ViTCG, a channel-grouped Vision Transformer, retrieves AOD from PACE hyperspectral data with 62% lower MSE than prior foundation models while producing spatially coherent fields.
Himawari-8 aerosol optical depth (aod) retrieval using a deep neural network trained using aeronet observations,
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Foundation AI Models for Aerosol Optical Depth Estimation from PACE Satellite Data
ViTCG, a channel-grouped Vision Transformer, retrieves AOD from PACE hyperspectral data with 62% lower MSE than prior foundation models while producing spatially coherent fields.