Weather Forecasting
Weather Forecasting is the prediction of future weather conditions such as precipitation, temperature, pressure and wind.
Source: MetNet: A Neural Weather Model for Precipitation Forecasting
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PhyDNet | MSE | 4.82 | — | Unverified |
| 2 | E3D-LSTM | MSE | 4.17 | — | Unverified |
| 3 | UNet | MSE | 4.11 | — | Unverified |
| 4 | Rainformer | MSE | 4.03 | — | Unverified |
| 5 | PredRNN | MSE | 3.9 | — | Unverified |
| 6 | ConvLSTM | MSE | 3.75 | — | Unverified |
| 7 | Earthformer | MSE | 3.7 | — | Unverified |
| 8 | IAM4VP | MSE | 2.94 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CatBoost with RMSEWithUncertainty | R-AUC MSE | 1.34 | — | Unverified |
| 2 | SNN Ens U MT Np SpecFE | R-AUC MSE | 1.14 | — | Unverified |