Precipitation Nowcasting on ERA5
28.68Temporal ScoreMeTok (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MeTok (Ours)Prediction time (hours)=0∼12026.03 | 28.68 | 52.15 | |
| SCCNPrediction time (hours)=0∼12026.03 | 26.33 | 44.72 | |
| MeTok (Ours)Prediction time (hours)=1∼22026.03 | 26.06 | 48.39 | |
| PA-NetParams(M)=18.90, MACs(G)=426.942026.03 | 24.62 | 45.38 | |
| SCCNPrediction time (hours)=1∼22026.03 | 24.17 | 44.7 | |
| MeTok (Ours)Prediction time (hours)=2∼32026.03 | 23.77 | 44.83 | |
| MeTokParams(M)=1.42, MACs(G)=387.062026.03 | 23.33 | 44.41 | |
| SimVPPrediction time (hours)=0∼12026.03 | 22.8 | 43.91 | |
| TAUPrediction time (hours)=0∼12026.03 | 22.78 | 43.73 | |
| SimVP+gSTAPrediction time (hours)=0∼12026.03 | 22.73 | 44.04 | |
| SimVPPrediction time (hours)=1∼22026.03 | 22.53 | 43.01 | |
| ConvLSTMPrediction time (hours)=0∼12026.03 | 22.48 | 40.52 | |
| TAUPrediction time (hours)=1∼22026.03 | 22.17 | 42.73 | |
| ConvLSTMPrediction time (hours)=1∼22026.03 | 22.15 | 40.1 | |
| SimVP+gSTAPrediction time (hours)=1∼22026.03 | 22.14 | 43.01 | |
| MeTok (Ours)Prediction time (hours)=3∼42026.03 | 22.08 | 42.05 | |
| ConvGRUPrediction time (hours)=0∼12026.03 | 21.89 | 40.01 | |
| TrajGRUPrediction time (hours)=0∼12026.03 | 21.87 | 40.57 | |
| ConvGRUPrediction time (hours)=1∼22026.03 | 21.63 | 39.71 | |
| TrajGRUPrediction time (hours)=1∼22026.03 | 21.62 | 40.12 | |
| SimVPPrediction time (hours)=2∼32026.03 | 21.43 | 41.27 | |
| ConvLSTMPrediction time (hours)=2∼32026.03 | 21.32 | 38.84 | |
| TAUPrediction time (hours)=2∼32026.03 | 21.15 | 40.93 | |
| ConvGRUPrediction time (hours)=2∼32026.03 | 20.98 | 38.83 | |
| SimVP+gSTAPrediction time (hours)=2∼32026.03 | 20.93 | 40.67 | |
| ConvLSTMParams(M)=14.79, MACs(G)=463.742026.03 | 20.68 | 37.83 | |
| ConvLSTMParams(M)=14.79, MACs(G)=463.742026.03 | 20.68 | 37.83 | |
| TAUParams(M)=10.05, MACs(G)=318.782026.03 | 20.58 | 39.76 | |
| TAUParams(M)=10.05, MACs(G)=318.782026.03 | 20.58 | 39.76 | |
| SimVPParams(M)=14.08, MACs(G)=419.442026.03 | 20.52 | 39.84 | |
| SimVPParams(M)=14.08, MACs(G)=419.442026.03 | 20.52 | 39.84 | |
| MeTok (Ours)Prediction time (hours)=4∼52026.03 | 20.48 | 39.49 | |
| ConvGRUParams(M)=17.19, MACs(G)=604.82026.03 | 20.41 | 38.03 | |
| ConvGRUParams(M)=17.19, MACs(G)=604.82026.03 | 20.41 | 38.03 | |
| ConvLSTMPrediction time (hours)=3∼42026.03 | 20.39 | 37.39 | |
| SimVP+gSTAParams(M)=10.48, MACs(G)=330.962026.03 | 20.27 | 39.46 | |
| SimVP+gSTAParams(M)=10.48, MACs(G)=330.962026.03 | 20.27 | 39.46 | |
| TrajGRUPrediction time (hours)=2∼32026.03 | 20.22 | 36.45 | |
| ConvGRUPrediction time (hours)=3∼42026.03 | 20.2 | 37.75 | |
| PFSTPrediction time (hours)=1∼22026.03 | 20.18 | 40.43 | |
| PredRNNPrediction time (hours)=0∼12026.03 | 20.13 | 40.56 | |
| TAUPrediction time (hours)=3∼42026.03 | 20.11 | 38.88 | |
| PFSTPrediction time (hours)=0∼12026.03 | 20.06 | 40.67 | |
| SimVPPrediction time (hours)=3∼42026.03 | 20.01 | 39.04 | |
| SCCNParams(M)=48.1, MACs(G)=2990.482026.03 | 19.77 | 38.01 | |
| SCCNParams(M)=48.1, MACs(G)=2990.482026.03 | 19.77 | 38.01 | |
| PredRNNPrediction time (hours)=1∼22026.03 | 19.75 | 39.75 | |
