DocumentCode
3424895
Title
Comparative evaluations of robust and accurate F0 estimates in reverberant environments
Author
Unoki, Masashi ; Hosorogiya, Toshihiro ; Ishimoto, Yuichi
Author_Institution
Sch. of Inf. Sci., Japan Adv. Inst. of Sci. & Technol., Ishikawa
fYear
2008
fDate
March 31 2008-April 4 2008
Firstpage
4569
Lastpage
4572
Abstract
This paper reports comparative evaluations of the method we previously proposed of estimating fundamental frequency (F0) based on complex cepstrum analysis with nine typical methods over huge speech-sound datasets in both artificial and realistic reverberant environments (in room acoustics). They involve several classic algorithms (Cepstrum, AMDF, TPC, and modified autocorrelation) and a few modern algorithms (TEMPO, YIN, and PHIA). The comparative results revealed that the percentage correct rates of the estimated FOs using them were drastically reduced as the reverberation time increased while Fo estimated with the proposed method was completely robust and accurate. They also demonstrated that homomorphic analysis and the concept of a source-filter model were relatively effective for estimating Fo. The results also demonstrated that it was much better than the previously reported methods in terms of robustness and providing accurate F0 estimates in both artificial and realistic reverberant environments.
Keywords
cepstral analysis; frequency estimation; reverberation; speech processing; F0 estimation; cepstrum analysis; fundamental frequency estimation; homomorphic analysis; reverberant environments; reverberant speech; reverberation time; source-filter model; speech-sound datasets; Acoustic noise; Cepstral analysis; Cepstrum; Frequency estimation; Noise robustness; Power harmonic filters; Reverberation; Speech analysis; Speech enhancement; Working environment noise; F0 estimation; MTF concept; complex cepstrum analysis; reverberant speech; source-filter model;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location
Las Vegas, NV
ISSN
1520-6149
Print_ISBN
978-1-4244-1483-3
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2008.4518673
Filename
4518673
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