Super-resolution on HRRR-ERA5 v-wind pressure-level
1.7194RMSEReMatchS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ReMatchSbackbone=SwinIR, model_type=stochastic2026.06 | 1.7194 | 0.15 | 1.0976 | — | 0.0715 | 0.9051 | |
| SwinIRmodel_type=deterministic2026.06 | 1.7642 | — | — | 1.4538 | 0.0641 | 0.9016 | |
| ReMatchUbackbone=UNet, model_type=stochastic2026.06 | 1.8102 | 0.6347 | 1.1567 | — | 0.0841 | 0.9017 | |
| CFGstrategy=Classifier-Free Guidance, model_type=stochastic2026.06 | 1.8309 | 0.3418 | 1.274 | — | 0.0793 | 0.8994 | |
| CorrDiffmodel_type=stochastic2026.06 | 1.8342 | 0.3241 | 1.2859 | — | 0.0904 | 0.8991 | |
| CorrDiffmmodel_type=stochastic2026.06 | 1.8351 | 0.7701 | 1.1531 | — | 0.079 | 0.8999 | |
| UNetmodel_type=deterministic2026.06 | 1.8517 | — | — | 1.542 | 0.0737 | 0.898 | |
| UCqvariant=uncertainty-conditioned CorrDiff (quantile), model_type=stochastic2026.06 | 1.8551 | 0.595 | 1.1946 | — | 0.0842 | 0.8952 | |
| CDMmodel_type=stochastic2026.06 | 1.857 | 0.6419 | 1.1908 | — | 0.0943 | 0.8973 | |
| UCµvariant=uncertainty-conditioned CorrDiff (mean), model_type=stochastic2026.06 | 1.8584 | 0.8745 | 1.1545 | — | 0.0871 | 0.8926 | |
| ConvFNOmodel_type=deterministic2026.06 | 1.9213 | — | — | 1.6046 | 0.0715 | 0.8957 |