Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH

Detalhes bibliográficos
Autor(a) principal: Rodrigues, Rafael
Data de Publicação: 2020
Outros Autores: Pocta, Peter, Melvin, Hugh, Bernardo, Marco V., Pereira, Manuela, Pinheiro, Antonio M. G.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.6/10319
Resumo: The MPEG-DASH protocol has been rapidly adopted by most major network content providers and enables clients to make informed decisions in the context of HTTP streaming, based on network and device conditions using the available media representations. A review of the literature on adaptive streaming over mobile shows that most emphasis has been on adapting the video quality whereas this work examines the trade-off between video and audio quality. In particular, subjective tests were undertaken for live music streaming over emulated mobile networks with MPEG-DASH. A group of audio/video sequences was designed to emulate varying bandwidth arising from network congestion, with varying trade-off between audio and video bit rates. Absolute Category Rating was used to evaluate the relative impact of both audio and video quality in the overall Quality of Experience (QoE). One key finding from the statistical analysis of Mean Opinion Scores (MOS) results using Analysis of Variance indicates that providing reduced audio quality has a much lower impact on QoE than reducing video quality at similar total bandwidth situations. This paper also describes an objective model for audiovisual quality estimation that combines the outcomes from audio and video metrics into a joint parametric model. The correlation between predicted and subjective MOS was computed using several outcomes (Pearson and Spearman correlation coefficients, Root Mean Square Error (RMSE) and epsilon-insensitive RMSE). The obtained results indicate that the proposed approach is a viable solution for objective audiovisual quality assessment in the context of live music streaming over mobile network.
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spelling Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASHMPEG-DASHQoEMultimedia BroadcastingMobile TVThe MPEG-DASH protocol has been rapidly adopted by most major network content providers and enables clients to make informed decisions in the context of HTTP streaming, based on network and device conditions using the available media representations. A review of the literature on adaptive streaming over mobile shows that most emphasis has been on adapting the video quality whereas this work examines the trade-off between video and audio quality. In particular, subjective tests were undertaken for live music streaming over emulated mobile networks with MPEG-DASH. A group of audio/video sequences was designed to emulate varying bandwidth arising from network congestion, with varying trade-off between audio and video bit rates. Absolute Category Rating was used to evaluate the relative impact of both audio and video quality in the overall Quality of Experience (QoE). One key finding from the statistical analysis of Mean Opinion Scores (MOS) results using Analysis of Variance indicates that providing reduced audio quality has a much lower impact on QoE than reducing video quality at similar total bandwidth situations. This paper also describes an objective model for audiovisual quality estimation that combines the outcomes from audio and video metrics into a joint parametric model. The correlation between predicted and subjective MOS was computed using several outcomes (Pearson and Spearman correlation coefficients, Root Mean Square Error (RMSE) and epsilon-insensitive RMSE). The obtained results indicate that the proposed approach is a viable solution for objective audiovisual quality assessment in the context of live music streaming over mobile network.Springer Nature [academic journals on nature.com]uBibliorumRodrigues, RafaelPocta, PeterMelvin, HughBernardo, Marco V.Pereira, ManuelaPinheiro, Antonio M. G.2020-06-09T16:27:20Z20202020-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.6/10319eng1380-750110.1007/s11042-020-09047-6info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-21T03:39:14Zoai:ubibliorum.ubi.pt:10400.6/10319Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T00:50:18.660343Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
title Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
spellingShingle Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
Rodrigues, Rafael
MPEG-DASH
QoE
Multimedia Broadcasting
Mobile TV
title_short Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
title_full Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
title_fullStr Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
title_full_unstemmed Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
title_sort Audiovisual Quality of Live Music Streaming over Mobile Networks using MPEG-DASH
author Rodrigues, Rafael
author_facet Rodrigues, Rafael
Pocta, Peter
Melvin, Hugh
Bernardo, Marco V.
Pereira, Manuela
Pinheiro, Antonio M. G.
author_role author
author2 Pocta, Peter
Melvin, Hugh
Bernardo, Marco V.
Pereira, Manuela
Pinheiro, Antonio M. G.
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv uBibliorum
dc.contributor.author.fl_str_mv Rodrigues, Rafael
Pocta, Peter
Melvin, Hugh
Bernardo, Marco V.
Pereira, Manuela
Pinheiro, Antonio M. G.
dc.subject.por.fl_str_mv MPEG-DASH
QoE
Multimedia Broadcasting
Mobile TV
topic MPEG-DASH
QoE
Multimedia Broadcasting
Mobile TV
description The MPEG-DASH protocol has been rapidly adopted by most major network content providers and enables clients to make informed decisions in the context of HTTP streaming, based on network and device conditions using the available media representations. A review of the literature on adaptive streaming over mobile shows that most emphasis has been on adapting the video quality whereas this work examines the trade-off between video and audio quality. In particular, subjective tests were undertaken for live music streaming over emulated mobile networks with MPEG-DASH. A group of audio/video sequences was designed to emulate varying bandwidth arising from network congestion, with varying trade-off between audio and video bit rates. Absolute Category Rating was used to evaluate the relative impact of both audio and video quality in the overall Quality of Experience (QoE). One key finding from the statistical analysis of Mean Opinion Scores (MOS) results using Analysis of Variance indicates that providing reduced audio quality has a much lower impact on QoE than reducing video quality at similar total bandwidth situations. This paper also describes an objective model for audiovisual quality estimation that combines the outcomes from audio and video metrics into a joint parametric model. The correlation between predicted and subjective MOS was computed using several outcomes (Pearson and Spearman correlation coefficients, Root Mean Square Error (RMSE) and epsilon-insensitive RMSE). The obtained results indicate that the proposed approach is a viable solution for objective audiovisual quality assessment in the context of live music streaming over mobile network.
publishDate 2020
dc.date.none.fl_str_mv 2020-06-09T16:27:20Z
2020
2020-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.6/10319
url http://hdl.handle.net/10400.6/10319
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1380-7501
10.1007/s11042-020-09047-6
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Springer Nature [academic journals on nature.com]
publisher.none.fl_str_mv Springer Nature [academic journals on nature.com]
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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