Weather Super-Resolution on HRRR grid
1.2496T2 RMSEAUR-MLP-4-0 ↑ 40NN | MLPLH-40-2 | MLP-8-2 ↑ 40NN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AUR-MLP-4-0 ↑ 40NN | MLPLH-40-2 | MLP-8-2 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.2496 | 1.2758 | 1.3051 | 0.514 | |
| AUR-MLP-4-0 ↑ 40NN | MLPH-40-2 | MLP-8-2 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.2865 | 1.2873 | 1.3185 | 0.5149 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-2 | MLP-8-2 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.287 | 1.288 | 1.3128 | 0.4481 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-1 | MLP-8-1 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.3277 | 1.3391 | 1.3606 | 0.7023 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-1Upscaling Factor=40x, Lead time=+6h2026.07 | 1.3859 | 1.371 | 1.395 | 0.9252 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-0Upscaling Factor=40x, Lead time=+6h2026.07 | 1.5648 | 1.5465 | 1.551 | 11.0277 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-0 | MLP-8-0 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.5707 | 1.5468 | 1.5476 | 11.0262 | |
| AUR-MLP-4-0 ↑ 40NN + MLPP-40-1Upscaling Factor=40x, Lead time=+6h2026.07 | 1.5864 | 1.5107 | 1.5103 | 3.0022 | |
| AUR-MLP-4-0 ↑ 40NN + MLPP-40-0Upscaling Factor=40x, Lead time=+6h2026.07 | 1.5912 | 1.5684 | 1.5668 | 11.5562 | |
| AUR-MLP-4-0 ↑ 40NN (HRRR biased)Upscaling Factor=40x, Upscaling Method=Nearest Neighbor, Lead time=+6h2026.07 | 1.6397 | 1.5831 | 1.5782 | 12.6193 | |
| AUR-MLP-4-0 ↑ 40BicubicUpscaling Factor=40x, Upscaling Method=Bicubic, Lead time=+6h2026.07 | 2.2606 | 1.8209 | 1.8512 | — | |
| ERA5 ↑ 40BicubicUpscaling Factor=40x, Upscaling Method=Bicubic, Lead time=+6h2026.07 | 2.3496 | 1.8581 | 1.8902 | 13.3972 | |
| Fast-SRGANLead time=+6h2026.07 | 2.3531 | 1.69 | 1.7408 | 2.2926 | |
| ERA5 ↑ 40NNUpscaling Factor=40x, Upscaling Method=Nearest Neighbor, Lead time=+6h2026.07 | 2.3734 | 1.868 | 1.8994 | 14.0689 | |
| FSRCNNLead time=+6h2026.07 | 3.9614 | 2.0776 | 2.3357 | 19.1048 |