Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse

[EN] This study explores the utilization of Neural Radiance Fields (NeRFs), with a specific focus on the Instant NeRFs technique. The objective is to represent three-dimensional (3D) models within the context of the industrial metaverse, aiming to achieve a high-fidelity reconstruction of objects in...

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Authors: Fabra, Lidia, Solanes, J. Ernesto|||0000-0001-5011-4872, Muñoz García, Adolfo|||0000-0003-2435-3348, Martí Testón, Ana|||0000-0002-5058-2868, Alabau-Cánovas, Alba María|||0000-0002-7570-6855, Gracia Calandin, Luis Ignacio|||0000-0001-9258-9286
Format: article
Publication Date:2024
Country:España
Institution:Universitat Politècnica de València (UPV)
Repository:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
Language:English
OAI Identifier:oai:riunet.upv.es:10251/203569
Online Access:https://riunet.upv.es/handle/10251/203569
Access Level:Open access
Keyword:3D reconstruction
Metaverse
Artificial intelligence
COMUNICACION AUDIOVISUAL Y PUBLICIDAD
INGENIERIA DE SISTEMAS Y AUTOMATICA
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oai_identifier_str oai:riunet.upv.es:10251/203569
network_acronym_str ES
network_name_str España
repository_id_str
spelling Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial MetaverseFabra, LidiaSolanes, J. Ernesto|||0000-0001-5011-4872Muñoz García, Adolfo|||0000-0003-2435-3348Martí Testón, Ana|||0000-0002-5058-2868Alabau-Cánovas, Alba María|||0000-0002-7570-6855Gracia Calandin, Luis Ignacio|||0000-0001-9258-92863D reconstructionMetaverseArtificial intelligenceCOMUNICACION AUDIOVISUAL Y PUBLICIDADINGENIERIA DE SISTEMAS Y AUTOMATICA[EN] This study explores the utilization of Neural Radiance Fields (NeRFs), with a specific focus on the Instant NeRFs technique. The objective is to represent three-dimensional (3D) models within the context of the industrial metaverse, aiming to achieve a high-fidelity reconstruction of objects in virtual environments. NeRFs, renowned for their innovative approach, enable comprehensive model reconstructions by integrating diverse viewpoints and lighting conditions. The study employs tools such as Unity, Photon Pun2, and Oculus Interaction SDK to develop an immersive metaverse. Within this virtual industrial environment, users encounter numerous interactive six-dimensional (6D) models, fostering active engagement and enriching the overall experience. While initial implementations showcase promising results, they also introduce computational complexities. Nevertheless, this integration forms the basis for immersive comprehension and collaborative interactions within the industrial metaverse. The evolving potential of NeRF technology promises even more exciting prospects in the future.This work has been funded by the Spanish Government (Grant PID2020-117421RB-C21 funded by MCIN/AEI/10.13039/501100011033).MDPI AGCentro de Investigación en Gestión de Empresas (CEGEA)Departamento de Comunicación Audiovisual, Documentación e Historia del ArteDepartamento de Ingeniería de Sistemas y AutomáticaEscuela Técnica Superior de Ingeniería Aeroespacial y Diseño IndustrialFacultad de Bellas ArtesInstituto de Diseño para la Fabricación y Producción AutomatizadaEscuela Politécnica Superior de AlcoyGENERALITAT VALENCIANAAGENCIA ESTATAL DE INVESTIGACIONRepositorio Institucional de la Universitat Politècnica de València Riunet20242024-03-01journal articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttps://riunet.upv.es/handle/10251/203569reponame:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valénciainstname:Universitat Politècnica de València (UPV)InglésengAgencia Estatal de Investigación http://dx.doi.org/10.13039/501100011033 Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020 PID2020-117421RB-C21 PULIDO ROBOTIZADO AVANZADO DE SUPERFICIES EN LA INDUSTRIA DEL AUTOMOVILGeneralitat Valenciana https://doi.org/10.13039/501100003359 GV%2F2021%2F181 Interacción humano-robot avanzada basada en realidad mixta y fusión sensorial para operaciones de tratamiento de superficies de productos manufacturados.Generalitat Valenciana https://doi.org/10.13039/501100003359 INVEST%2F2022%2F324 LABORATORIO DE REALIDAD EXTENDIDA DEL IDF (E_XR22)open accesshttp://purl.org/coar/access_right/c_abf2Reconocimiento (by)http://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessoai:riunet.upv.es:10251/2035692026-06-13T07:49:27Z
dc.title.none.fl_str_mv Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
title Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
spellingShingle Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
Fabra, Lidia
3D reconstruction
Metaverse
Artificial intelligence
COMUNICACION AUDIOVISUAL Y PUBLICIDAD
