DocumentCode
1515764
Title
Bandwidth Extension of Telephone Speech to Low Frequencies Using Sinusoidal Synthesis and a Gaussian Mixture Model
Author
Pulakka, Hannu ; Remes, Ulpu ; Yrttiaho, Santeri ; Palomäki, Kalle ; Kurimo, Mikko ; Alku, Paavo
Author_Institution
Dept. of Signal Process. & Acoust., Aalto Univ., Espoo, Finland
Volume
20
Issue
8
fYear
2012
Firstpage
2219
Lastpage
2231
Abstract
The quality of narrowband telephone speech is degraded by the limited audio bandwidth. This paper describes a method that extends the bandwidth of telephone speech to the frequency range 0-300 Hz. The method generates the lowest harmonics of voiced speech using sinusoidal synthesis. The energy in the extension band is estimated from spectral features using a Gaussian mixture model. The amplitudes and phases of the synthesized sinusoidal components are adjusted based on the amplitudes and phases of the narrowband input speech, which provides adaptivity to varying input bandwidth characteristics. The proposed method was evaluated with listening tests in combination with another bandwidth extension method for the frequency range 4-8 kHz. While the low-frequency bandwidth extension was not found to improve perceived quality, the method reduced dissimilarity with wideband speech.
Keywords
harmonics; speech processing; telephone sets; Gaussian mixture model; bandwidth extension; frequency 4 kHz to 8 kHz; harmonics; limited audio bandwidth; low frequencies; narrowband input speech; narrowband telephone speech; sinusoidal synthesis; voiced speech; wideband speech; Educational institutions; Harmonic analysis; Narrowband; Speech; Speech processing; Wideband; Bandwidth extension; Gaussian mixture model (GMM); listening test; speech enhancement; speech processing;
fLanguage
English
Journal_Title
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher
ieee
ISSN
1558-7916
Type
jour
DOI
10.1109/TASL.2012.2199110
Filename
6198871
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