DocumentCode
1409324
Title
Performance of an Event-Based Instantaneous Fundamental Frequency Estimator for Distant Speech Signals
Author
Seshadri, Guruprasad ; Yegnanarayana, B.
Author_Institution
Dept. of Comput. Sci. & Eng., Indian Inst. of Technol. Madras, Chennai, India
Volume
19
Issue
7
fYear
2011
Firstpage
1853
Lastpage
1864
Abstract
This paper proposes a method for extracting the fundamental frequency of voiced speech from distant speech signals. The method is based on the impulse-like nature of excitation in voiced speech. The characteristics of impulse-like excitation are extracted by filtering the speech signal through a cascade of resonators located at zero frequency. The resulting filtered signal preserves information specific to the fundamental frequency, in the sequence of positive-to-negative zero crossings. Also, the filtered signal is free from the effects of resonances of the vocal tract. An estimate of the fundamental frequency is derived from the short-time spectrum of the filtered signal. This estimate is used to remove spurious zero crossings in the filtered signal. The proposed method depends only on the strengths of impulse-like excitations in the direct component of distant speech signals, and not on the similarity of speech signal in successive glottal cycles. Hence, the method is robust to the effects of reverberation and noise. Performance of the method is evaluated using a database of close-speaking and distant speech signals. Experiments show that the accuracy of the proposed method is significantly higher than that of existing methods based on time-domain and frequency-domain processing.
Keywords
frequency estimation; speech processing; close-speaking; distant speech signal filtering; event-based instantaneous fundamental frequency estimator; frequency-domain processing; impulse-like excitation; positive-to-negative zero crossing; successive glottal cycle; time-domain processing; vocal tract resonance; voiced speech; Microphones; Noise; Resonant frequency; Reverberation; Speech; Speech processing; Speech recognition; Distant speech; fundamental frequency; impulse-like excitation; pitch; zero-frequency filtering;
fLanguage
English
Journal_Title
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher
ieee
ISSN
1558-7916
Type
jour
DOI
10.1109/TASL.2010.2101595
Filename
5672774
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