Socioeconomic Indicator Estimation on South Korea (test)
66.6GRDP Estimate ScoreOurs (GeoReg)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (GeoReg)2025.07 | 66.6 | 69.6 | 61.8 | 66 | |
| NightlightRegression=Linear2025.07 | 55.2 | 54 | 43.5 | 50.9 | |
| In-Context Learning2025.07 | 55.1 | 35.2 | 46.7 | 45.7 | |
| SimCLR2025.07 | 50.3 | 53.8 | 58 | 54 | |
| All-ModulesRegression=XGB2025.07 | 47.9 | 52.9 | 50.2 | 50.4 | |
| READ2025.07 | 45.9 | 50.9 | 59.9 | 52.2 | |
| NightlightRegression=XGB2025.07 | 42.1 | 40.7 | 26.5 | 36.4 | |
| UrbanCLIP2025.07 | 39.8 | 35.4 | 23.4 | 32.9 | |
| All-ModulesRegression=Linear2025.07 | 33.3 | 35.3 | 36.1 | 34.9 | |
| Tile2Vec2025.07 | 32.7 | 40.6 | 41.8 | 38.4 | |
| GeoLLM2025.07 | 9.9 | 46.5 | 46.3 | 34.2 |