Self-supervised satellite imagery representations encode physically meaningful environmental signals (ERA5 variables) that correlate with downstream task performance, particularly for agriculture and disaster domains.
Designing and interpreting probes with control tasks, 2019
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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.