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Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service

A sequence of 3D models generated using volumetric capture has the advantage of retaining the characteristics of dynamic objects and scenes. However, in volumetric data, since 3D mesh and texture are synthesized for every frame, the mesh of every frame has a different shape, and the brightness and c...

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Detalles Bibliográficos
Autores principales: Park, Byung-Seo, Lee, Sol, Park, Jung-Tak, Kim, Jin-Kyum, Kim, Woosuk, Seo, Young-Ho
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9693839/
https://www.ncbi.nlm.nih.gov/pubmed/36433412
http://dx.doi.org/10.3390/s22228815
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author Park, Byung-Seo
Lee, Sol
Park, Jung-Tak
Kim, Jin-Kyum
Kim, Woosuk
Seo, Young-Ho
author_facet Park, Byung-Seo
Lee, Sol
Park, Jung-Tak
Kim, Jin-Kyum
Kim, Woosuk
Seo, Young-Ho
author_sort Park, Byung-Seo
collection PubMed
description A sequence of 3D models generated using volumetric capture has the advantage of retaining the characteristics of dynamic objects and scenes. However, in volumetric data, since 3D mesh and texture are synthesized for every frame, the mesh of every frame has a different shape, and the brightness and color quality of the texture is various. This paper proposes an algorithm to consistently create a mesh of 4D volumetric data using dynamic reconstruction. The proposed algorithm comprises remeshing, correspondence searching, and target frame reconstruction by key frame deformation. We make non-rigid deformation possible by applying the surface deformation method of the key frame. Finally, we propose a method of compressing the target frame using the target frame reconstructed using the key frame with error rates of up to 98.88% and at least 20.39% compared to previous studies. The experimental results show the proposed method’s effectiveness by measuring the geometric error between the deformed key frame and the target frame. Further, by calculating the residual between two frames, the ratio of data transmitted is measured to show a compression performance of 18.48%.
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spelling pubmed-96938392022-11-26 Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service Park, Byung-Seo Lee, Sol Park, Jung-Tak Kim, Jin-Kyum Kim, Woosuk Seo, Young-Ho Sensors (Basel) Article A sequence of 3D models generated using volumetric capture has the advantage of retaining the characteristics of dynamic objects and scenes. However, in volumetric data, since 3D mesh and texture are synthesized for every frame, the mesh of every frame has a different shape, and the brightness and color quality of the texture is various. This paper proposes an algorithm to consistently create a mesh of 4D volumetric data using dynamic reconstruction. The proposed algorithm comprises remeshing, correspondence searching, and target frame reconstruction by key frame deformation. We make non-rigid deformation possible by applying the surface deformation method of the key frame. Finally, we propose a method of compressing the target frame using the target frame reconstructed using the key frame with error rates of up to 98.88% and at least 20.39% compared to previous studies. The experimental results show the proposed method’s effectiveness by measuring the geometric error between the deformed key frame and the target frame. Further, by calculating the residual between two frames, the ratio of data transmitted is measured to show a compression performance of 18.48%. MDPI 2022-11-15 /pmc/articles/PMC9693839/ /pubmed/36433412 http://dx.doi.org/10.3390/s22228815 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Park, Byung-Seo
Lee, Sol
Park, Jung-Tak
Kim, Jin-Kyum
Kim, Woosuk
Seo, Young-Ho
Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service
title Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service
title_full Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service
title_fullStr Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service
title_full_unstemmed Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service
title_short Dynamic Reconstruction and Mesh Compression of 4D Volumetric Model Using Correspondence-Based Deformation for Streaming Service
title_sort dynamic reconstruction and mesh compression of 4d volumetric model using correspondence-based deformation for streaming service
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9693839/
https://www.ncbi.nlm.nih.gov/pubmed/36433412
http://dx.doi.org/10.3390/s22228815
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