Socioeconomic Indicator Prediction on ZIP Code v1 (test)
61.2Median Household IncomePDFM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PDFMPre-training Dataset=Google2025.10 | 61.2 | — | 81.7 | 41.6 | 13.2 | 56.6 | 45.6 | |
| GeoCLIPPre-training Dataset=PP2-M2025.10 | 49.5 | — | 76.1 | 65.8 | 45 | 46.9 | 56.7 | |
| UrbanFusionPre-training Dataset=PP2-M2025.10 | 47.6 | — | 79.7 | 73.7 | 48.3 | 47 | 59.3 | |
| GeoCLIPPre-training Dataset=MP-162025.10 | 45 | — | 77.8 | 64.3 | 38.5 | 43.6 | 53.8 | |
| GAIRPre-training Dataset=PP2-M2025.10 | 41.3 | — | 77.7 | 60.8 | 34.5 | 41.9 | 51.2 | |
| GPS2VecModality=tag2025.10 | 40.7 | — | 71.4 | 56.9 | 22.8 | 28.8 | 44.1 | |
| CSPPre-training Dataset=iNat2025.10 | 26.8 | — | 56.4 | 13.2 | 22.2 | 6.4 | 25 | |
| SatCLIP L10Pre-training Dataset=S2-100K2025.10 | 26.6 | — | 57.2 | 17.8 | 24.2 | 20 | 29.2 | |
| SatCLIP L10Pre-training Dataset=PP2-M2025.10 | 26.4 | — | 57 | 2.4 | 27.6 | 11.1 | 24.9 | |
| CSPPre-training Dataset=FMoW2025.10 | 26.1 | — | 56.4 | 11.5 | 30.4 | 22 | 29.3 | |
| SatCLIP L40Pre-training Dataset=PP2-M2025.10 | 24.3 | — | 61 | 35.8 | 27.7 | 30.2 | 35.8 | |
| SatCLIP L40Pre-training Dataset=S2-100K2025.10 | 24.2 | — | 57.6 | 13.2 | 24.3 | 26.5 | 29.2 | |
| IdentityType=y ∼ g(c)2025.10 | 17.2 | — | 45.9 | 14.2 | 31.5 | 14.1 | 24.6 | |
| GPS2VecModality=visual2025.10 | 1.9 | — | 37.1 | 2.8 | 10.1 | 26.1 | 9.7 |