DocumentCode :
2816074
Title :
The modulation spectrogram: in pursuit of an invariant representation of speech
Author :
Greenberg, Steven ; Kingsbury, Brian E D
Author_Institution :
Int. Comput. Sci. Inst., Berkeley, CA, USA
Volume :
3
fYear :
1997
fDate :
21-24 Apr 1997
Firstpage :
1647
Abstract :
Understanding the human ability to reliably process and decode speech across a wide range of acoustic conditions and speaker characteristics is a fundamental challenge for current theories of speech perception. Conventional speech representations such as the sound spectrogram emphasize many spectro-temporal details that are not directly germane to the linguistic information encoded in the speech signal and which consequently do not display the perceptual stability characteristic of human listeners. We propose a new representational format, the modulation spectrogram, that discards much of the spectro-temporal detail in the speech signal and instead focuses on the underlying, stable structure incorporated in the low-frequency portion of the modulation spectrum distributed across critical-band-like channels. We describe the representation and illustrate its stability with color-mapped displays and with results from automatic speech recognition experiments
Keywords :
modulation; signal representation; spectral analysis; speech processing; stability; acoustic conditions; automatic speech recognition experiments; color-mapped displays; critical band like channels; human listeners; invariant speech representation; linguistic information; modulation spectrogram; perceptual stability characteristic; sound spectrogram; speaker characteristics; speech decoding; speech perception; speech representation format; speech signal; speech understanding; Automatic speech recognition; Decoding; Finite impulse response filter; Frequency; Humans; Loudspeakers; Low pass filters; Spectrogram; Speech coding; Stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
ISSN :
1520-6149
Print_ISBN :
0-8186-7919-0
Type :
conf
DOI :
10.1109/ICASSP.1997.598826
Filename :
598826
Link To Document :
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