Precipitation Nowcasting on MeteoNet
0.8167SSIMDiffCast
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffCastTsample=21.30, N=2502025.12 | 0.8167 | 0.128 | 0.3831 | 0.4771 | 0.6335 | 0.5328 | — | — | — | — | — | — | |
| PredRNNTsample=0.16, N=-2025.12 | 0.8158 | 0.1419 | 0.3455 | 0.4904 | 0.5837 | 0.481 | — | — | — | — | — | — | |
| SimVPTsample=0.02, N=-2025.12 | 0.8134 | 0.1734 | 0.3858 | 0.4467 | 0.5746 | 0.5358 | — | — | — | — | — | — | |
| STLDMTsample=0.51, N=202025.12 | 0.8053 | 0.1275 | 0.3748 | 0.4921 | 0.6575 | 0.5233 | — | — | — | — | — | — | |
| McCastMemory-based modeling=explicit memory-based2026.05 | 0.803 | 0.122 | 0.392 | — | — | 0.532 | 0.386 | 0.224 | — | — | — | — | |
| DuoCastYear=20252024.12 | 0.7981 | — | 0.3892 | — | — | 0.5297 | 0.3841 | 0.2381 | — | — | — | — | |
| AlphaPreMemory-based modeling=None2026.05 | 0.797 | 0.199 | 0.382 | — | — | 0.516 | 0.363 | 0.2 | — | — | — | — | |
| AlphaPreYear=20252024.12 | 0.7968 | — | 0.3824 | — | — | 0.5164 | 0.3633 | 0.2002 | — | — | — | — | |
| ConvLSTMTsample=0.02, N=-2025.12 | 0.7938 | 0.2203 | 0.3619 | 0.3687 | 0.413 | 0.5056 | — | — | — | — | — | — | |
| MAUMemory-based modeling=None2026.05 | 0.79 | 0.302 | 0.323 | — | — | 0.445 | 0.284 | 0.1 | — | — | — | — | |
| RectiCasttype=cascaded2025.11 | 0.7899 | 0.1211 | — | — | — | 0.5339 | — | — | 0.4001 | 0.5049 | 0.6684 | — | |
| MAUYear=20212024.12 | 0.7897 | — | 0.3233 | — | — | 0.4452 | 0.2839 | 0.0997 | — | — | — | — | |
| DiffCastMemory-based modeling=semi-memory-based2026.05 | 0.789 | 0.154 | 0.351 | — | — | 0.485 | 0.334 | 0.181 | — | — | — | — | |
| DiffCastYear=20242024.12 | 0.7887 | — | 0.3512 | — | — | 0.4846 | 0.334 | 0.1808 | — | — | — | — | |
| FACLYear=20242024.12 | 0.7881 | — | 0.3612 | — | — | 0.5006 | 0.3341 | 0.1801 | — | — | — | — | |
| NowcastNetMemory-based modeling=None2026.05 | 0.788 | 0.288 | 0.343 | — | — | 0.475 | 0.321 | 0.16 | — | — | — | — | |
| PercpCastMemory-based modeling=semi-memory-based2026.05 | 0.788 | 0.133 | 0.372 | — | — | 0.505 | 0.364 | 0.196 | — | — | — | — | |
| NowcastNetYear=20232024.12 | 0.7879 | — | 0.3427 | — | — | 0.4751 | 0.3206 | 0.1598 | — | — | — | — | |
| DiffCasttype=cascaded2025.11 | 0.7859 | 0.1204 | — | — | — | 0.4783 | — | — | 0.3492 | 0.4734 | 0.6407 | — | |
| ConvGRUMemory-based modeling=None2026.05 | 0.783 | 0.254 | 0.34 | — | — | 0.467 | 0.299 | 0.143 | — | — | — | — | |
| PercpCasttype=cascaded2025.11 | 0.7828 | 0.1367 | — | — | — | 0.4721 | — | — | 0.3532 | 0.4629 | 0.6018 | — | |
| PhyDNetYear=20202024.12 | 0.7823 | — | 0.3384 | — | — | 0.4673 | 0.3194 | 0.1366 | — | — | — | — | |
