Multi-variable Weather Forecasting on WeatherBench multi-variable forecasting R, T, U, and V
96.141MSEWaveSFNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WaveSFNetParams (M)=8.26, FLOPs (G)=3.732026.03 | 96.141 | 5.255 | 7.5569 | |
| MogaNetParams (M)=9.97, FLOPs (G)=5.252026.03 | 98.664 | 5.3003 | 7.6539 | |
| TAUParams (M)=9.55, FLOPs (G)=5.012026.03 | 99.428 | 5.3282 | 7.6855 | |
| SimVPv2Params (M)=9.96, FLOPs (G)=5.252026.03 | 103.36 | 5.4856 | 7.9059 | |
| PredRNNParams (M)=24.56, FLOPs (G)=88.022026.03 | 104.16 | 5.5373 | 7.9553 | |
| HorNetParams (M)=9.68, FLOPs (G)=5.122026.03 | 104.21 | 5.5181 | 7.9854 | |
| MAUParams (M)=5.46, FLOPs (G)=12.072026.03 | 106.13 | 5.6487 | 7.9928 | |
| PredRNN++Params (M)=39.31, FLOPs (G)=129.02026.03 | 106.77 | 5.5821 | 8.0568 | |
| SimVPParams (M)=13.80, FLOPs (G)=7.262026.03 | 108.5 | 5.736 | 8.1165 | |
| ConvLSTMParams (M)=15.50, FLOPs (G)=43.332026.03 | 108.81 | 5.7439 | 8.181 | |
| PredRNNv2Params (M)=24.58, FLOPs (G)=88.492026.03 | 108.94 | 5.7747 | 8.1872 | |
| ConvMixerParams (M)=0.85, FLOPs (G)=0.492026.03 | 112.76 | 5.9114 | 8.3238 | |
| MIMParams (M)=41.71, FLOPs (G)=35.772026.03 | 121.95 | 6.2786 | 8.7376 |