall SNR and PESQ measures are improved. In other experiments, the results of speech enhancement system are fed into a speech recognition system and it is shown that by incorporating accurate phase information, the intelligibility of the speech signal is improved.
Keywords
least mean squares methods; spectral analysis; speech enhancement; speech intelligibility; speech recognition; MMSE log-spectral amplitude method; PESQ measures; SNR measures; clean speech; magnitude spectrum estimation; minimum mean-square error short-time spectral amplitude; noise removal; noisy speech; phase information; spectral domain; speech recognition system; speech signal enhancement; speech signal intelligibility; speech signal quality; Noise measurement; Signal to noise ratio; Speech; Speech enhancement; Speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location
Montreal, QC
Print_ISBN
978-1-4673-0381-1
Electronic_ISBN
978-1-4673-0380-4
Type
conf
DOI
10.1109/ISSPA.2012.6310533
Filename
6310533
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