How accurate are existing land cover maps for agriculture in Sub-Saharan Africa?

1 code implementation • 5 Jul 2023 • Hannah Kerner, Catherine Nakalembe, Adam Yang, Ivan Zvonkov, Ryan McWeeny, Gabriel Tseng, Inbal Becker-Reshef

Satellite Earth observations (EO) can provide affordable and timely information for assessing crop conditions and food production.

Lightweight, Pre-trained Transformers for Remote Sensing Timeseries

1 code implementation • 27 Apr 2023 • Gabriel Tseng, Ruben Cartuyvels, Ivan Zvonkov, Mirali Purohit, David Rolnick, Hannah Kerner

Machine learning methods for satellite data have a range of societally relevant applications, but labels used to train models can be difficult or impossible to acquire.

Crop Classification Self-Supervised Learning +1