Self-supervised satellite imagery representations encode physically meaningful environmental signals (ERA5 variables) that correlate with downstream task performance, particularly for agriculture and disaster domains.
Enabling country-scale land cover mapping with meter-resolution satellite imagery.ISPRS Journal of Photogrammetry and Re- mote Sensing, 196:178–196, 2023
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Probing Geospatial SSL Representations with Environmental Signals
Self-supervised satellite imagery representations encode physically meaningful environmental signals (ERA5 variables) that correlate with downstream task performance, particularly for agriculture and disaster domains.