DocumentCode :
2704933
Title :
AM-FM Demodulation of Spectrograms using Localized 2D Max-Gabor Analysis
Author :
Ezzat, T. ; Bouvrie, J. ; Poggio, Tomaso
Author_Institution :
Center for Biol. & Comput. Learning, Massachusetts Inst. of Technol., Cambridge, MA, USA
Volume :
4
fYear :
2007
fDate :
15-20 April 2007
Abstract :
We present a method that de-modulates a narrowband magnitude spectrogram S(f, t) into a frequency modulation term cos(Φ)(f,t)) which represents the underlying harmonic carrier, and an amplitude modulation term A(f,t) which represents the spectral envelope. Our method operates by performing a two-dimensional local patch analysis of the spectrogram, in which each patch is factored into a local carrier term and a local amplitude envelope term using a Max-Gabor analysis. We demonstrate the technique over a wide variety of speakers, and show how the spectrograms in each case may be adequately reconstructed as S(f, t) = A(f, t)cos(Φ(f, t)).
Keywords :
amplitude modulation; demodulation; frequency modulation; harmonic analysis; speech processing; amplitude modulation; frequency modulation; harmonic carrier; localized 2D Max-Gabor analysis; narrowband magnitude spectrogram; spectral envelope; spectrograms AM-FM demodulation; two-dimensional local patch analysis; Algorithm design and analysis; Amplitude modulation; Demodulation; Frequency modulation; Harmonic analysis; Narrowband; Performance analysis; Spectral analysis; Spectrogram; Speech analysis; modulation; spectral analysis; speech analysis; time-frequency analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
ISSN :
1520-6149
Print_ISBN :
1-4244-0727-3
Type :
conf
DOI :
10.1109/ICASSP.2007.367256
Filename :
4218287
Link To Document :
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