Classification on Land Use Fine
56.4F1 ScoreGeoCLIP (MP-16)
Evaluation results
| Method | Links | |
|---|---|---|
| GeoCLIP (MP-16)Evaluation Protocol=MLP, Selected Modalities=SV+Coords2025.10 | 56.4 | |
| UrbanFusionEvaluation Protocol=MLP, Selected Modalities=SV+OSM+POI+Coords2025.10 | 55.7 | |
| UrbanFusionTraining Dataset=PP2-M2025.10 | 55.2 | |
| UrbanFusionEvaluation Protocol=Linear, Selected Modalities=SV+OSM+POI+Coords2025.10 | 55.2 | |
| GAIREvaluation Protocol=MLP, Selected Modalities=SV+RS+Coords2025.10 | 55.2 | |
| GeoCLIPTraining Dataset=MP-16, Modality=tag2025.10 | 55.1 | |
| GeoCLIP (MP-16)Evaluation Protocol=Linear, Selected Modalities=SV+Coords2025.10 | 55.1 | |
| GAIRTraining Dataset=PP2-M2025.10 | 54.7 | |
| GAIREvaluation Protocol=Linear, Selected Modalities=SV+RS+Coords2025.10 | 54.7 | |
| GeoCLIPTraining Dataset=PP2-M2025.10 | 54.2 | |
| GeoCLIP (PP2-M)Evaluation Protocol=Linear, Selected Modalities=SV+Coords2025.10 | 54.2 | |
| GeoCLIP (PP2-M)Evaluation Protocol=MLP, Selected Modalities=SV+Coords2025.10 | 53.6 | |
| UrbanFusionEvaluation Protocol=MLP2025.10 | 50.4 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 50.4 | |
| GAIREvaluation Protocol=MLP2025.10 | 50.3 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=MP-162025.10 | 50 | |
| GAIRPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 49.9 | |
| GAIREvaluation Protocol=Linear2025.10 | 49.9 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 49.7 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 49.5 | |
| GPS2Vec (tag)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 49.4 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=tag2025.10 | 49.4 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 49.3 | |
| SatCLIP L40Training Dataset=S2-100K2025.10 | 49.2 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 49.2 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 49.2 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 48.9 | |
| GeoCLIPPre-training Data=MP-16, Evaluation Protocol=coordinate-only2025.10 | 48.6 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=MP-162025.10 | 48.6 | |
| GPS2Vec2025.10 | 48.3 | |
| GPS2Vec (tag)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 48.3 | |
| GeoCLIPPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 48.3 | |
| GPS2VecPre-training Data=tag, Evaluation Protocol=coordinate-only2025.10 | 48.3 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 48.3 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=tag2025.10 | 48.3 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 48 | |
| SatCLIP L40Pre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 48 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 48 | |
| GPS2Vec (visual)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 47.7 | |
| UrbanFusionPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 47.7 | |
| UrbanFusionEvaluation Protocol=Linear2025.10 | 47.7 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=visual2025.10 | 47.7 | |
| SatCLIP L40Training Dataset=MP-16, Modality=visual2025.10 | 47.3 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 47.3 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 47.1 | |
| Google2025.10 | 46.6 | |
| GPS2Vec (visual)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 46.6 | |
| PDFMPre-training Data=visual, Evaluation Protocol=coordinate-only2025.10 | 46.6 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=visual2025.10 | 46.6 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 46.1 | |
| CSP (FMoW)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 45.7 | |
| CSP (iNat)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 45.7 | |
| SatCLIP L40Pre-training Data=S2-100K, Evaluation Protocol=coordinate-only2025.10 | 45.7 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 45.7 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 45.7 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 45.7 | |
| CSPEvaluation Protocol=Linear, Data Source=FMoW2025.10 | 45.7 | |
| CSPEvaluation Protocol=Linear, Data Source=iNat2025.10 | 45.7 | |
| CSP (FMoW)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 45.6 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 45.6 | |
| CSPEvaluation Protocol=MLP, Data Source=FMoW2025.10 | 45.6 | |
| CSP (iNat)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 45.5 | |
| CSPEvaluation Protocol=MLP, Data Source=iNat2025.10 | 45.5 | |
| Identity y ~ g(c)Evaluation Protocol=MLP2025.10 | 45.1 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 45.1 | |
| IdentityEvaluation Protocol=MLP, Variant=y ~ g(c)2025.10 | 45.1 | |
| IdentityEquation=y ∼ g(c)2025.10 | 42.7 | |
| Identity y ~ g(c)Evaluation Protocol=Linear2025.10 | 42.7 | |
| IdentityPre-training Data=y ~ g(c), Evaluation Protocol=coordinate-only2025.10 | 42.7 | |
| IdentityEvaluation Protocol=Linear, Variant=y ~ g(c)2025.10 | 42.7 |