| PhyDNetMemory-based modeling=None2026.05 | 0.782 | 0.284 | 0.338 | — | — | 0.467 | 0.319 | 0.137 | — | — | — | — | |
| CasCasttype=cascaded2025.11 | 0.7807 | 0.1256 | — | — | — | 0.4511 | — | — | 0.3327 | 0.4439 | 0.6188 | — | |
| EarthformerTsample=0.02, N=-2025.12 | 0.7806 | 0.2739 | 0.3401 | 0.3244 | 0.3488 | 0.4786 | — | — | — | — | — | — | |
| SimVPYear=20222024.12 | 0.7804 | — | 0.3351 | — | — | 0.4573 | 0.3002 | 0.113 | — | — | — | — | |
| SimVPMemory-based modeling=None2026.05 | 0.78 | 0.341 | 0.335 | — | — | 0.457 | 0.3 | 0.113 | — | — | — | — | |
| EarthformerYear=20222024.12 | 0.7772 | — | 0.3205 | — | — | 0.4491 | 0.2884 | 0.1237 | — | — | — | — | |
| EarthformerMemory-based modeling=None2026.05 | 0.777 | 0.363 | 0.321 | — | — | 0.449 | 0.288 | 0.124 | — | — | — | — | |
| FACLMemory-based modeling=None2026.05 | 0.776 | 0.216 | 0.36 | — | — | 0.501 | 0.331 | 0.181 | — | — | — | — | |
| ConvLSTMtype=deterministic, architecture=RNN-based2025.11 | 0.7756 | 0.3001 | — | — | — | 0.4633 | — | — | 0.3394 | 0.3555 | 0.4021 | — | |
| Earthformertype=deterministic, architecture=Transformer-based2025.11 | 0.7691 | 0.3482 | — | — | — | 0.4554 | — | — | 0.3244 | 0.3403 | 0.4193 | — | |
| LDCastTsample=4.76, N=502025.12 | 0.7654 | 0.1691 | 0.262 | 0.3658 | 0.5685 | 0.3904 | — | — | — | — | — | — | |
| CasCastYear=20242024.12 | 0.7622 | — | 0.3317 | — | — | 0.4682 | 0.3021 | 0.1351 | — | — | — | — | |
| EarthFarseerYear=20242024.12 | 0.7542 | — | 0.3404 | — | — | 0.4726 | 0.317 | 0.1372 | — | — | — | — | |
| EarthFarseerMemory-based modeling=None2026.05 | 0.754 | 0.3 | 0.34 | — | — | 0.473 | 0.317 | 0.137 | — | — | — | — | |
| SimVPtype=deterministic, architecture=CNN-based2025.11 | 0.7394 | 0.3622 | — | — | — | 0.4589 | — | — | 0.3382 | 0.3391 | 0.398 | — | |
| PreDiffYear=20242024.12 | 0.7085 | — | 0.2944 | — | — | 0.4462 | 0.2641 | 0.1202 | — | — | — | — | |
| PreDiffTsample=70.80, N=10002025.12 | 0.7059 | 0.1543 | 0.2657 | 0.3854 | 0.5692 | 0.3782 | — | — | — | — | — | — | |
| Predifftype=probabilistic, architecture=Latent Diffusion Model2025.11 | 0.6703 | 0.2077 | — | — | — | 0.3523 | — | — | 0.2479 | 0.3692 | 0.5377 | — | |
| FourCastNetYear=20222024.12 | 0.645 | — | 0.3027 | — | — | 0.4216 | 0.2533 | 0.1085 | — | — | — | — | |
| FourCastNetMemory-based modeling=None2026.05 | 0.645 | 0.465 | 0.303 | — | — | 0.422 | 0.253 | 0.109 | — | — | — | — | |
| CasCast2026.05 | — | — | — | — | — | — | — | — | 0.3156 | — | — | 0.018 | |
| EarthFormer2026.05 | — | — | — | — | — | — | — | — | 0.2831 | — | — | 0.0224 | |
| NowcastNet2026.05 | — | — | — | — | — | — | — | — | 0.2955 | — | — | 0.0277 | |
| PreDiff2026.05 | — | — | — | — | — | — | — | — | 0.2546 | — | — | 0.0197 |