Applications and Comprehensive Evaluation of Commodity Reconstruction based on NeRF

NeRF, as an implicit 3D scene generation algorithm, has attracted widespread attention in the field of 3D reconstruction. However, its application in the field of small commodity 3D modeling has not been fully evaluated. To offer specific technical guidance for the application of Nerf in the e - commerce field, we perform detailed experiments and comparisons from multiple aspects such as the complexity of the background, lighting conditions, the number of images, and the surface texture of the experiment.

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Published
2025-02-21
DOI
https://doi.org/10.1145/3728725.3728737
Primary Topic
Image Processing and 3D Reconstruction
Type
article
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article

Applications and Comprehensive Evaluation of Commodity Reconstruction based on NeRF

Zhongxia Lei, Caixia Zhang, Junzhen Gui
Image Processing and 3D Reconstruction
article

Applications and Comprehensive Evaluation of Commodity Reconstruction based on NeRF

Zhongxia Lei, Caixia Zhang, Junzhen Gui
article en

Abstract

NeRF, as an implicit 3D scene generation algorithm, has attracted widespread attention in the field of 3D reconstruction. However, its application in the field of small commodity 3D modeling has not been fully evaluated. To offer specific technical guidance for the application of Nerf in the e - commerce field, we perform detailed experiments and comparisons from multiple aspects such as the complexity of the background, lighting conditions, the number of images, and the surface texture of the experiment.

North China University of Technology (CN)
Openalex Percentile: Top 89%
Image Processing and 3D Reconstruction
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Applications and Comprehensive Evaluation of Commodity Reconstruction based on NeRF — Zhongxia Lei, Caixia Zhang, et al. · (2025) | TGRS Research Map | TGRS