Socio-economic indicator estimation on Vietnam socio-economic dataset
0.681RMSE (GRDP)Nightlight
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NightlightRegressor=XGB2025.07 | 0.681 | 0.536 | 0.028 | 0.415 | |
| GeoReg2025.07 | 0.695 | 0.516 | 0.028 | 0.413 | |
| In-Context Learning2025.07 | 0.778 | 0.71 | 0.028 | 0.506 | |
| READ2025.07 | 0.866 | 0.6 | 0.027 | 0.498 | |
| Tile2Vec2025.07 | 0.875 | 0.603 | 0.027 | 0.502 | |
| SimCLR2025.07 | 0.936 | 0.632 | 0.027 | 0.532 | |
| All-ModulesRegressor=XGB2025.07 | 0.941 | 0.614 | 0.03 | 0.528 | |
| GeoLLM2025.07 | 0.956 | 0.543 | 0.031 | 0.51 | |
| UrbanCLIP2025.07 | 0.965 | 0.649 | 0.027 | 0.547 | |
| All-ModulesRegressor=Linear2025.07 | 0.988 | 0.53 | 0.051 | 0.523 | |
| NightlightRegressor=Linear2025.07 | 1.725 | 0.716 | 0.038 | 0.826 |