Deep Learning Based Speech Quality Prediction

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Deep Learning Based Speech Quality Prediction
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Author : Gabriel Mittag
language : en
Publisher:
Release Date : 2022
Deep Learning Based Speech Quality Prediction written by Gabriel Mittag and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.
This book presents how to apply recent machine learning (deep learning) methods for the task of speech quality prediction. The author shows how recent advancements in machine learning can be leveraged for the task of speech quality prediction and provides an in-depth analysis of the suitability of different deep learning architectures for this task. The author then shows how the resulting model outperforms traditional speech quality models and provides additional information about the cause of a quality impairment through the prediction of the speech quality dimensions of noisiness, coloration, discontinuity, and loudness.
Deep Learning Based Speech Quality Prediction
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Author : Gabriel Mittag
language : en
Publisher: Springer Nature
Release Date : 2022-02-24
Deep Learning Based Speech Quality Prediction written by Gabriel Mittag and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-24 with Technology & Engineering categories.
This book presents how to apply recent machine learning (deep learning) methods for the task of speech quality prediction. The author shows how recent advancements in machine learning can be leveraged for the task of speech quality prediction and provides an in-depth analysis of the suitability of different deep learning architectures for this task. The author then shows how the resulting model outperforms traditional speech quality models and provides additional information about the cause of a quality impairment through the prediction of the speech quality dimensions of noisiness, coloration, discontinuity, and loudness.
Speech And Computer
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Author : Alexey Karpov
language : en
Publisher: Springer Nature
Release Date : 2023-11-21
Speech And Computer written by Alexey Karpov and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-21 with Computers categories.
The two-volume proceedings set LNAI 14338 and 14339 constitutes the refereed proceedings of the 25th International Conference on Speech and Computer, SPECOM 2023, held in Dharwad, India, during November 29–December 2, 2023. The 94 papers included in these proceedings were carefully reviewed and selected from 174 submissions. They focus on all aspects of speech science and technology: automatic speech recognition; computational paralinguistics; digital signal processing; speech prosody; natural language processing; child speech processing; speech processing for medicine; industrial speech and language technology; speech technology for under-resourced languages; speech analysis and synthesis; speaker and language identification, verification and diarization.
Simulating Conversations For The Prediction Of Speech Quality
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Author : Thilo Michael
language : en
Publisher: Springer Nature
Release Date : 2023-06-30
Simulating Conversations For The Prediction Of Speech Quality written by Thilo Michael and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-30 with Technology & Engineering categories.
This book discusses the simulation of conversations through a novel approach of predicting speech quality based on the interactions of two simulated interlocutors. The author describes the setup of a simulation environment that is capable of simulating human dialogue on the speech level. The impact of delay and bursty packet loss on VoIP conversations is investigated and modeled for the use in the simulation. Based on parameters extracted from simulated conversations, the author proposes extensions to the E-model, a parametric model standardized by the International Telecommunications Union, in order to predict the quality of the simulated conversations. The author shows that predictions based on the simulated conversations outperform models that rely on the transmission parameters alone.
Computational Data And Social Networks
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Author : Minh Hoàng Hà
language : en
Publisher: Springer Nature
Release Date : 2024-02-28
Computational Data And Social Networks written by Minh Hoàng Hà and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-28 with Computers categories.
This book constitutes the refereed conference proceedings of the 12th International Conference on Computational Data and Social Networks, CSoNet 2023, held in Hanoi, Vietnam, in December 2023. The 23 full papers and 14 short papers presented in this book were carefully reviewed and selected from 64 submissions. The papers are divided into the following topical sections: machine learning and prediction; optimization; security and blockchain; and network analysis.
Text To Speech Systems And Algorithms
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-09
Text To Speech Systems And Algorithms written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-09 with Computers categories.
"Text-to-Speech Systems and Algorithms" “Text-to-Speech Systems and Algorithms” is a comprehensive technical guide that meticulously navigates the landscape of modern speech synthesis. From the foundations of classical TTS architectures to cutting-edge neural techniques, this book unpacks the scientific principles and engineering innovations underpinning the field. It closely examines the historical evolution of text-to-speech, deconstructs TTS pipelines into their core components, and explores the intersection of linguistic processing, acoustic modeling, and system optimization, presenting both theoretical frameworks and practical benchmarks. Delving deeply into areas such as linguistic preprocessing, acoustic and prosodic modeling, and advanced neural architectures, the book covers critical topics including text normalization, grapheme-to-phoneme conversion, prosody generation, and expressive speech synthesis. Chapters dedicated to speaker modeling, voice cloning, and multi-speaker synthesis address the latest advancements and ethical considerations, including bias mitigation and privacy preservation. The book further explores evaluation standards, deployment strategies for cloud and edge, as well as robust security and compliance measures for real-world applications. Intended for researchers, engineers, and practitioners, this volume goes beyond algorithms to discuss deployment, scalability, user integration, and future directions of TTS technology. Case studies highlight applications across diverse sectors—from assistive technologies and virtual agents to media production—while dedicated sections identify open challenges, emerging multimodal use cases, and invaluable open-source resources. “Text-to-Speech Systems and Algorithms” stands as an authoritative reference for mastering both the foundations and the forward edge of synthetic speech.
