EarthNet2021 Toolkit: Download, Evaluation, Plotting
Project description
EarthNet Toolkit
The EarthNet2021 Toolkit.
Documentation
Find more information on https://www.earthnet.tech.
Install
git clone git@git.bgc-jena.mpg.de:earthnet/earthnet-toolkit.git
cd earthnet-toolkit
pip install .
Download
Ensure you have enough free disk space! We recommend 1TB.
import earthnet as en
en.Downloader.get(data_dir, splits)
Where data_dir is the directory where EarthNet2021 shall be saved and splits is "all"or a subset of ["train","iid","ood","extreme","seasonal"].
Alternatively:
cd earthnet-toolkit/earthnet/
python download.py -h
python download.py "Path/To/Download/To" "all"
For using in the commandline.
Use EarthNetScore
Save your predictions for one test set in one folder in one of the following ways:
{pred_dir/tile/cubename.npz, pred_dir/tile/experiment_cubename.npz}
Then use the Path/To/Download/To/TestSet as the targets.
Then use the EarthNetScore:
import earthnet as en
en.EarthNetScore.get_ENS(Path/to/predictions, Path/to/targets, data_output_file = Path/to/data.json, ens_output_file = Path/to/ens.json)
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earthnet-0.2.0.tar.gz
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earthnet-0.2.0-py3-none-any.whl
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