Isolated Word Recognition: New Feature Extraction Techniques - Softcover

Nehe, Navnath; Holambe, Raghunath

 
9783639358292: Isolated Word Recognition: New Feature Extraction Techniques
Softcover
ISBN 10: 3639358295 ISBN 13: 9783639358292
Verlag: VDM Verlag Dr. Müller, 2011

Inhaltsangabe

This book explores the various feature extraction methods for isolated word recognition. Brief history of speech recognition and the classification techniques have been described in the book. We discussed the acoustic sound production and fundamental steps in feature extraction in details. In this book some of the challenges of speech recognition like high recognition rate, low feature dimension, computational efficiency and robustness to noise have been addressed. Apart from the comparison of existing feature extraction and classification methods, some of the new feature extraction techniques for Isolated Word Recognition (IWR) based on wavelet transform, power spectrum and bispectrum are proposed in the book. The detail experimentations were carried out using TI-46 database and Marathi digit database in clean and noisy conditions. The techniques developed provide high recognition rate, low feature dimensions and better performance in noisy conditions as compared to other existing algorithms.

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Reseña del editor

This book explores the various feature extraction methods for isolated word recognition. Brief history of speech recognition and the classification techniques have been described in the book. We discussed the acoustic sound production and fundamental steps in feature extraction in details. In this book some of the challenges of speech recognition like high recognition rate, low feature dimension, computational efficiency and robustness to noise have been addressed. Apart from the comparison of existing feature extraction and classification methods, some of the new feature extraction techniques for Isolated Word Recognition (IWR) based on wavelet transform, power spectrum and bispectrum are proposed in the book. The detail experimentations were carried out using TI-46 database and Marathi digit database in clean and noisy conditions. The techniques developed provide high recognition rate, low feature dimensions and better performance in noisy conditions as compared to other existing algorithms.

Biografía del autor

Navnath Nehe is working as a Professor and Dean Engineering, JSPM Narhe Technical Campus, Narhe, affiliated to Pune University, India. His teaching and research interest include speech and image processing, statistical signal processing, wavelet transform and real time digital signal processing.

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Verlag
VDM Verlag Dr. Müller
Erscheinungsdatum
2011
Sprache
Englisch
ISBN 10 
3639358295
ISBN 13 
9783639358292
Einband
Tapa blanda
Anzahl der Seiten
156
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Verantwortliche Person
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