High-fidelity wheat plant reconstruction using 3D Gaussian splatting and neural radiance fields

We believe that these new methods will be transformative in the field of 3D plant phenotyping, plant reconstruction, and active vision. To further this cause, we release all robot configuration and control software, alongside our extensive multiview dataset. We also release all scripts necessary to train both 3DGS and NeRF, all trained models data, and final 3D point cloud representations. Our dataset can be accessed via https://plantimages.nottingham.ac.uk/ or https://https://doi.org/10.5524/102661. Our software can be accessed via https://github.com/Lewis-Stuart-11/3D-Plant-View-Synthesis.

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Publication Details

Journal
GigaScience
Published
2025-01-01
DOI
https://doi.org/10.1093/gigascience/giaf022
Citations
15
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
26.25

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article

High-fidelity wheat plant reconstruction using 3D Gaussian splatting and neural radiance fields

Jonathan A. Atkinson, Michael P. Pound, Darren M. Wells, Jack Walker et al.
15 citations
GigaScience
Smart Agriculture and AI
26.25
article

High-fidelity wheat plant reconstruction using 3D Gaussian splatting and neural radiance fields

Jonathan A. Atkinson, Michael P. Pound, Darren M. Wells, Jack Walker, Simon Castle-Green, Lewis A G Stuart
article en
15 citations

Abstract

We believe that these new methods will be transformative in the field of 3D plant phenotyping, plant reconstruction, and active vision. To further this cause, we release all robot configuration and control software, alongside our extensive multiview dataset. We also release all scripts necessary to train both 3DGS and NeRF, all trained models data, and final 3D point cloud representations. Our dataset can be accessed via https://plantimages.nottingham.ac.uk/ or https://https://doi.org/10.5524/102661. Our software can be accessed via https://github.com/Lewis-Stuart-11/3D-Plant-View-Synthesis.

GigaScienceVol. 14
University of Nottingham (GB)
University of Nottingham
Openalex Percentile: Top 0%
Smart Agriculture and AI
26.25
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High-fidelity wheat plant reconstruction using 3D Gaussian splatting and neural radiance fields — Jonathan A. Atkinson, Michael P. Pound, et al. · GigaScience (2025) | TGRS Research Map | TGRS