Weather Super-resolution on HadISD in-situ observations
1.6978T2 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 | 1.6978 | 1.518 | 1.5723 | 4.367 | |
| ERA5 ↑ 40BicubicUpscaling Factor=40x, Upscaling Method=Bicubic, Lead time=+6h2026.07 | 1.7212 | 1.8112 | 1.8112 | 13.8708 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-2 | MLP-8-2 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.7427 | 1.5234 | 1.5779 | 4.3617 | |
| AUR-MLP-4-0 ↑ 40NN | MLPH-40-2 | MLP-8-2 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.7475 | 1.5227 | 1.5801 | 4.3503 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-1 | MLP-8-1 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.7964 | 1.5431 | 1.5998 | 4.5694 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-1Upscaling Factor=40x, Lead time=+6h2026.07 | 1.8571 | 1.5607 | 1.6196 | 4.5909 | |
| AUR-MLP-4-0 ↑ 40BicubicUpscaling Factor=40x, Upscaling Method=Bicubic, Lead time=+6h2026.07 | 1.955 | 1.7037 | 1.799 | — | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-0Upscaling Factor=40x, Lead time=+6h2026.07 | 1.973 | 1.6353 | 1.7055 | 11.2287 | |
| AUR-MLP-4-0 ↑ 40NN + MLPP-40-0Upscaling Factor=40x, Lead time=+6h2026.07 | 1.9823 | 1.6421 | 1.7125 | 11.5377 | |
| AUR-MLP-4-0 ↑ 40NN | MLP-40-0 | MLP-8-0 ↑ 40NNUpscaling Factor=40x, Lead time=+6h2026.07 | 1.9883 | 1.6363 | 1.7038 | 11.2257 | |
| AUR-MLP-4-0 ↑ 40NN + MLPP-40-1Upscaling Factor=40x, Lead time=+6h2026.07 | 2.0013 | 1.6285 | 1.6866 | 5.551 | |
| AUR-MLP-4-0 ↑ 40NN (HRRR biased)Upscaling Factor=40x, Upscaling Method=Nearest Neighbor, Lead time=+6h2026.07 | 2.0066 | 1.6588 | 1.7261 | 12.61 | |
| ERA5 ↑ 40NNUpscaling Factor=40x, Upscaling Method=Nearest Neighbor, Lead time=+6h2026.07 | 2.0306 | 1.8232 | 1.8232 | 14.3087 | |
| Fast-SRGANLead time=+6h2026.07 | 2.8084 | 1.7912 | 1.8791 | 4.8471 | |
| FSRCNNLead time=+6h2026.07 | 5.8717 | 2.2053 | 2.4033 | 18.7897 |