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