Surface Soil Moisture retrieval on Sentinel-1
4.76RMSE (Sensor)RandomForest
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RandomForestFeature Set=Set6, Orbit=orbit_142026.06 | 4.76 | 0.78 | 0.801 | 3.81 | 0.892 | 0.89 | |
| XGBoostFeature Set=Set6, Orbit=orbit_142026.06 | 5.01 | 0.75 | 0.776 | 3.856 | 0.888 | 0.887 | |
| LightGBMFeature Set=Set6, Orbit=orbit_142026.06 | 5.04 | 0.77 | 0.783 | 3.697 | 0.898 | 0.896 | |
| RandomForestFeature Set=Set6, Orbit=orbit_872026.06 | 5.22 | 0.72 | 0.714 | 4.431 | 0.825 | 0.823 | |
| XGBoostFeature Set=Set6, Orbit=orbit_872026.06 | 5.5 | 0.69 | 0.698 | 4.42 | 0.829 | 0.824 | |
| LightGBMFeature Set=Set6, Orbit=orbit_072026.06 | 5.61 | 0.72 | 0.733 | 4.164 | 0.873 | 0.868 | |
| KNNFeature Set=Set6, Orbit=orbit_072026.06 | 5.66 | 0.7 | 0.723 | 4.355 | 0.856 | 0.856 | |
| RandomForestFeature Set=Set6, Orbit=orbit_072026.06 | 5.78 | 0.7 | 0.714 | 4.449 | 0.853 | 0.849 | |
| KNNFeature Set=Set6, Orbit=orbit_072026.06 | 6.08 | 0.64 | 0.683 | 4.507 | 0.846 | 0.845 | |
| XGBoostFeature Set=Set6, Orbit=orbit_072026.06 | 6.18 | 0.64 | 0.68 | 4.403 | 0.853 | 0.853 |