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A high-resolution canopy height model of the Earth
The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference.
https://github.com/langnico/global-canopy-height-model
canopy-height-models deep-learning ensemble gedi sentinel-2 uncertainty
Last synced: 4 days ago
JSON representation
Repository metadata
This repository contains the code used in the paper: A high-resolution canopy height model of the Earth. Here, we developed a model to estimate canopy top height anywhere on Earth. The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference.
- Host: GitHub
- URL: https://github.com/langnico/global-canopy-height-model
- Owner: langnico
- License: mit
- Created: 2023-06-09T13:48:27.000Z (6 months ago)
- Default Branch: main
- Last Pushed: 2023-07-20T13:23:26.000Z (5 months ago)
- Last Synced: 2023-09-23T07:10:41.851Z (2 months ago)
- Topics: canopy-height-models, deep-learning, ensemble, gedi, sentinel-2, uncertainty
- Language: Python
- Homepage: https://langnico.github.io/globalcanopyheight
- Size: 59.6 KB
- Stars: 13
- Watchers: 1
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Owner metadata
- Name: Nico Lang
- Login: langnico
- Email:
- Kind: user
- Description:
- Website:
- Location: Zurich CH
- Twitter:
- Company: ETH Zurich
- Icon url: https://avatars.githubusercontent.com/u/22356781?u=93071a8b5aabfa222218bb0ea9a86bc5db1c53cf&v=4
- Repositories: 2
- Last ynced at: 2023-03-11T01:49:05.461Z
- Profile URL: https://github.com/langnico
GitHub Events
Total
- Issues event: 3
- Watch event: 72
- Issue comment event: 2
- Push event: 2
- Public event: 1
- Fork event: 12
Last Year
- Fork event: 12
- Issue comment event: 2
- Issues event: 3
- Public event: 1
- Push event: 2
- Watch event: 72
Committers metadata
Last synced: 4 days ago
Total Commits: 5
Total Committers: 2
Avg Commits per committer: 2.5
Development Distribution Score (DDS): 0.2
Commits in past year: 5
Committers in past year: 2
Avg Commits per committer in past year: 2.5
Development Distribution Score (DDS) in past year: 0.2
Name | Commits | |
---|---|---|
nlang | n****g@g****h | 4 |
Nico Lang | n****l@g****m | 1 |
Committer domains:
Issue and Pull Request metadata
Last synced: 5 days ago
Total issues: 3
Total pull requests: 0
Average time to close issues: 3 minutes
Average time to close pull requests: N/A
Total issue authors: 1
Total pull request authors: 0
Average comments per issue: 0.67
Average comments per pull request: 0
Merged pull request: 0
Bot issues: 0
Bot pull requests: 0
Past year issues: 3
Past year pull requests: 0
Past year average time to close issues: 3 minutes
Past year average time to close pull requests: N/A
Past year issue authors: 1
Past year pull request authors: 0
Past year average comments per issue: 0.67
Past year average comments per pull request: 0
Past year merged pull request: 0
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- Rur1sama (3)
Top Pull Request Authors
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Dependencies
- botocore *
- ipython *
- matplotlib *
- numpy *
- pathlib *
- scikit-image *
- scikit-learn *
- sentinelhub ==3.9.0
- tables *
- tensorboard *
- tqdm *
- typing *
- urllib3 *
- wandb *
Score: 3.258096538021482