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Uncertainty-aware models can significantly enhance the reliability of EO regression tasks, outperforming existing benchmarks and providing actionable confidence estimates.
Forget full fine-tuning: LoRA lets you adapt Geospatial Foundation Models for wildfire mapping with comparable accuracy while only tweaking 1% of the parameters.
Ditch the costly sampling: Noise2Map turns diffusion models into fast, end-to-end semantic segmentation and change detection machines by directly predicting maps from noise.
