Geopotential Prediction (Z500) on WeatherBench ERA5 2017-2018 5.625° (test)
198Latitude-Weighted RMSE (3 days)SMOE (pretrained)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA5, Resolution=1.4°2022.11 | 198 | 382 | |
| SMOE (pretrained)Pre-training=true, Additional Data=Extra ERA52022.11 | 232 | 440 | |
| SMOE (pretrained)Pre-training=true2022.11 | 253 | 488 | |
| R&T (pretrained)Pre-training=true2022.11 | 267 | 500 | |
| 3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Prior=true2022.11 | 270 | 525 | |
| 3x3 convs → SMOESMOE Replacement=All 3x3 convolutions2022.11 | 278 | 530 | |
| LRLCN2022.11 | 290 | 549 | |
| Last layer SMOESMOE Position=After final convolution2022.11 | 298 | 553 | |
| SMOE after first layerSMOE Position=After first convolution2022.11 | 305 | 556 | |
| Rasp and ThuereyArchitecture=ResNet, Width=2x2022.11 | 310 | 555 | |
| Rasp and ThuereyArchitecture=ResNet2022.11 | 316 | 563 | |
| 3x3 convs → SMOESMOE Replacement=All 3x3 convolutions, Gate Initialization=Random fixed2022.11 | 328 | 572 | |
| ViT (2x2)Patch size=2x22022.11 | 438 | 638 |