Regression on Crime (USA)
90.8%R^2UrbanFusion
Evaluation Results
| Method | Links | |
|---|---|---|
| UrbanFusionEvaluation Protocol=MLP, Selected Modalities=OSM+Coords2025.10 | 90.8 | |
| GeoCLIP (MP-16)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 89.2 | |
| UrbanFusionEvaluation Protocol=Linear, Selected Modalities=OSM+Coords2025.10 | 88.5 | |
| GAIREvaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 87.5 | |
| GPS2Vec (tag)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 86.6 | |
| GeoCLIP (PP2-M)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 86.5 | |
| GeoCLIP (MP-16)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 86.3 | |
| GAIREvaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 85.4 | |
| GPS2Vec (tag)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 84.4 | |
| GeoCLIP (PP2-M)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 84 | |
| PDFM (Google)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 78.2 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 76.6 | |
| GPS2Vec (visual)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 76.5 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 76.4 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 74.6 | |
| PDFM (Google)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 74.5 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 74.2 | |
| GPS2Vec (visual)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 73.3 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 69.1 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 67.4 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 67.2 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 66.9 | |
| CSP (iNat)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 52.5 | |
| CSP (FMoW)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 50.8 | |
| Identity y ~ g(c)Evaluation Protocol=MLP2025.10 | 28.1 | |
| CSP (iNat)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 27.1 | |
| CSP (FMoW)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 27 | |
| Identity y ~ g(c)Evaluation Protocol=Linear2025.10 | 22.1 |