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cs.LG2025★ 5 cited
Field-scale soil moisture estimated from Sentinel-1 SAR data using a knowledge-guided deep learning approach
Yi Yu, Patrick Filippi, Thomas F. A. Bishop
Soil moisture (SM) estimation from active microwave data remains challenging due to the complex interactions between radar backscatter and surface characteristics. While the water…
cs.LG2025★ 8 cited
LimeSoDa: A Dataset Collection for Benchmarking of Machine Learning Regressors in Digital Soil Mapping
J. Schmidinger, S. Vogel, V. Barkov +33
Digital soil mapping (DSM) relies on a broad pool of statistical methods, yet determining the optimal method for a given context remains challenging and contentious. Benchmarking s…