Precipitation Nowcasting on CIKM 2017
26.6192MSEMIM + FB
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MIM + FBType=Ours, Params=39.22M, FLOPS=0.135T2026.06 | 26.6192 | 153.506 | 74.07 | 78.15 | 67.2 | 55.34 | |
| MotionRNN + FBType=Ours, Params=28.09M, FLOPS=98.73G2026.06 | 26.6759 | 154.056 | 74.38 | 78.38 | 67.45 | 55.7 | |
| Predformer-TSSTType=Recurrent-free, Params=25.30M, FLOPS=8.23G2026.06 | 26.7383 | 163.146 | 73.16 | 78.72 | 67.38 | 55.22 | |
| PredRNN + FBType=Ours, Params=25.02M, FLOPS=89.36G2026.06 | 27.1508 | 155.792 | 74.03 | 78.57 | 67.67 | 55.66 | |
| MIMType=Recurrent-based, Params=38.04M, FLOPS=0.131T2026.06 | 27.2072 | 154.269 | 73.88 | 78.28 | 67.25 | 55.87 | |
| MotionRNNType=Recurrent-based, Params=26.9M, FLOPS=94.80G2026.06 | 27.2091 | 155.827 | 74.06 | 78.67 | 67.62 | 55.1 | |
| PredRNN-V2 + FBType=Ours, Params=25.03M, FLOPS=89.83G2026.06 | 27.2468 | 158.862 | 74.13 | 78.73 | 67.07 | 54.67 | |
| Predformer-STTSType=Recurrent-free, Params=25.30M, FLOPS=8.23G2026.06 | 27.3831 | 168.386 | 71.43 | 78.07 | 66.38 | 54.73 | |
| PredRNNpp + FBType=Ours, Params=39.76M, FLOPS=0.130T2026.06 | 27.8036 | 157.915 | 73.93 | 78.25 | 67.24 | 55.53 | |
| SimVP-ViTType=Recurrent-free, Params=39.6M, FLOPS=12.87G2026.06 | 27.8803 | 157.478 | 73.58 | 78.35 | 66.69 | 54.83 | |
| SwinLSTMType=Recurrent-based, Params=20.19M, FLOPS=51.49G2026.06 | 27.9612 | 158.899 | 74.05 | 78.26 | 66.52 | 55.32 | |
| PredRNN-V2Type=Recurrent-based, Params=23.9M, FLOPS=85.91G2026.06 | 28.0085 | 161.508 | 73.74 | 78.57 | 66.4 | 53.62 | |
| PredRNNppType=Recurrent-based, Params=38.6M, FLOPS=0.127T2026.06 | 28.0987 | 159.258 | 73.62 | 77.75 | 66.84 | 55.33 | |
| PredRNNType=Recurrent-based, Params=23.8M, FLOPS=85.43G2026.06 | 28.8126 | 159.404 | 73.03 | 78.03 | 66.9 | 54.71 | |
| ConvLSTMType=Recurrent-based, Params=15.1M, FLOPS=41.84G2026.06 | 28.8162 | 161.242 | 73.59 | 77.57 | 65.9 | 53.67 | |
| PyDNetType=Recurrent-based, Params=3.1M, FLOPS=11.29G2026.06 | 28.9757 | 161.143 | 73.93 | 78.09 | 66.54 | 54.89 | |
| MMVPType=Recurrent-free, Params=12.98M, FLOPS=69.45G2026.06 | 30.1724 | 165.321 | 72.85 | 78.26 | 67.3 | 56.02 | |
| WaSTType=Recurrent-free, Params=28.18M, FLOPS=14.56G2026.06 | 30.3074 | 165.804 | 73.09 | 77.73 | 65.34 | 51.74 | |
| TAUType=Recurrent-free, Params=38.4M, FLOPS=12.01G2026.06 | 30.5827 | 161.948 | 72.77 | 77.79 | 66.01 | 53.7 | |
| MAUType=Recurrent-based, Params=4.48M, FLOPS=13.11G2026.06 | 30.9094 | 167.361 | 72.34 | 77.31 | 65.84 | 54.59 | |
| SimVP-gSTAType=Recurrent-free, Params=4.82M, FLOPS=1.238G2026.06 | 31.3121 | 166.261 | 71.95 | 77.31 | 65.94 | 54.16 |