| SimVP+gSTAPrediction time (hours)=3∼42026.03 | 19.67 | 38.25 | |
| SCCNPrediction time (hours)=2∼32026.03 | 19.62 | 38.69 | |
| PFSTPrediction time (hours)=2∼32026.03 | 19.58 | 39.29 | |
| TrajGRUParams(M)=12.72, MACs(G)=720.642026.03 | 19.5 | 36.09 | |
| TrajGRUParams(M)=12.72, MACs(G)=720.642026.03 | 19.5 | 36.09 | |
| ConvLSTMPrediction time (hours)=4∼52026.03 | 19.4 | 35.85 | |
| ConvGRUPrediction time (hours)=4∼52026.03 | 19.35 | 36.56 | |
| TAUPrediction time (hours)=4∼52026.03 | 19.05 | 36.96 | |
| MeTok (Ours)Prediction time (hours)=5∼62026.03 | 18.96 | 37.16 | |
| PFSTParams(M)=40.65, MACs(G)=472.972026.03 | 18.95 | 38.05 | |
| PFSTParams(M)=40.65, MACs(G)=472.972026.03 | 18.95 | 38.05 | |
| TrajGRUPrediction time (hours)=3∼42026.03 | 18.84 | 35.02 | |
| PFSTPrediction time (hours)=3∼42026.03 | 18.78 | 37.56 | |
| SimVPPrediction time (hours)=4∼52026.03 | 18.75 | 36.87 | |
| PredRNNPrediction time (hours)=2∼32026.03 | 18.62 | 37.49 | |
| SimVP+gSTAPrediction time (hours)=4∼52026.03 | 18.52 | 36.15 | |
| ConvGRUPrediction time (hours)=5∼62026.03 | 18.45 | 35.31 | |
| ConvLSTMPrediction time (hours)=5∼62026.03 | 18.37 | 34.29 | |
| TAUPrediction time (hours)=5∼62026.03 | 18.2 | 35.58 | |
| PredRNNParams(M)=25.84, MACs(G)=1103.642026.03 | 17.95 | 36.58 | |
| PFSTPrediction time (hours)=4∼52026.03 | 17.95 | 35.94 | |
| PredRNNParams(M)=25.84, MACs(G)=1103.642026.03 | 17.95 | 36.58 | |
| SimVPPrediction time (hours)=5∼62026.03 | 17.65 | 34.91 | |
| TrajGRUPrediction time (hours)=4∼52026.03 | 17.61 | 32.72 | |
| SimVP+gSTAPrediction time (hours)=5∼62026.03 | 17.61 | 34.65 | |
| PredRNNPrediction time (hours)=3∼42026.03 | 17.48 | 35.67 | |
| SCCNPrediction time (hours)=3∼42026.03 | 17.39 | 35.3 | |
| PFSTPrediction time (hours)=5∼62026.03 | 17.12 | 34.42 | |
| TrajGRUPrediction time (hours)=5∼62026.03 | 16.85 | 31.63 | |
| PredRNNPrediction time (hours)=4∼52026.03 | 16.34 | 33.59 | |
| SCCNPrediction time (hours)=4∼52026.03 | 16.11 | 33.28 | |
| PredRNNPrediction time (hours)=5∼62026.03 | 15.43 | 32.39 | |
| Pers.Prediction time (hours)=0∼12026.03 | 15.27 | 31.1 | |
| SCCNPrediction time (hours)=5∼62026.03 | 14.98 | 31.37 | |
| Pers.Prediction time (hours)=1∼22026.03 | 13.57 | 28.64 | |
| Pers.Prediction time (hours)=2∼32026.03 | 12.38 | 26.98 | |
| Pers.Prediction time (hours)=3∼42026.03 | 11.125 | 25.78 | |
| Pers.Prediction time (hours)=4∼52026.03 | 10.86 | 24.89 | |
| Pers.Prediction time (hours)=5∼62026.03 | 10.34 | 24.22 | |
| W-Clim.Prediction time (hours)=0∼12026.03 | 7.24 | 16.68 | |
| W-Clim.Prediction time (hours)=1∼22026.03 | 7.24 | 16.68 | |
| W-Clim.Prediction time (hours)=2∼32026.03 | 7.24 | 16.68 | |
| W-Clim.Prediction time (hours)=3∼42026.03 | 7.24 | 16.68 | |
| W-Clim.Prediction time (hours)=4∼52026.03 | 7.24 | 16.68 | |
| W-Clim.Prediction time (hours)=5∼62026.03 | 7.24 | 16.68 | |
| Clim.Prediction time (hours)=0∼12026.03 | 6.36 | 13.36 | |
| Clim.Prediction time (hours)=1∼22026.03 | 6.36 | 13.36 | |
| Clim.Prediction time (hours)=2∼32026.03 | 6.36 | 13.36 | |
| Clim.Prediction time (hours)=3∼42026.03 | 6.36 | 13.36 | |
| Clim.Prediction time (hours)=4∼52026.03 | 6.36 | 13.36 | |
| Clim.Prediction time (hours)=5∼62026.03 | 6.36 | 13.36 |