3 papers
cs.CV2025
National level satellite-based crop field inventories in smallholder landscapes
Philippe Rufin, Pauline Lucie Hammer, Leon-Friedrich Thomas +5
The design of science-based policies to improve the sustainability of smallholder agriculture is challenged by a limited understanding of fundamental system properties, such as the…
econ.GN2024
Explaining the emergence of land-use frontiers
Patrick Meyfroidt, Dilini Abeygunawardane, Matthias Baumann +12
Land use expansion is linked to major sustainability concerns including climate change, food security and biodiversity loss. This expansion is largely concentrated in so-called fro…
cs.CV2023
Taking it further: leveraging pseudo labels for field delineation across label-scarce smallholder regions
Philippe Rufin, Sherrie Wang, Sá Nogueira Lisboa +3
Transfer learning allows for resource-efficient geographic transfer of pre-trained field delineation models. However, the scarcity of labeled data for complex and dynamic smallhold…