Sea Ice Concentration Uncertainty Estimation on AMSR2 (test)
0.02Error (0-10% Conc Bin)Bayesian Transformer
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Bayesian TransformerUncertainty Estimation=Bayesian Transformer2025.09 | 0.02 | 0.41 | 0.39 | 0.39 | 0.37 | 0.33 | 0.28 | 0.23 | 0.19 | 0.13 | |
| Epoch EnsembleUncertainty Estimation=Epoch Ensemble2025.09 | 0.88 | 11.39 | 12.72 | 13.93 | 13.71 | 12.21 | 9.86 | 6.54 | 3.5 | 2.16 | |
| MC DropoutUncertainty Estimation=MC Dropout2025.09 | 7.91 | 18.3 | 22.57 | 25.17 | 27.78 | 29.16 | 26.85 | 21.35 | 13.68 | 4.93 |