no code implementations • 19 May 2023 • Valentin Barriere, Martin Claverie, Maja Schneider, Guido Lemoine, Raphaël d'Andrimont
To evaluate our approach, we release a new annotated dataset of 7. 4 million agricultural parcels in France and Netherlands.
1 code implementation • 8 May 2023 • Momchil Yordanov, Raphael d'Andrimont, Laura Martinez-Sanchez, Guido Lemoine, Dominique Fasbender, Marijn van der Velde
The aim of this paper is to select and publish a subset of LUCAS Cover photos for 12 mature major crops across the EU, to deploy, benchmark, and identify the best configuration of Mobile-net for the classification task, to showcase the possibility of using entropy-based metrics for post-processing of results, and finally to show the applications and limitations of the model in a practical and policy relevant context.
no code implementations • 19 May 2021 • Raphaël d'Andrimont, Astrid Verhegghen, Guido Lemoine, Pieter Kempeneers, Michele Meroni, Marijn van der Velde
Finally, the crop areas derived by classification are compared to the subnational (NUTS 2) area statistics reported by Eurostat.