Advances In Multimedia Modeling
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Author : Susanne Boll
language : en
Publisher: Springer
Release Date : 2009-12-24
Advances In Multimedia Modeling written by Susanne Boll and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-12-24 with Computers categories.
The 16th international conference on Multimedia Modeling (MMM2010) was held in the famous mountain city Chongqing, China, January 6–8, 2010, and hosted by Southwest University. MMM is a leading international conference for researchersand industry practitioners to share their new ideas, original research results and practicaldevelopment experiences from all multimedia related areas. MMM2010attractedmorethan160regular,specialsession,anddemosession submissions from 21 countries/regions around the world. All submitted papers were reviewed by at least two PC members or external reviewers, and most of them were reviewed by three reviewers. The review process was very selective. From the total of 133 submissions to the main track, 43 (32. 3%) were accepted as regular papers, 22 (16. 5%) as short papers. In all, 15 papers were received for three special sessions, which is by invitation only, and 14 submissions were received for a demo session, with 9 being selected. Authors of accepted papers come from 16 countries/regions. This volume of the proceedings contains the abstracts of three invited talks and all the regular, short, special session and demo papers. The regular papers were categorized into nine sections: 3D mod- ing;advancedvideocodingandadaptation;face,gestureandapplications;image processing;imageretrieval;learningsemanticconcepts;mediaanalysisandm- eling; semantic video concepts; and tracking and motion analysis. Three special sessions were video analysis and event recognition, cross-X multimedia mining in large scale, and mobile computing and applications. The technical programfeatured three invited talks, paralleloral presentation of all the accepted regular and special session papers, and poster sessions for short and demo papers.
Artificial Neural Networks And Machine Learning Icann 2023
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Author : Lazaros Iliadis
language : en
Publisher: Springer Nature
Release Date : 2023-09-21
Artificial Neural Networks And Machine Learning Icann 2023 written by Lazaros Iliadis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-21 with Computers categories.
The 10-volume set LNCS 14254-14263 constitutes the proceedings of the 32nd International Conference on Artificial Neural Networks and Machine Learning, ICANN 2023, which took place in Heraklion, Crete, Greece, during September 26–29, 2023. The 426 full papers, 9 short papers and 9 abstract papers included in these proceedings were carefully reviewed and selected from 947 submissions. ICANN is a dual-track conference, featuring tracks in brain inspired computing on the one hand, and machine learning on the other, with strong cross-disciplinary interactions and applications.
Proceedings Of The International Symposium On Intelligent Computing And Networking 2024
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Author : Michel Kadoch
language : en
Publisher: Springer Nature
Release Date : 2024-08-07
Proceedings Of The International Symposium On Intelligent Computing And Networking 2024 written by Michel Kadoch and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-07 with Computers categories.
International Symposium on Intelligent Computing and Networking 2024 (ISICN 2024), March 18-20, 2024; San Juan, Puerto Rico. Intelligent computing and networking is a rapidly growing area that has attracted significant attention due to its potential impact on the quality of service of applications for B5G/6G networks and the future Internet. To enable intelligent computing and networking, it is necessary to integrate technologies from the fields of communications, networking, computing, artificial intelligence, and numerous other fields. The scope of the symposium covers all enabling technologies for intelligent computing and networking. This book includes a huge variety of topics ranging from communications, computing, and networking to services and applications of artificial intelligence. Intended readership includes engineers and researchers in artificial intelligence, intelligent computing and networking areas. Targeted primary market will be professors, graduate students, and senior undergraduate students as well as research engineers. Targeted secondary market will be industry managers, consultants, and government research agencies in the related fields.
The 10th International Conference On Computer Engineering And Networks
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Author : Qi Liu
language : en
Publisher: Springer Nature
Release Date : 2020-10-05
The 10th International Conference On Computer Engineering And Networks written by Qi Liu and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-05 with Technology & Engineering categories.
This book contains a collection of the papers accepted by the CENet2020 – the 10th International Conference on Computer Engineering and Networks held on October 16-18, 2020 in Xi’an, China. The topics focus but are not limited to Internet of Things and Smart Systems, Artificial Intelligence and Applications, Communication System Detection, Analysis and Application, and Medical Engineering and Information Systems. Each part can be used as an excellent reference by industry practitioners, university faculties, research fellows and undergraduates as well as graduate students who need to build a knowledge base of the most current advances and state-of-practice in the topics covered by this conference proceedings. This will enable them to produce, maintain, and manage systems with high levels of trustworthiness and complexity.