Speech and Vision Lab

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On improvement of performance of isolated word recognition for degraded speech
Research Area: Uncategorized Year: 1984
Type of Publication: Article Keywords: performance; isolated word recognition; selective weighting procedure
Authors: B. Yegnanarayana, Sarat Chandran, Anant Agarwal  
   
Note:
http://www.sciencedirect.com/science/article/B6V18-48V25S3-6T/2/472ae3d93bf479c72027754a94de9571
Abstract:
We investigate the performance of an isolated word speech recognition (IWSR) system for degraded speech. We propose a recognition scheme which adapts itself to mild degradations in speech and improves the reliability of recognition significantly. The scheme does not use a priori information regarding the nature and extent of noise. We suggest techniques which adaptively discriminate between noisy and noise-free parameters by using a selective weighting procedure in the final distance calculation. A new measure of performance is adopted to compare several recognition schemes using small data sets. Our scheme lends itself to greater flexibility in handling degradations in speech input than do the existing recognition schemes.
Digital version