Radar Nowcasting on SEVIR
75.1SSIMOmni-Weather
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Omni-Weatherthinking inference=true2025.12 | 75.1 | 35.3 | 2.86 | 42.1 | 54.2 | 0.028 | 0.166 | — | — | — | — | |
| Cascast2025.12 | 74.6 | 38.4 | 2.72 | 41.4 | 51.8 | 0.031 | 0.207 | — | — | — | — | |
| Omni-Weatherthinking inference=false2025.12 | 74.6 | 38.4 | 2.69 | 42.7 | 53.9 | 0.026 | 0.179 | — | — | — | — | |
| Diffcast2025.12 | 73.9 | 37.5 | 2.43 | 40.7 | 51.1 | 0.033 | 0.235 | — | — | — | — | |
| Earthformer2025.12 | 72.9 | 38.9 | 1.92 | 40.1 | 38.7 | 0.037 | 0.322 | — | — | — | — | |
| PredRNNTsample=0.15, N=-2025.12 | 72.38 | 35.53 | — | — | — | — | 0.2708 | 37.02 | 41.53 | 46.21 | — | |
| ConvLSTMTsample=0.03, N=-2025.12 | 72.16 | 34.58 | — | — | — | — | 0.3025 | 34.11 | 36.07 | 44.67 | — | |
| SimVPTsample=0.01, N=-2025.12 | 72.09 | 37.88 | — | — | — | — | 0.2793 | 38.03 | 41.6 | 49.2 | — | |
| STLDMTsample=0.51, N=202025.12 | 71.83 | 38.04 | — | — | — | — | 0.1929 | 46.62 | 61.78 | 50.24 | — | |
| EarthformerTsample=0.02, N=-2025.12 | 71.02 | 35.56 | — | — | — | — | 0.3254 | 35.33 | 38.38 | 46.11 | — | |
| DiffCastTsample=5.20, N=2502025.12 | 69.79 | 35.8 | — | — | — | — | 0.1948 | 45.55 | 62.81 | 47.51 | — | |
| EarthformerMethod Type=Deterministic2025.05 | 67.73 | — | — | 26.17 | 29.1 | — | 0.414 | — | — | 30.73 | 25.13 | |
| PhyDnetMethod Type=Deterministic2025.05 | 67.64 | — | — | 26.85 | 30.05 | — | 0.3785 | — | — | 31.24 | 25.6 | |
| ConvGRUMethod Type=Deterministic2025.05 | 65.32 | — | — | 25.54 | 30.5 | — | 0.3766 | — | — | 28.34 | 24.16 | |
| Earthformertype=deterministic, architecture=Transformer-based2025.11 | 65.21 | — | — | 27.04 | 30.46 | — | 0.4112 | — | — | 30.16 | 25.19 | |
| STRPMMethod Type=Generative2025.05 | 65.13 | — | — | 32.43 | 49.59 | — | 0.2577 | — | — | 32.77 | 25.12 | |
| PercpCasttype=cascaded2025.11 | 64.29 | — | — | 39.46 | 52.39 | — | 0.1997 | — | — | 40.52 | 31.03 | |
| MAUMethod Type=Deterministic2025.05 | 63.61 | — | — | 25.66 | 28.61 | — | 0.3933 | — | — | 30.04 | 24.63 | |
| DiffCastMethod Type=Generative2025.05 | 63.54 | — | — | 41.22 | 56.83 | — | 0.1812 | — | — | 40.33 | 30.77 | |
| RectiCasttype=cascaded2025.11 | 63.31 | — | — | 41.39 | 58.06 | — | 0.1894 | — | — | 42.01 | 32.69 | |
| DiffCasttype=cascaded2025.11 | 63.05 | — | — | 39.88 | 56.41 | — | 0.1836 | — | — | 40.28 | 31.05 | |
| SimVPMethod Type=Deterministic2025.05 | 63.04 | — | — | 28.44 | 34.52 | — | 0.3914 | — | — | 33.69 | 26.62 | |
| SimVPtype=deterministic, architecture=CNN-based2025.11 | 62.91 | — | — | 30.14 | 33.35 | — | 0.3909 | — | — | 35.43 | 28.73 | |
| PreDiffTsample=73.09, N=10002025.12 | 62.79 | 32.76 | — | — | — | — | 0.2217 | 42.71 | 60.96 | 44.98 | — | |
| CasCasttype=cascaded2025.11 | 61.29 | — | — | 38.36 | 54.32 | — | 0.1977 | — | — | 38.89 | 30.41 | |
| ConvLSTMtype=deterministic, architecture=RNN-based2025.11 | 60.67 | — | — | 29.03 | 32.68 | — | 0.3928 | — | — | 34.12 | 27.92 | |
| RainPro-2RMethod Type=Deterministic2025.05 | 59.66 | — | — | 38.34 | 41.71 | — | 0.2353 | — | — | 45.01 | 35.24 | |
| LDCastTsample=4.26, N=502025.12 | 57.72 | 21.93 | — | — | — | — | 0.2906 | 28.98 | 45.98 | 29.95 | — | |
| Predifftype=probabilistic, architecture=Latent Diffusion Model2025.11 | 54.23 | — | — | 31.24 | 42.11 | — | 0.2804 | — | — | 30.96 | 23.77 | |
| MCVDMethod Type=Generative2025.05 | 52.65 | — | — | 30.2 | 47.06 | — | 0.217 | — | — | 27.43 | 21.48 | |
| PreDiffMethod Type=Generative2025.05 | 51.85 | — | — | 30.41 | 40.28 | — | 0.2851 | — | — | 29.86 | 23.04 |