Socio-economic indicator estimation on Cambodia socio-economic dataset
0.914RMSE (POP)GeoReg
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GeoReg2025.07 | 0.914 | 0.032 | 0.473 | |
| READ2025.07 | 0.929 | 0.036 | 0.482 | |
| Tile2Vec2025.07 | 0.954 | 0.036 | 0.495 | |
| UrbanCLIP2025.07 | 0.992 | 0.037 | 0.514 | |
| SimCLR2025.07 | 1.004 | 0.037 | 0.521 | |
| NightlightRegressor=XGB2025.07 | 1.069 | 0.038 | 0.554 | |
| All-ModulesRegressor=XGB2025.07 | 1.109 | 0.034 | 0.571 | |
| In-Context Learning2025.07 | 1.885 | 0.036 | 0.961 | |
| All-ModulesRegressor=Linear2025.07 | 2.932 | 0.062 | 1.497 | |
| GeoLLM2025.07 | 4.796 | 9.163 | 6.979 | |
| NightlightRegressor=Linear2025.07 | 14.357 | 0.274 | 7.316 |