Deep Learning Based Speech Quality Prediction

Author:   Gabriel Mittag
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2022
ISBN:  

9783030914783


Pages:   165
Publication Date:   25 February 2022
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Deep Learning Based Speech Quality Prediction


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Author:   Gabriel Mittag
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2022
Weight:   0.442kg
ISBN:  

9783030914783


ISBN 10:   303091478
Pages:   165
Publication Date:   25 February 2022
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of 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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Author Information

Gabriel Mittag received his B.Sc. and M.Sc. degree in electrical and electronic engineering at the Technische Universität Berlin. During his master's degree he spent two semesters at the RMIT University in Melbourne, Australia and focused primarily on biomedical and speech signal processing. From 2016 he was employed as research assistant at the Quality and Usability Lab at the TU Berlin, where he finished his PhD on the machine learning based prediction of speech quality. In May 2021, Gabriel Mittag started as Machine Learning Scientist at Microsoft in Redmond, WA, USA.

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