DocumentCode :
353524
Title :
Robust pitch tracking for prosodic modeling in telephone speech
Author :
Wang, Chao ; Seneff, Stephanie
Author_Institution :
Lab. for Comput. Sci., MIT, Cambridge, MA, USA
Volume :
3
fYear :
2000
fDate :
2000
Firstpage :
1343
Abstract :
In this paper, we introduce a pitch detection algorithm that is particularly robust for telephone speech and prosodic modeling. The algorithm uses a logarithmically sampled spectral representation of speech, similar to that in the subharmonic summation approach. Constraints for logF0 and ΔlogF0 are combined in a dynamic programming search to find an optimum pitch track. The search algorithm is able to find a continuous pitch contour regardless of the voicing status, while a separate voicing decision module computes the probability of voicing per frame. We evaluated the algorithm using the Keele pitch extraction reference database under both studio and telephone conditions. Our algorithm is very robust to channel degradation, and compares favorably to XWAVES under telephone conditions. It also significantly outperforms XWAVES when used for tone classification on a telephone quality Mandarin digit corpus
Keywords :
dynamic programming; frequency estimation; search problems; speech processing; telephony; tracking; Keele pitch extraction reference database; channel degradation; continuous pitch contour; dynamic programming search; logarithmically sampled spectral representation; pitch detection algorithm; prosodic modeling; robust pitch tracking; telephone quality Mandarin digit corpus; telephone speech; tone classification; voicing decision module; voicing per frame probability; voicing status; Chaotic communication; Detection algorithms; Frequency; Laboratories; Natural languages; Personal digital assistants; Robustness; Signal processing algorithms; Speech analysis; Telephony;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
ISSN :
1520-6149
Print_ISBN :
0-7803-6293-4
Type :
conf
DOI :
10.1109/ICASSP.2000.861827
Filename :
861827
Link To Document :
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