Regression on ZIP Code weighted avg. 29 tasks
74.3R^2 (%)UrbanFusion
Evaluation Results
| Method | Links | |
|---|---|---|
| UrbanFusionPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 74.3 | |
| UrbanFusionEvaluation Protocol=Linear2025.10 | 74.3 | |
| GooglePre-training Data=Google, Evaluation Protocol=coordinate-only2025.10 | 74 | |
| PDFMEvaluation Protocol=Linear, Data Source=Google2025.10 | 74 | |
| UrbanFusionEvaluation Protocol=MLP2025.10 | 67.6 | |
| GeoCLIPPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 67.1 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 67.1 | |
| GeoCLIPPre-training Data=MP-16, Evaluation Protocol=coordinate-only2025.10 | 66.9 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=MP-162025.10 | 66.9 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 65.3 | |
| GAIRPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 64.6 | |
| GAIREvaluation Protocol=Linear2025.10 | 64.6 | |
| GPS2VecPre-training Data=tag, Evaluation Protocol=coordinate-only2025.10 | 55.6 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=tag2025.10 | 55.6 | |
| PDFMEvaluation Protocol=MLP, Data Source=Google2025.10 | 55.3 | |
| SatCLIP L40Pre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 54.4 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 54.4 | |
| SatCLIP L40Pre-training Data=S2-100K, Evaluation Protocol=coordinate-only2025.10 | 52.3 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 52.3 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=MP-162025.10 | 51.2 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 49.2 | |
| PDFMPre-training Data=visual, Evaluation Protocol=coordinate-only2025.10 | 48.6 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=visual2025.10 | 48.6 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=tag2025.10 | 46.8 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 44 | |
| CSPEvaluation Protocol=Linear, Data Source=iNat2025.10 | 42.2 | |
| CSPEvaluation Protocol=Linear, Data Source=FMoW2025.10 | 41.5 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 37.8 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 36.4 | |
| CSPEvaluation Protocol=MLP, Data Source=FMoW2025.10 | 36.3 | |
| IdentityEvaluation Protocol=MLP, Variant=y ~ g(c)2025.10 | 35.1 | |
| CSPEvaluation Protocol=MLP, Data Source=iNat2025.10 | 34.7 | |
| GAIREvaluation Protocol=MLP2025.10 | 34.5 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 29.6 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=visual2025.10 | 9.1 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 8.1 | |
| IdentityPre-training Data=y ~ g(c), Evaluation Protocol=coordinate-only2025.10 | 3 | |
| IdentityEvaluation Protocol=Linear, Variant=y ~ g(c)2025.10 | 3 |