Super-resolution on ERA5 global surface temperatures
0.847RMSE (K)Field-Space Transformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Field-Space Transformer# params [M]=15.52025.12 | 0.847 | — | — | |
| Field-Space Transformer# params [M]=32.62025.12 | 0.859 | — | — | |
| MS-ViT# params [M]=214.02025.12 | 0.865 | — | — | |
| Field-Space Transformer# params [M]=6.42025.12 | 0.888 | — | — | |
| ViT# params [M]=54.82025.12 | 0.904 | — | — | |
| U-Net Transformer# params [M]=99.62025.12 | 1.032 | — | — | |
| Bicubic2026.02 | — | 2.581 | 5.34 | |
| Conditional EDM2026.02 | — | 1.357 | 6.07 | |
| Posterior Sampling2026.02 | — | 1.237 | 5.94 | |
| SFNO-SR2026.02 | — | 2.497 | 4.99 | |
| UNet-SR2026.02 | — | 2.427 | 4.91 |