INGENIERIA DE SISTEMAS Y AUTOMATICA
title_short Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
title_full Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
title_fullStr Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
title_full_unstemmed Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
title_sort Application of Neural Radiance Fields (NeRFs) for 3D Model Representation in the Industrial Metaverse
dc.creator.none.fl_str_mv Fabra, Lidia
Solanes, J. Ernesto|||0000-0001-5011-4872
Muñoz García, Adolfo|||0000-0003-2435-3348
Martí Testón, Ana|||0000-0002-5058-2868
Alabau-Cánovas, Alba María|||0000-0002-7570-6855
Gracia Calandin, Luis Ignacio|||0000-0001-9258-9286
author Fabra, Lidia
author_facet Fabra, Lidia
Solanes, J. Ernesto|||0000-0001-5011-4872
Muñoz García, Adolfo|||0000-0003-2435-3348
Martí Testón, Ana|||0000-0002-5058-2868
Alabau-Cánovas, Alba María|||0000-0002-7570-6855
Gracia Calandin, Luis Ignacio|||0000-0001-9258-9286
author_role author
author2 Solanes, J. Ernesto|||0000-0001-5011-4872
Muñoz García, Adolfo|||0000-0003-2435-3348
Martí Testón, Ana|||0000-0002-5058-2868
Alabau-Cánovas, Alba María|||0000-0002-7570-6855
Gracia Calandin, Luis Ignacio|||0000-0001-9258-9286
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Centro de Investigación en Gestión de Empresas (CEGEA)
Departamento de Comunicación Audiovisual, Documentación e Historia del Arte
Departamento de Ingeniería de Sistemas y Automática
Escuela Técnica Superior de Ingeniería Aeroespacial y Diseño Industrial
Facultad de Bellas Artes
Instituto de Diseño para la Fabricación y Producción Automatizada
Escuela Politécnica Superior de Alcoy
GENERALITAT VALENCIANA
AGENCIA ESTATAL DE INVESTIGACION
Repositorio Institucional de la Universitat Politècnica de València Riunet
dc.subject.none.fl_str_mv 3D reconstruction
Metaverse
Artificial intelligence
COMUNICACION AUDIOVISUAL Y PUBLICIDAD
INGENIERIA DE SISTEMAS Y AUTOMATICA
topic 3D reconstruction
Metaverse
Artificial intelligence
COMUNICACION AUDIOVISUAL Y PUBLICIDAD
INGENIERIA DE SISTEMAS Y AUTOMATICA
description [EN] This study explores the utilization of Neural Radiance Fields (NeRFs), with a specific focus on the Instant NeRFs technique. The objective is to represent three-dimensional (3D) models within the context of the industrial metaverse, aiming to achieve a high-fidelity reconstruction of objects in virtual environments. NeRFs, renowned for their innovative approach, enable comprehensive model reconstructions by integrating diverse viewpoints and lighting conditions. The study employs tools such as Unity, Photon Pun2, and Oculus Interaction SDK to develop an immersive metaverse. Within this virtual industrial environment, users encounter numerous interactive six-dimensional (6D) models, fostering active engagement and enriching the overall experience. While initial implementations showcase promising results, they also introduce computational complexities. Nevertheless, this integration forms the basis for immersive comprehension and collaborative interactions within the industrial metaverse. The evolving potential of NeRF technology promises even more exciting prospects in the future.
publishDate 2024
dc.date.none.fl_str_mv 2024
2024-03-01
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
VoR
http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://riunet.upv.es/handle/10251/203569
url https://riunet.upv.es/handle/10251/203569
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.relation.none.fl_str_mv Agencia Estatal de Investigación http://dx.doi.org/10.13039/501100011033 Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020 PID2020-117421RB-C21 PULIDO ROBOTIZADO AVANZADO DE SUPERFICIES EN LA INDUSTRIA DEL AUTOMOVIL
Generalitat Valenciana https://doi.org/10.13039/501100003359 GV%2F2021%2F181 Interacción humano-robot avanzada basada en realidad mixta y fusión sensorial para operaciones de tratamiento de superficies de productos manufacturados.
Generalitat Valenciana https://doi.org/10.13039/501100003359 INVEST%2F2022%2F324 LABORATORIO DE REALIDAD EXTENDIDA DEL IDF (E_XR22)
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Reconocimiento (by)
http://creativecommons.org/licenses/by/4.0/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Reconocimiento (by)
http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv MDPI AG
publisher.none.fl_str_mv MDPI AG
dc.source.none.fl_str_mv reponame:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
instname:Universitat Politècnica de València (UPV)
instname_str Universitat Politècnica de València (UPV)
reponame_str RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
collection RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15,300719

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