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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Detalles Bibliográficos
Autores: 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
Tipo de recurso: artículo
Fecha de publicación:2024
País:España
Institución:Universitat Politècnica de València (UPV)
Repositorio:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia
Idioma:inglés
OAI Identifier:oai:riunet.upv.es:10251/203569
Acceso en línea:https://riunet.upv.es/handle/10251/203569
Access Level:acceso abierto
Palabra clave:3D reconstruction
Metaverse
Artificial intelligence
COMUNICACION AUDIOVISUAL Y PUBLICIDAD
INGENIERIA DE SISTEMAS Y AUTOMATICA
Descripción
Sumario:[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.

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