Title | ||
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Effect of a Simulated Analogue Telephone Channel on the Performance of a Remote Automatic System for the Detection of Pathologies in Voice: Impact of Linear Distortions on Cepstrum-Based Assessment - Band Limitation, Frequency Response and Additive Noise |
Abstract | ||
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Advances in speech signal analysis during the last decade have allowed the development of automatic algorithms for a non-invasive detection of laryngeal pathologies. Performance assessment of such techniques reveals that classification success rates over 90% are achievable. Bearing in mind the extension of these automatic methods to remote diagnosis scenarios, this paper analyses the performance of a pathology detector based on Mel Frequency Cepstral Coefficients when the speech signal has undergone the distortion of an analogue communications channel, namely the phone channel. Such channel is modeled as a concatenation of linear effects. It is shown that while the overall performance of the system is degraded, success rates in the range of 80% can still be achieved. This study also shows that the performance degradation is mainly due to band limitation and noise addition. |
Year | DOI | Venue |
---|---|---|
2009 | 10.1007/978-3-642-11721-3_13 | BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES |
Keywords | Field | DocType |
communication channels,signal analysis,mel frequency cepstral coefficient,frequency response | Signal processing,Mel-frequency cepstrum,Frequency response,Amplitude distortion,Computer science,Cepstrum,Communication channel,Speech recognition,Phase distortion,Distortion | Conference |
Volume | ISSN | Citations |
52 | 1865-0929 | 0 |
PageRank | References | Authors |
0.34 | 7 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Rubén Fraile | 1 | 52 | 11.93 |
Nicolás Sáenz-Lechón | 2 | 173 | 17.21 |
Juan Ignacio Godino-Llorente | 3 | 182 | 30.35 |
Víctor Osma-Ruiz | 4 | 164 | 17.26 |
corinne fredouille | 5 | 537 | 44.53 |