Regression on Urban Perception avg. 6 tasks
19.2R2 ScoreGeoCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| GeoCLIPTraining Dataset=MP-16, Modality=tag2025.10 | 19.2 | |
| GeoCLIP (MP-16)Evaluation Protocol=Linear2025.10 | 19.2 | |
| UrbanFusionTraining Dataset=PP2-M2025.10 | 18.8 | |
| UrbanFusionEvaluation Protocol=Linear2025.10 | 18.8 | |
| GAIRTraining Dataset=PP2-M2025.10 | 17.4 | |
| GAIREvaluation Protocol=Linear2025.10 | 17.4 | |
| GeoCLIPTraining Dataset=PP2-M2025.10 | 15.5 | |
| GeoCLIP (PP2-M)Evaluation Protocol=Linear2025.10 | 15.5 | |
| UrbanFusionEvaluation Protocol=MLP2025.10 | 13.8 | |
| GeoCLIP (MP-16)Evaluation Protocol=MLP2025.10 | 13.4 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=Linear2025.10 | 9.6 | |
| SatCLIP L40Training Dataset=S2-100K2025.10 | 9.5 | |
| SatCLIP L40Training Dataset=MP-16, Modality=visual2025.10 | 9.5 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=Linear2025.10 | 9.5 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=Linear2025.10 | 9.5 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=Linear2025.10 | 9.5 | |
| UrbanFusionPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 9.5 | |
| UrbanFusionEvaluation Protocol=Linear2025.10 | 9.5 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=MLP2025.10 | 8.9 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=MLP2025.10 | 8.7 | |
| GeoCLIPPre-training Data=MP-16, Evaluation Protocol=coordinate-only2025.10 | 8.1 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=MP-162025.10 | 8.1 | |
| GeoCLIPPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 8 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 8 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=MLP2025.10 | 7.9 | |
| GAIRPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 7.8 | |
| GAIREvaluation Protocol=Linear2025.10 | 7.8 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=MLP2025.10 | 7 | |
| GAIREvaluation Protocol=MLP2025.10 | 6.4 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=MP-162025.10 | 6.2 | |
| SatCLIP L40Pre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 6.1 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 6.1 | |
| SatCLIP L40Pre-training Data=S2-100K, Evaluation Protocol=coordinate-only2025.10 | 5.7 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 5.7 | |
| UrbanFusionEvaluation Protocol=MLP2025.10 | 5.5 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 5.3 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 5.2 | |
| CSP (FMoW)Evaluation Protocol=Linear2025.10 | 4.8 | |
| CSP (iNat)Evaluation Protocol=Linear2025.10 | 4.8 | |
| GeoCLIP (PP2-M)Evaluation Protocol=MLP2025.10 | 4.8 | |
| CSPEvaluation Protocol=Linear, Data Source=FMoW2025.10 | 4.8 | |
| CSPEvaluation Protocol=Linear, Data Source=iNat2025.10 | 4.8 | |
| GAIREvaluation Protocol=MLP2025.10 | 4.7 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 4.7 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 4.6 | |
| CSP (FMoW)Evaluation Protocol=MLP2025.10 | 4.2 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 4.2 | |
| CSPEvaluation Protocol=MLP, Data Source=FMoW2025.10 | 4.2 | |
| Identity y ~ g(c)Evaluation Protocol=MLP2025.10 | 3.9 | |
| IdentityEvaluation Protocol=MLP, Variant=y ~ g(c)2025.10 | 3.9 | |
| CSP (iNat)Evaluation Protocol=MLP2025.10 | 3.8 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 3.8 | |
| CSPEvaluation Protocol=MLP, Data Source=iNat2025.10 | 3.8 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 3.7 | |
| IdentityEquation=y ∼ g(c)2025.10 | 1.3 | |
| Identity y ~ g(c)Evaluation Protocol=Linear2025.10 | 1.3 | |
| IdentityPre-training Data=y ~ g(c), Evaluation Protocol=coordinate-only2025.10 | 1.3 | |
| IdentityEvaluation Protocol=Linear, Variant=y ~ g(c)2025.10 | 1.3 |