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Contemporary Methods for Speech Parameterization

Af: Todor Ganchev Engelsk Paperback

Contemporary Methods for Speech Parameterization

Af: Todor Ganchev Engelsk Paperback
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Contemporary Methods for Speech Parameterization offers a general view of short-time cepstrum-based speech parameterization and provides a common ground for further in-depth studies on the subject. Specifically, it offers a comprehensive description, comparative analysis, and empirical performance evaluation of eleven contemporary speech parameterization methods, which compute short-time cepstrum-based speech features.

Among these are five discrete wavelet packet transform (DWPT)-based, six discrete Fourier transform (DFT)-based speech features and some of their variants which have been used on the speech recognition, speaker recognition, and other related speech processing tasks. The main similarities and differences in their computation are discussed and empirical results from performance evaluation in common experimental conditions are presented. The recognition accuracy obtained on the monophone recognition, continuous speech recognition and speaker recognition tasks is contrasted against the one obtained for the well-known and widely used Mel Frequency Cepstral Coefficients (MFCC).

It is shown that many of these methods lead to speech features that do offer competitive performance on a certain speech processing setup when compared to the venerable MFCC. The last does not target the promotion of certain speech features but instead aims to enhance the common understanding about the advantages and disadvantages of the various speech parameterization techniques available today and to provide the basis for selection of an appropriate speech parameterization in each particular case.

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Contemporary Methods for Speech Parameterization offers a general view of short-time cepstrum-based speech parameterization and provides a common ground for further in-depth studies on the subject. Specifically, it offers a comprehensive description, comparative analysis, and empirical performance evaluation of eleven contemporary speech parameterization methods, which compute short-time cepstrum-based speech features.

Among these are five discrete wavelet packet transform (DWPT)-based, six discrete Fourier transform (DFT)-based speech features and some of their variants which have been used on the speech recognition, speaker recognition, and other related speech processing tasks. The main similarities and differences in their computation are discussed and empirical results from performance evaluation in common experimental conditions are presented. The recognition accuracy obtained on the monophone recognition, continuous speech recognition and speaker recognition tasks is contrasted against the one obtained for the well-known and widely used Mel Frequency Cepstral Coefficients (MFCC).

It is shown that many of these methods lead to speech features that do offer competitive performance on a certain speech processing setup when compared to the venerable MFCC. The last does not target the promotion of certain speech features but instead aims to enhance the common understanding about the advantages and disadvantages of the various speech parameterization techniques available today and to provide the basis for selection of an appropriate speech parameterization in each particular case.

Produktdetaljer
Sprog: Engelsk
Sider: 114
ISBN-13: 9781441984463
Indbinding: Paperback
Udgave:
ISBN-10: 1441984461
Udg. Dato: 10 aug 2011
Længde: 0mm
Bredde: 155mm
Højde: 235mm
Forlag: Springer-Verlag New York Inc.
Oplagsdato: 10 aug 2011
Forfatter(e): Todor Ganchev
Forfatter(e) Todor Ganchev


Kategori Billedbehandling: systemer og teknologi


ISBN-13 9781441984463


Sprog Engelsk


Indbinding Paperback


Sider 114


Udgave


Længde 0mm


Bredde 155mm


Højde 235mm


Udg. Dato 10 aug 2011


Oplagsdato 10 aug 2011


Forlag Springer-Verlag New York Inc.

Kategori sammenhænge