Atmospheric Downscaling on MPI-ESM to ERA5 (1.40625°)
658.84LRMSE (Z500)GSSA-ViT
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GSSA-ViT2026.04 | 658.84 | 0.98 | 85.11 | 3.2 | 0.97 | 0.27 | 2.83 | 0.99 | 0.06 | 3.71 | 0.72 | -0.11 | 3.87 | 0.56 | 0.02 | |
| MINet2026.04 | 786.93 | 0.96 | -4.67 | 3.46 | 0.97 | -0.1 | 2.76 | 0.99 | -0.18 | 3.87 | 0.66 | 0.07 | 3.94 | 0.47 | 0.01 | |
| MetaSR2026.04 | 791.71 | 0.96 | -11.09 | 3.51 | 0.97 | -0.01 | 3.06 | 0.98 | 0 | 3.95 | 0.65 | -0.03 | 3.99 | 0.45 | 0.03 | |
| LIIF2026.04 | 802.6 | 0.96 | 21.3 | 3.5 | 0.96 | -0.1 | 2.79 | 0.99 | 0.14 | 3.92 | 0.66 | 0.13 | 3.98 | 0.46 | -0.07 | |
| ClimaX2026.04 | 807.43 | 0.96 | 2.7 | 3.49 | 0.97 | -0.11 | 2.79 | 0.99 | -0.06 | 3.99 | 0.66 | 0.04 | 4.06 | 0.47 | -0.02 | |
| ViT2026.04 | 811.61 | 0.96 | -54.32 | 3.58 | 0.97 | -0.29 | 2.8 | 0.99 | -0.06 | 4.01 | 0.66 | -0.08 | 4.07 | 0.47 | 0.01 | |
| ResNet2026.04 | 825.75 | 0.96 | -108.54 | 3.6 | 0.96 | 0.19 | 2.89 | 0.98 | 0.14 | 4.05 | 0.65 | 0.06 | 4.11 | 0.45 | 0.09 | |
| Unet2026.04 | 858.35 | 0.95 | 35.1 | 3.66 | 0.96 | -0.34 | 2.95 | 0.98 | 0.16 | 4.09 | 0.64 | -0.06 | 4.13 | 0.44 | 0.08 | |
| GSASR2026.04 | 918.2 | 0.95 | -71.32 | 3.78 | 0.96 | -0.44 | 3.12 | 0.98 | -0.56 | 4.23 | 0.62 | -0.06 | 4.34 | 0.38 | -0.04 | |
| Bilinear2026.04 | 1,114.65 | 0.92 | 71.23 | 4.64 | 0.94 | 0.1 | 3.97 | 0.97 | -0.05 | 5.24 | 0.45 | -0.06 | 5.34 | 0.2 | 0 | |
| Bicubic2026.04 | 1,142.43 | 0.92 | 71.36 | 4.8 | 0.93 | 0.11 | 4.07 | 0.97 | -0.05 | 5.49 | 0.44 | -0.06 | 5.57 | 0.2 | 0 |