Paper: | SP-P15.15 (ICASSP 2003 Paper) | ||
Session: | Robustness in Noisy Environments | ||
Time: | Friday, May 21, 15:30 - 17:30 | ||
Presentation: | Poster (ICASSP 2003 Presentation) | ||
Topic: | Speech Processing: Large Vocabulary Recognition/Search | ||
Title: | AUTOMATIC SET-UP FOR SPEECH RECOGNITION ENGINES BASED ON MERIT OPTIMIZATION | ||
Authors: | Gustavo Hernandez-Abrego; Sony Electronics, Inc. | ||
Xavier Menendez-Pidal; Sony Electronics, Inc. | |||
Thomas Kemp; Sony International Europe | |||
Katsuki Minamino; Sony Corporation | |||
Helmut Lucke; Sony Corporation | |||
Abstract: | We propose an automatic method to set-up the several parameters that define the behavior and performance of a typical speech recognition engine. Such parameters include weights and beam widths among others. Our method is based on the definition of a merit function. Here, merit is understood as an intuitive notion of recognition performance based on both recognition accuracy and computation time. A convenient definition of merit allows to apply an optimization procedure to define a convenient set-up for the recognizer with little human intervention. The method is applied to adjust the recognition parameters of two different LVCSR applications, one in American English and another in Japanese. | ||
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