The Fire-Centered Evaluation Region (FCER) framework enables boundary-aware UQ evaluation, where a distilled student model shows comparable calibration to an ensemble on the WildfireSpreadTS dataset.
Dudes: Deep uncertainty distillation using ensembles for semantic segmentation.PFG – Journal of Pho- togrammetry, Remote Sensing and Geoinformation Science, 92(2)
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Boundary-Aware Uncertainty Quantification for Wildfire Spread Prediction
The Fire-Centered Evaluation Region (FCER) framework enables boundary-aware UQ evaluation, where a distilled student model shows comparable calibration to an ensemble on the WildfireSpreadTS dataset.