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Credit: Edwin Remsberg/USDA-SARE For years, farmers have practiced cover cropping—growing crops between harvest seasons to nourish the soil and ready it for the succeeding cash crops.

In this study, the researchers introduced a new deep learning model and time-series datasets and developed the dual-branch network for mapping crop types in time-series remote sensing images.