Published October 28, 2024
| Version v2
Software
Open
Training weights to classify tree species from single tree LiDAR point clouds - the DetailView AI-model.
Description
AI model weights for the DetailView model to classify tree species from single-tree LiDAR point clouds (terrestrial, uncrewed and mobile laser scanning data). The Model code can be found on GitHub (https://github.com/JulFrey/DetailView). The dataset is published at the repository of the University of Ghent (http://doi.org/10.5281/ZENODO.13255198), and the respective paper can be found on axXiv (http://doi.org/10.48550/arXiv.2408.06507). Please use the description in the GitHub repository to run the code. The model weights 'model_202305171452_60' are the ones originally used in the publication. The version 'model_ft_202412171652_3' is retrained to place more emphasis on species that are common in central Europe.
Files
Files
(476.1 MB)
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md5:7403a08c93d94dbcc904c5ad4bf80512
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238.0 MB | Download |
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md5:eebd9d351b28c719aed4b6ba411c0ed8
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Additional details
Related works
- Is new version of
- Software: 10.60493/xw42t-6mt03 (DOI)
- Is supplement to
- Software: 10.5281/zenodo.14204431 (DOI)