Sea Ice Concentration Uncertainty Estimation on Sentinel-1 (test)
0.01Error (0-10% Bin)Bayesian Transformer
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Bayesian TransformerUncertainty Estimation=Bayesian Transformer2025.09 | 0.01 | 0.3 | 0.32 | 0.33 | 0.32 | 0.29 | 0.24 | 0.19 | 0.13 | 0.07 | |
| MC DropoutUncertainty Estimation=MC Dropout2025.09 | 0.17 | 5.38 | 5.59 | 5.35 | 4.85 | 4.37 | 3.68 | 2.65 | 1.44 | 0.82 | |
| Epoch EnsembleUncertainty Estimation=Epoch Ensemble2025.09 | 0.72 | 11.69 | 12.65 | 12.96 | 12.52 | 11.37 | 9.49 | 6.85 | 3.8 | 1.94 |