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Training Script for BigEarthNet v2.0 (reBEN)

TU Berlin RSiM DIMA BigEarth BIFOLD
TU Berlin Logo RSiM Logo DIMA Logo BigEarth Logo BIFOLD Logo

Dataset Publication arXiv

BigEarthNet

Pre-requisites

We recommend using the pyproject.toml file to install the required dependencies based on Poetry. For use with Poetry, CUDA 12.x is required. To use CUDA 11.x, the commented lines in the pyproject.toml file have to be uncommented. To install the dependencies using Poetry, run poetry install.

Otherwise, the following dependencies are required:

  • Python 3.9 - 3.12 (e.g. install with sudo apt install python3.10)
  • configilm[full] (e.g. install with pip install configilm[full]~=0.6.6) 0.6.6 or higher
  • wandb (e.g. install with pip install wandb)
  • numpy 1.x (e.g. install with pip install numpy~=1.26.4)

Please also create an account on wandb and login using wandb login. This is required to log the training progress.

Data