Vegetation Forecasting on GreenEarthNet OOD-t 100-day lead time
0.62R2PredRNN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PredRNNGroup=THIS STUDY, Training Data=GreenEarthNet, #Params=1.4M2023.03 | 0.62 | 0.15 | 0.03 | 0.1 | 64.7 | |
| ContextformerGroup=THIS STUDY, Training Data=GreenEarthNet, #Params=6.1M2023.03 | 0.62 | 0.14 | 0.09 | 0.09 | 66.8 | |
| SimVPGroup=THIS STUDY, Training Data=GreenEarthNet, #Params=6.6M2023.03 | 0.6 | 0.15 | 0.03 | 0.09 | 64.1 | |
| ClimatologyType=NON-ML, #Params=02023.03 | 0.58 | 0.18 | -0.34 | 0.13 | — | |
| ConvLSTMGroup=THIS STUDY, Training Data=GreenEarthNet, #Params=1.0M2023.03 | 0.58 | 0.16 | -0.13 | 0.11 | 53.1 | |
| ProphetType=LOCAL TS, #Params=O(10)2023.03 | 0.57 | 0.16 | -0.05 | 0.11 | 60.6 | |
| Previous yearType=NON-ML, #Params=02023.03 | 0.56 | 0.2 | -0.4 | 0.14 | 19.3 | |
| SG-ConvLSTMGroup=EN21, Training Data=EarthNet2021, #Params=0.7M2023.03 | 0.53 | 0.19 | -0.33 | 0.14 | 45.8 | |
| EarthformerGroup=THIS STUDY, Training Data=GreenEarthNet, #Params=60.6M2023.03 | 0.52 | 0.16 | -0.13 | 0.1 | 56.5 | |
| LightGBMType=LOCAL TS2023.03 | 0.51 | 0.17 | -0.22 | 0.12 | 42.2 | |
| ConvLSTMGroup=EN21, Training Data=EarthNet2021, #Params=0.2M2023.03 | 0.51 | 0.18 | -0.37 | 0.12 | 43.9 | |
| EarthformerGroup=EN21, Training Data=EarthNet2021, #Params=60.6M2023.03 | 0.49 | 0.17 | -0.27 | 0.12 | 47.2 | |
| Kalman filterType=LOCAL TS, #Params=O(10)2023.03 | 0.41 | 0.19 | -0.57 | 0.13 | 27 | |
| PersistenceType=NON-ML, #Params=02023.03 | 0 | 0.23 | -1.28 | 0.17 | 21.8 |