DocumentCode :
390489
Title :
Quality enhancement of CELP coded speech by using a voicing Gaussian mixture model
Author :
Raza, Dar Ghulam ; Chan, Cheung-Fat
Author_Institution :
Dept. of Comput. Eng. & IT, City Univ. of Hong Kong, Kowloon, China
Volume :
1
fYear :
2002
fDate :
26-30 Aug. 2002
Firstpage :
452
Abstract :
This paper presents a procedure to improve the quality of narrowband (0-4 kHz) CELP coded speech. The procedure is based on refining the pitch periodicity and reasserting the high frequency components (4-8 kHz) in the narrowband CELP decoded speech. The narrowband CELP decoded speech is first analyzed with a harmonic+noise analyzer and lowband information is extracted. By exploiting the lowband spectrum envelope V/UV information, the highband (4-8 kHz) spectrum envelope is recovered statistically by using a voiced/unvoiced Gaussian mixture model with interpolation. Lowband information along with the estimated highband information is then fed to the harmonic+noise synthesizer to re-synthesize wideband speech. Objective and subjective tests are performed to evaluate the quality of the re-synthesised wideband (0-8 kHz) speech. The results of experiments show that the re-synthesised wideband speech is pleasant to listen to with crispy characteristics and preferred over CELP coded speech.
Keywords :
Gaussian processes; harmonic analysis; linear predictive coding; spectral analysis; speech coding; speech enhancement; speech synthesis; 0 to 8 kHz; CELP coded speech; Gaussian mixture model; V/UV information; harmonic analysis; harmonic+noise synthesizer; high frequency components; highband spectrum envelope; interpolation; lowband spectrum envelope; narrowband speech; objective tests; pitch periodicity; speech quality enhancement; subjective tests; voiced/unvoiced Gaussian mixture model; wideband speech re-synthesis; Data mining; Decoding; Frequency; Harmonic analysis; Information analysis; Interpolation; Narrowband; Speech analysis; Speech enhancement; Wideband;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing, 2002 6th International Conference on
Print_ISBN :
0-7803-7488-6
Type :
conf
DOI :
10.1109/ICOSP.2002.1181089
Filename :
1181089
Link To Document :
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