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All India Institute of Speech and Hearing, Mysuru
(An Autonomous institute Under Ministry of Health and Family Welfare, Government of India.)

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Deep learning based speech quality prediction / Gabriel Mittag

By: Material type: TextPublication details: Switzerland : Springer, 2022.Description: 165 pISBN:
  • 9783030914783
Subject(s): DDC classification:
  • 006.454 MIT
Contents:
1 Introduction 2 Quality Assessment of Transmitted Speech 3 Neural Network Architectures for Speech Quality Prediction 4 Double-Ended Speech Quality Prediction Using Siamese Networks 5 Prediction of Speech Quality Dimensions With Multi-Task Learning 6 Bias-Aware Loss for Training From Multiple Datasets 7 NISQA - A Single-Ended Speech Quality Model 8 Conclusions A Dataset Condition Tables B Train and Validation Dataset Dimension Histograms References
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Reference text books All India Institute of Speech and Hearing R-1/4 006.454 MIT (Browse shelf(Opens below)) Available 23149
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1 Introduction



2 Quality Assessment of Transmitted Speech



3 Neural Network Architectures for Speech Quality Prediction



4 Double-Ended Speech Quality Prediction Using Siamese Networks



5 Prediction of Speech Quality Dimensions With Multi-Task Learning



6 Bias-Aware Loss for Training From Multiple Datasets



7 NISQA - A Single-Ended Speech Quality Model



8 Conclusions



A Dataset Condition Tables



B Train and Validation Dataset Dimension Histograms



References

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