Regional Precipitation Forecasting (36 Hours lead time) on ERA5-CH regional forecast 0.25 degree
0.855SEEPSPersistence
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PersistenceTrainable Params (M)=0.002025.09 | 0.855 | 8.8 | 0.416 | |
| FourCastNetTrainable Params (M)=63.942025.09 | 0.824 | 12.6 | 0.31 | |
| Linear-ProbingTrainable Params (M)=0.002025.09 | 0.79 | 17.1 | 0.303 | |
| Bias-TuningTrainable Params (M)=0.782025.09 | 0.783 | 17.7 | 0.302 | |
| ResNetTrainable Params (M)=33.992025.09 | 0.767 | 21 | 0.3 | |
| ClimaXTrainable Params (M)=117.322025.09 | 0.759 | 23.1 | 0.297 | |
| RepAdapterTrainable Params (M)=3.752025.09 | 0.757 | 22.2 | 0.297 | |
| VPTTrainable Params (M)=3.752025.09 | 0.75 | 23.5 | 0.296 | |
| TADP OnlyTrainable Params (M)=2.122025.09 | 0.75 | 24.7 | 0.295 | |
| MoATrainable Params (M)=8.622025.09 | 0.749 | 23.5 | 0.296 | |
| DoRATrainable Params (M)=3.752025.09 | 0.748 | 24.6 | 0.294 | |
| FacT-TTTrainable Params (M)=2.732025.09 | 0.747 | 24.6 | 0.294 | |
| DoRATrainable Params (M)=57.922025.09 | 0.746 | 25.4 | 0.293 | |
| VeRATrainable Params (M)=0.982025.09 | 0.744 | 25.6 | 0.293 | |
| HydraLoRATrainable Params (M)=5.772025.09 | 0.734 | 26.8 | 0.292 | |
| APromptTrainable Params (M)=4.342025.09 | 0.733 | 27.1 | 0.292 | |
| AdaptFormerTrainable Params (M)=4.622025.09 | 0.731 | 25.8 | 0.293 | |
| LoRATrainable Params (M)=3.632025.09 | 0.723 | 29.4 | 0.289 | |
| ViTTrainable Params (M)=311.302025.09 | 0.717 | 29.2 | 0.29 | |
| SFAS OnlyTrainable Params (M)=1.262025.09 | 0.716 | 29.4 | 0.289 | |
| SCTTrainable Params (M)=3.942025.09 | 0.706 | 31.6 | 0.286 | |
| SAMTrainable Params (M)=3.392025.09 | 0.704 | 29.9 | 0.289 | |
| CovpassTrainable Params (M)=4.922025.09 | 0.697 | 32.6 | 0.285 | |
| AdaptFormerTrainable Params (M)=61.682025.09 | 0.691 | 32.4 | 0.286 | |
| U-NetTrainable Params (M)=19.892025.09 | 0.685 | 35.2 | 0.281 | |
| LoRATrainable Params (M)=57.802025.09 | 0.681 | 35.3 | 0.282 | |
| SSFTrainable Params (M)=3.922025.09 | 0.68 | 35.6 | 0.281 | |
| Child-Tuning_DTrainable Params (M)=3.392025.09 | 0.672 | 36.4 | 0.28 | |
| AuroraTrainable Params (M)=1239.942025.09 | 0.66 | 35.1 | 0.283 | |
| WeatherPEFTTrainable Params (M)=3.382025.09 | 0.615 | 44.3 | 0.268 | |
| Full-TuningTrainable Params (M)=1246.772025.09 | 0.542 | 48.1 | 0.263 | |
| WeatherPEFTTrainable Params (M)=52.372025.09 | 0.526 | 51.8 | 0.256 |