Precipitation nowcasting on Radar Echo dataset (test)
43.1CSI@30MIM + MotionRNN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MIM + MotionRNNbackbone=MIM, MotionRNN=enabled2021.03 | 43.1 | — | — | — | — | — | — | 40.3 | 34.3 | |
| MIMbackbone=MIM2021.03 | 42.9 | — | — | — | — | — | — | 39.9 | 31.7 | |
| PredRNN + MotionRNNbackbone=PredRNN, MotionRNN=enabled2021.03 | 42.4 | — | — | — | — | — | — | 39.1 | 34.5 | |
| ConvLSTM + MotionRNNbackbone=ConvLSTM, MotionRNN=enabled2021.03 | 41.1 | — | — | — | — | — | — | 38.7 | 35 | |
| PredRNNbackbone=PredRNN2021.03 | 40.1 | — | — | — | — | — | — | 37.8 | 30.6 | |
| ConvLSTMbackbone=ConvLSTM2021.03 | 38.5 | — | — | — | — | — | — | 36 | 31.5 | |
| E3D-LSTM + MotionRNNbackbone=E3D-LSTM, MotionRNN=enabled2021.03 | 37.9 | — | — | — | — | — | — | 36.6 | 33.3 | |
| E3D-LSTMbackbone=E3D-LSTM2021.03 | 35 | — | — | — | — | — | — | 30.9 | 25.4 | |
| TrajGRUbackbone=TrajGRU2021.03 | 25.1 | — | — | — | — | — | — | 20.1 | 15 | |
| Conv-LSTMInput window=5 images, Prediction window=15 images, Image resolution=100x1002018.06 | — | 1.42 | 57.7 | 19.5 | 66 | 0.908 | — | — | — | |
| Conv-LSTM-BMSInput window=5 images, Prediction window=15 images, Image resolution=100x100, Number of samples (T)=12018.06 | — | 1.163 | 67 | 16.3 | 73.4 | 0.918 | 132.52 | — | — | |
| Conv-LSTM-CVAEInput window=5 images, Prediction window=15 images, Image resolution=100x100, Number of samples (T)=12018.06 | — | 1.259 | 65.1 | 15.5 | 70.1 | 0.91 | 132.78 | — | — | |
| ConvLSTMKernel Size=3x3, Architecture=3x3-64-3x3-64, Prediction Steps=152015.06 | — | 1.42 | 57.7 | 19.5 | 66 | 0.908 | — | — | — | |
| FC-LSTMArchitecture=2000-2000, Prediction Steps=152015.06 | — | 1.865 | 28.6 | 33.5 | 35.1 | 0.774 | — | — | — | |
| Rover1Prediction Steps=152015.06 | — | 1.712 | 51.6 | 30.8 | 63.6 | 0.843 | — | — | — | |
| Rover2Prediction Steps=152015.06 | — | 1.684 | 52.2 | 30.1 | 64.2 | 0.85 | — | — | — | |
| Rover3Prediction Steps=152015.06 | — | 1.685 | 52.2 | 30.1 | 64.2 | 0.849 | — | — | — |