Socioeconomic indicator estimation on Vietnam (test)
0.746GRDPOurs (GeoReg)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (GeoReg)2025.07 | 0.746 | 0.669 | 0.119 | 0.511 | |
| NightlightRegression=XGB2025.07 | 0.733 | 0.55 | 0.045 | 0.442 | |
| In-Context Learning2025.07 | 0.631 | 0.498 | 0.305 | 0.478 | |
| All-ModulesRegression=Linear2025.07 | 0.518 | 0.499 | -0.199 | 0.273 | |
| NightlightRegression=Linear2025.07 | 0.502 | 0.487 | -0.197 | 0.264 | |
| GeoLLM2025.07 | 0.501 | 0.602 | 0.252 | 0.452 | |
| UrbanCLIP2025.07 | 0.445 | 0.401 | -0.039 | 0.269 | |
| Tile2Vec2025.07 | 0.418 | 0.389 | 0.154 | 0.321 | |
| READ2025.07 | 0.386 | 0.318 | 0.22 | 0.308 | |
| SimCLR2025.07 | 0.358 | 0.367 | 0.164 | 0.296 | |
| All-ModulesRegression=XGB2025.07 | 0.337 | 0.286 | -0.038 | 0.195 |