Atmospheric Downscaling on MPI-ESM (5.625°) to ERA5 (0.703125°)
658.58Z500 LRMSEGSSA-ViT
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GSSA-ViT2026.04 | 658.58 | 0.98 | 83.23 | 3.2 | 0.97 | 0.26 | 2.82 | 0.99 | 0.05 | 3.71 | 0.72 | -0.11 | 3.87 | 0.56 | 0.03 | |
| MINet2026.04 | 788.19 | 0.96 | 2.28 | 3.47 | 0.97 | -0.1 | 2.9 | 0.98 | 0.2 | 3.9 | 0.66 | -0.04 | 3.96 | 0.46 | 0 | |
| LIIF2026.04 | 808.27 | 0.96 | 21.65 | 3.51 | 0.96 | -0.07 | 2.97 | 0.98 | 0.26 | 3.97 | 0.65 | 0.08 | 4 | 0.44 | -0.04 | |
| ResNet2026.04 | 875.88 | 0.95 | 72.3 | 3.93 | 0.96 | 0.09 | 3.84 | 0.97 | 1.08 | 4.34 | 0.55 | -0.41 | 4.16 | 0.35 | 0.02 | |
| MetaSR2026.04 | 909.97 | 0.95 | -25.7 | 3.93 | 0.96 | 0.02 | 3.65 | 0.98 | -0.05 | 3.99 | 0.64 | -0.17 | 4.01 | 0.44 | 0.05 | |
| GSASR2026.04 | 919.78 | 0.95 | -58.98 | 3.78 | 0.96 | -0.36 | 3.12 | 0.98 | -0.46 | 4.23 | 0.62 | -0.02 | 4.34 | 0.38 | -0.01 | |
| Unet2026.04 | 980.46 | 0.94 | 83.06 | 4.11 | 0.95 | -0.16 | 4.36 | 0.96 | 0.05 | 5.17 | 0.31 | -0.93 | 4.36 | 0.2 | 0.05 | |
| Bilinear2026.04 | 1,114.3 | 0.92 | 71.53 | 4.65 | 0.94 | 0.1 | 4.02 | 0.97 | 0.3 | 5.28 | 0.45 | -0.14 | 5.35 | 0.2 | 0 | |
| Bicubic2026.04 | 1,141.53 | 0.92 | 71.66 | 4.8 | 0.93 | 0.11 | 4.13 | 0.97 | 0.31 | 5.53 | 0.44 | -0.14 | 5.58 | 0.2 | 0 |