Socio-economic Indicator Estimation on South Korea Socio-economic Dataset
0.937RMSE (GRDP)GeoReg
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeoReg2025.07 | 0.937 | 0.858 | 0.091 | 0.629 | |
| NightlightRegressor=XGB2025.07 | 1.101 | 1.095 | 0.127 | 0.775 | |
| All-ModulesRegressor=XGB2025.07 | 1.112 | 1.055 | 0.107 | 0.758 | |
| READ2025.07 | 1.227 | 1.13 | 0.098 | 0.818 | |
| In-Context Learning2025.07 | 1.24 | 1.883 | 0.102 | 1.075 | |
| Tile2Vec2025.07 | 1.342 | 1.251 | 0.112 | 0.901 | |
| SimCLR2025.07 | 1.374 | 1.286 | 0.119 | 0.926 | |
| UrbanCLIP2025.07 | 1.444 | 1.362 | 0.126 | 0.977 | |
| NightlightRegressor=Linear2025.07 | 1.546 | 1.728 | 0.239 | 1.171 | |
| All-ModulesRegressor=Linear2025.07 | 2.103 | 2.313 | 0.205 | 1.54 | |
| GeoLLM2025.07 | 6.369 | 2.697 | 0.083 | 3.05 |