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Objective estimation of tracheoesophageal speech ratings using an auditory model
Robert McDonald1, Vijay Parsa, Philip C Doyle
1Department of Electrical and Computer Engineering, and National Centre for Audiology, University of Western Ontario, London, N6A 4B8 Ontario, Canada.
This study explored using an auditory model to predict tracheoesophageal (TE) speech quality. The model showed moderate success in correlating objective metrics with listener ratings, outperforming traditional methods for TE speech analysis.
Area of Science:
- Otolaryngology
- Speech-Language Pathology
- Acoustic Analysis
Background:
- Total laryngectomy for advanced laryngeal cancer necessitates alternative voice production methods.
- Tracheoesophageal (TE) speech is a common post-laryngectomy voicing technique.
- TE speech often exhibits abnormal voice quality requiring objective assessment.
Purpose of the Study:
- To investigate the application of an auditory model for predicting subjective ratings of TE speech quality.
- To evaluate the model's ability to extract perceptually relevant acoustic features.
- To compare the model's performance against traditional telecommunication methods.
Main Methods:
- Utilized the Moore-Glasberg auditory model to extract acoustic features from TE speech.
- Combined extracted features to estimate subjective speech quality ratings.
- Validated the approach using speech samples from 35 TE speakers with existing subjective ratings.
Main Results:
- Achieved moderate correlations between objective acoustic metrics and subjective listener ratings.
- Demonstrated significantly improved correlations compared to traditional telecommunication quality estimation methods.
- Highlighted the potential of auditory models in quantifying TE speech quality.
Conclusions:
- Auditory models offer a promising approach for objective assessment of tracheoesophageal speech quality.
- This method can aid speech-language pathologists in TE speech rehabilitation.
- The findings suggest advancements in speech quality estimation for post-laryngectomy patients.
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