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Context-aware adaptation of mobile video decoding resolution

While the evolution of mobile computing is experiencing considerable growth, it is at the same time seriously threatened by the limitations of battery technology, which does not keep pace with the evergrowing increase in energy requirements of mobile applications. Yet, with the limits of human perce...

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Detalles Bibliográficos
Autores principales: Machidon, Octavian, Asprov, Jani, Fajfar, Tine, Pejović, Veljko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9527142/
https://www.ncbi.nlm.nih.gov/pubmed/36213340
http://dx.doi.org/10.1007/s11042-022-13787-y
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author Machidon, Octavian
Asprov, Jani
Fajfar, Tine
Pejović, Veljko
author_facet Machidon, Octavian
Asprov, Jani
Fajfar, Tine
Pejović, Veljko
author_sort Machidon, Octavian
collection PubMed
description While the evolution of mobile computing is experiencing considerable growth, it is at the same time seriously threatened by the limitations of battery technology, which does not keep pace with the evergrowing increase in energy requirements of mobile applications. Yet, with the limits of human perception and the diversity of requirements that individuals may have, a question arises of whether the effort should be made to always deliver the highest quality result to a mobile user? In this work we investigate how a user’s physical activity, the spatial/temporal properties of the video, and the user’s personality traits interact and jointly influence the minimal acceptable playback resolution. We conduct two studies with 45 participants in total and find out that the minimal acceptable resolution indeed varies across different contextual factors. Our predictive models inferring the lowest acceptable playback resolution, together with the reduced power consumption we measure at lower resolutions, open an opportunity for saving a mobile’s energy through context-adaptable approximate computing.
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spelling pubmed-95271422022-10-03 Context-aware adaptation of mobile video decoding resolution Machidon, Octavian Asprov, Jani Fajfar, Tine Pejović, Veljko Multimed Tools Appl Article While the evolution of mobile computing is experiencing considerable growth, it is at the same time seriously threatened by the limitations of battery technology, which does not keep pace with the evergrowing increase in energy requirements of mobile applications. Yet, with the limits of human perception and the diversity of requirements that individuals may have, a question arises of whether the effort should be made to always deliver the highest quality result to a mobile user? In this work we investigate how a user’s physical activity, the spatial/temporal properties of the video, and the user’s personality traits interact and jointly influence the minimal acceptable playback resolution. We conduct two studies with 45 participants in total and find out that the minimal acceptable resolution indeed varies across different contextual factors. Our predictive models inferring the lowest acceptable playback resolution, together with the reduced power consumption we measure at lower resolutions, open an opportunity for saving a mobile’s energy through context-adaptable approximate computing. Springer US 2022-10-03 2023 /pmc/articles/PMC9527142/ /pubmed/36213340 http://dx.doi.org/10.1007/s11042-022-13787-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Machidon, Octavian
Asprov, Jani
Fajfar, Tine
Pejović, Veljko
Context-aware adaptation of mobile video decoding resolution
title Context-aware adaptation of mobile video decoding resolution
title_full Context-aware adaptation of mobile video decoding resolution
title_fullStr Context-aware adaptation of mobile video decoding resolution
title_full_unstemmed Context-aware adaptation of mobile video decoding resolution
title_short Context-aware adaptation of mobile video decoding resolution
title_sort context-aware adaptation of mobile video decoding resolution
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9527142/
https://www.ncbi.nlm.nih.gov/pubmed/36213340
http://dx.doi.org/10.1007/s11042-022-13787-y
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