Rapid Reconstruction of Real-World 3D Models for 3D Printing Using NeRF

This study introduces the use of Neural Radiance Fields (NeRF) for efficient and accurate 3D model reconstruction, reducing costs. Images are captured with a smartphone and processed using incremental Structure-From-Motion (SfM) to determine camera poses. The Instant NGP algorithm reconstructs implicit models of 3D objects, achieving a 186-239x speed increase and over 1.5x fidelity improvement over traditional methods. NeRF 2 Mesh is then used to generate high-quality meshes, outperforming Colmap. Results show NeRF's practicality in 3D printing.

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Publication Details

Published
2024-12-20
DOI
https://doi.org/10.1109/asim66270.2024.00018
Citations
1
Primary Topic
3D Surveying and Cultural Heritage
Type
article
Field-Weighted Citation Impact
0.83

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article

Rapid Reconstruction of Real-World 3D Models for 3D Printing Using NeRF

Fancong Zeng, Ziyue Yuan, Rui Xiang, Lin Zhang et al.
1 citations
3D Surveying and Cultural Heritage
0.83
article

Rapid Reconstruction of Real-World 3D Models for 3D Printing Using NeRF

Fancong Zeng, Ziyue Yuan, Rui Xiang, Lin Zhang, Yi Zhang, Zhen Wang, Jiale Zhou
article en
1 citations

Abstract

This study introduces the use of Neural Radiance Fields (NeRF) for efficient and accurate 3D model reconstruction, reducing costs. Images are captured with a smartphone and processed using incremental Structure-From-Motion (SfM) to determine camera poses. The Instant NGP algorithm reconstructs implicit models of 3D objects, achieving a 186-239x speed increase and over 1.5x fidelity improvement over traditional methods. NeRF 2 Mesh is then used to generate high-quality meshes, outperforming Colmap. Results show NeRF's practicality in 3D printing.

Jianghan University (CN)
Jianghan University
Sustainable cities and communities
Openalex Percentile: Top 17%
3D Surveying and Cultural Heritage
0.83
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