Adding auxiliary geographic data layers to satellite imagery improves label efficiency and out-of-sample generalization across four SatML tasks, with frozen or hand-coded fusion beating fine-tuned variants.
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Using Multiple Input Modalities Can Improve Data-Efficiency and O.O.D. Generalization for ML with Satellite Imagery
Adding auxiliary geographic data layers to satellite imagery improves label efficiency and out-of-sample generalization across four SatML tasks, with frozen or hand-coded fusion beating fine-tuned variants.