FuelDeep3D
3D Fuel Segmentation Using Terrestrial Laser Scanning and Deep Learning
Description
Provides tools for preprocessing, feature extraction, and segmentation of three-dimensional forest point clouds derived from terrestrial laser scanning. Functions support creating height-above-ground (HAG) metrics, tiling, and sampling point clouds, generating training datasets, applying trained models to new point clouds, and producing per-point fuel classes such as stems, branches, foliage, and surface fuels. These tools support workflows for forest structure analysis, wildfire behavior modeling, and fuel complexity assessment. Deep learning segmentation relies on the PointNeXt architecture described by Qian et al. (2022) <doi:10.48550/arXiv.2206.04670>, while ground classification utilizes the Cloth Simulation Filter algorithm by Zhang et al. (2016) <doi:10.3390/rs8060501>.
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| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | OK |
| r-devel-linux-x86_64-debian-gcc | OK |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | NOTE |
| r-oldrel-macos-x86_64 | NOTE |
| r-oldrel-windows-x86_64 | NOTE |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (14 non-OK)
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installed package size
installed size is 7.1Mb
sub-directories of 1Mb or more:
extdata 2.8Mb
readme 4.0Mb
installed package size
installed size is 7.1Mb
sub-directories of 1Mb or more:
extdata 2.8Mb
readme 4.0Mb
installed package size
installed size is 7.0Mb
sub-directories of 1Mb or more:
extdata 2.8Mb
readme 4.0Mb
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Check History
NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
installed package size
installed size is 7.1Mb
sub-directories of 1Mb or more:
extdata 2.8Mb
readme 4.0Mb
installed package size
installed size is 7.1Mb
sub-directories of 1Mb or more:
extdata 2.8Mb
readme 4.0Mb
installed package size
installed size is 7.0Mb
sub-directories of 1Mb or more:
extdata 2.8Mb
readme 4.0Mb