Breizhcrops

Evaluation Results

Explore the evaluation results qualitatively
and quantitatively

	average accuracy	overall accuracy
lstm	0.57	0.80
transformer	0.58	0.80
tempcnn	0.55	0.79
starrnn	0.58	0.79
msresnet	0.51	0.78
omniscalecnn	0.53	0.77

last update 8.5.2020

Python Package

The dataset, model source codes and pretrained weights can be obtained via a python package. Install with

pip install breizhcrops

and run the minimal working example

import breizhcrops as bzh
dataset = bzh.BreizhCrops("frh04")
x, y, field_id = dataset[0]
model = models.pretrained("Transformer")
y_pred = model(x.unsqueeze(0))
      

to get started.

Github Repository

Please feel free to contribute models, open issues, Fork and our GitHub repository

Reference

Please consider citing our paper BreizhCrops: A Time Series Dataset for Crop Type Mapping

@article{breizhcrops2020,
  title={BreizhCrops: A Time Series Dataset for Crop Type Mapping},
  author={Ru{\ss}wurm, Marc and Pelletier, Charlotte and Zollner, Maximilian and Lef{\`e}vre, S{\'e}bastien and K{\"o}rner, Marco},
  journal={International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences ISPRS (2020)},
  year={2020}
}