基于Instant-NGP平台的NeRF复现研究

NeRF replication and analysis on Instant-NGP platform

邹梓越 ¹王永丽 ¹殷文艺 ¹匡皓瑞¹

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作者信息

1. 成都信息工程大学网络空间安全学院,成都 610225
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摘要

基于NVIDIA的Instant-NGP平台,旨在对NeRF方法在三维重建领域的实现进行复现.通过利用Instant-NGP平台的强大计算能力和优化算法,成功复现了NeRF方法,并在多个数据集上进行了实验验证.实验结果表明,在Instant-NGP平台上,该方法能够快速高效地生成逼真的三维重建结果,并获得与原论文一致的定量和定性评估结果.此研究对NeRF方法的研究验证了其可行性和可重复性,并展示了NeRF方法在Instant-NGP平台上的优越性能,为相关领域的研究和应用提供了实际参考和基础.

Abstract

This study is based on NVIDIA's Instant-NGP platform and aims to replicate the implementation of the NeRF method in the field of 3D reconstruction.By utilizing the powerful computing capabilities and optimized algorithms of the Instant-NGP platform,this study successfully replicates the NeRF method and conducts experimental validation on multiple datas-ets.The experimental results demonstrate that on the Instant-NGP platform,this method can generate realistic 3D reconstruction re-sults quickly and efficiently,and obtain consistent quantitative and qualitative evaluation results as the original paper.This study verifies the feasibility and reproducibility of the NeRF method,showcases its superior performance on the Instant-NGP platform,and provides practical references and foundations for research and application in related fields.

关键词

Instant-NGP/NeRF/三维重建/复现研究

Key words

Instant-NGP/NeRF/3D reconstruction/replication study

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出版年

2024

现代计算机

中大控股

现代计算机

影响因子：0.292

ISSN：1007-1423

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