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Skeleton-based motion prediction: A survey

Human motion prediction based on 3D skeleton data is an active research topic in computer vision and multimedia analysis, which involves many disciplines, such as image processing, pattern recognition, and artificial intelligence. As an effective representation of human motion, human 3D skeleton dat...

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Detalles Bibliográficos
Autores principales: Usman, Muhammad, Zhong, Jianqi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9650520/
https://www.ncbi.nlm.nih.gov/pubmed/36387302
http://dx.doi.org/10.3389/fncom.2022.1051222
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author Usman, Muhammad
Zhong, Jianqi
author_facet Usman, Muhammad
Zhong, Jianqi
author_sort Usman, Muhammad
collection PubMed
description Human motion prediction based on 3D skeleton data is an active research topic in computer vision and multimedia analysis, which involves many disciplines, such as image processing, pattern recognition, and artificial intelligence. As an effective representation of human motion, human 3D skeleton data is favored by researchers because it provide resistant to light effects, scene changes, etc. earlier studies on human motion prediction focuses mainly on RBG data-based techniques. In recent years, researchers have proposed the fusion of human skeleton data and depth learning methods for human motion prediction and achieved good results. We first introduced human motion prediction research background and significance in this survey. We then summarized the latest deep learning-based techniques for predicting human motion in recent years. Finally, a detailed paper review and future development discussion are provided.
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spelling pubmed-96505202022-11-15 Skeleton-based motion prediction: A survey Usman, Muhammad Zhong, Jianqi Front Comput Neurosci Neuroscience Human motion prediction based on 3D skeleton data is an active research topic in computer vision and multimedia analysis, which involves many disciplines, such as image processing, pattern recognition, and artificial intelligence. As an effective representation of human motion, human 3D skeleton data is favored by researchers because it provide resistant to light effects, scene changes, etc. earlier studies on human motion prediction focuses mainly on RBG data-based techniques. In recent years, researchers have proposed the fusion of human skeleton data and depth learning methods for human motion prediction and achieved good results. We first introduced human motion prediction research background and significance in this survey. We then summarized the latest deep learning-based techniques for predicting human motion in recent years. Finally, a detailed paper review and future development discussion are provided. Frontiers Media S.A. 2022-10-28 /pmc/articles/PMC9650520/ /pubmed/36387302 http://dx.doi.org/10.3389/fncom.2022.1051222 Text en Copyright © 2022 Usman and Zhong. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Usman, Muhammad
Zhong, Jianqi
Skeleton-based motion prediction: A survey
title Skeleton-based motion prediction: A survey
title_full Skeleton-based motion prediction: A survey
title_fullStr Skeleton-based motion prediction: A survey
title_full_unstemmed Skeleton-based motion prediction: A survey
title_short Skeleton-based motion prediction: A survey
title_sort skeleton-based motion prediction: a survey
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9650520/
https://www.ncbi.nlm.nih.gov/pubmed/36387302
http://dx.doi.org/10.3389/fncom.2022.1051222
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