Vegetation Forecasting on GreenEarthNet 25-day lead time (OOD-t)
0.08RMSEContextformer
Evaluation Results
| Method | Links | |
|---|---|---|
| ContextformerGroup=THIS STUDY, Training Data=GreenEarthNet2023.03 | 0.08 | |
| PersistenceType=NON-ML2023.03 | 0.09 | |
| EarthformerGroup=THIS STUDY, Training Data=GreenEarthNet2023.03 | 0.09 | |
| PredRNNGroup=THIS STUDY, Training Data=GreenEarthNet2023.03 | 0.1 | |
| SimVPGroup=THIS STUDY, Training Data=GreenEarthNet2023.03 | 0.1 | |
| LightGBMType=LOCAL TS2023.03 | 0.11 | |
| SG-ConvLSTMGroup=EN21, Training Data=EarthNet20212023.03 | 0.11 | |
| EarthformerGroup=EN21, Training Data=EarthNet20212023.03 | 0.11 | |
| ConvLSTMGroup=THIS STUDY, Training Data=GreenEarthNet2023.03 | 0.11 | |
| ConvLSTMGroup=EN21, Training Data=EarthNet20212023.03 | 0.12 | |
| ProphetType=LOCAL TS2023.03 | 0.13 | |
| ClimatologyType=NON-ML2023.03 | 0.16 | |
| Kalman filterType=LOCAL TS2023.03 | 0.16 | |
| Previous yearType=NON-ML2023.03 | 0.18 |