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01/13/2022
Unlocking large-scale crop field delineation in smallholder farming systems with transfer learning and weak supervision
Crop field boundaries aid in mapping crop types, predicting yields, and ...
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04/27/2021
Yield forecasting with machine learning and small data: what gains for grains?
Forecasting crop yields is important for food security, in particular to...
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09/04/2020
Looking for change? Roll the Dice and demand Attention
Change detection, i.e. identification per pixel of changes for some clas...
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10/26/2019
Deep learning on edge: extracting field boundaries from satellite images with a convolutional neural network
Applications of digital agricultural services often require either farme...
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06/27/2019
How response designs and class proportions affect the accuracy of validation data
Reference data collected to validate land cover maps are generally consi...
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04/01/2019