UMD Soil & Environmental Biogeochemistry Group
SoilBioGeoAI
Machine learning tools for soil spectroscopy, satellite analysis, and biogeochemical prediction. Restricted to @umd.edu accounts.
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MIR Soil Predictor
Predict soil organic carbon, nitrogen, pH, and other properties from mid-infrared spectra using a 1D CNN.
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Satellite Predictor Coming soon
ConvNeXt V2 model for soil property estimation from multispectral satellite imagery.
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TabPFN Coming soon
Prior-fitted networks for tabular biogeochemical data — no hyperparameter tuning required.