Classification on Land Cover
69.1F1 ScoreGeoCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| GeoCLIPTraining Dataset=MP-16, Modality=tag2025.10 | 69.1 | |
| GeoCLIP (MP-16)Evaluation Protocol=Linear, Selected Modalities=SV+Coords2025.10 | 69.1 | |
| GeoCLIP (PP2-M)Evaluation Protocol=MLP, Selected Modalities=SV+Coords2025.10 | 68 | |
| GeoCLIP (MP-16)Evaluation Protocol=MLP, Selected Modalities=SV+Coords2025.10 | 68 | |
| GAIREvaluation Protocol=MLP, Selected Modalities=SV+RS2025.10 | 67.3 | |
| GeoCLIPTraining Dataset=PP2-M2025.10 | 67.1 | |
| GeoCLIP (PP2-M)Evaluation Protocol=Linear, Selected Modalities=SV+Coords2025.10 | 67.1 | |
| UrbanFusionEvaluation Protocol=MLP, Selected Modalities=SV+POI2025.10 | 67.1 | |
| UrbanFusionTraining Dataset=PP2-M2025.10 | 65.6 | |
| UrbanFusionEvaluation Protocol=Linear, Selected Modalities=SV+POI2025.10 | 65.6 | |
| GAIRTraining Dataset=PP2-M2025.10 | 65.4 | |
| GAIREvaluation Protocol=Linear, Selected Modalities=SV+RS2025.10 | 65.4 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 58.2 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 57.3 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 56.9 | |
| UrbanFusionPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 56.9 | |
| UrbanFusionEvaluation Protocol=Linear2025.10 | 56.9 | |
| UrbanFusionEvaluation Protocol=MLP2025.10 | 56.8 | |
| SatCLIP L40Training Dataset=MP-16, Modality=visual2025.10 | 56.3 | |
| SatCLIP_L40 (S2-100K)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 56.3 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=MLP, Selected Modalities=RS+Coords2025.10 | 56.3 | |
| SatCLIP L40Training Dataset=S2-100K2025.10 | 56.1 | |
| SatCLIP_L40 (PP2-M)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 56.1 | |
| SatCLIP_L10 (PP2-M)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 55.9 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=MP-162025.10 | 55.6 | |
| SatCLIP_L10 (S2-100K)Evaluation Protocol=Linear, Selected Modalities=RS+Coords2025.10 | 55.1 | |
| GeoCLIPPre-training Data=MP-16, Evaluation Protocol=coordinate-only2025.10 | 54.6 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=MP-162025.10 | 54.6 | |
| Google2025.10 | 54.4 | |
| GPS2Vec (visual)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 54.4 | |
| PDFMPre-training Data=visual, Evaluation Protocol=coordinate-only2025.10 | 54.4 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=visual2025.10 | 54.4 | |
| GeoCLIPEvaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 54.1 | |
| GPS2Vec (visual)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 53.7 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=visual2025.10 | 53.7 | |
| GPS2Vec (tag)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 53.6 | |
| GAIREvaluation Protocol=MLP2025.10 | 53.6 | |
| GPS2VecEvaluation Protocol=MLP, Data Source=tag2025.10 | 53.6 | |
| GPS2Vec2025.10 | 53.3 | |
| GPS2Vec (tag)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 53.3 | |
| GAIRPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 53.3 | |
| GPS2VecPre-training Data=tag, Evaluation Protocol=coordinate-only2025.10 | 53.3 | |
| GAIREvaluation Protocol=Linear2025.10 | 53.3 | |
| GPS2VecEvaluation Protocol=Linear, Data Source=tag2025.10 | 53.3 | |
| GeoCLIPPre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 53.2 | |
| GeoCLIPEvaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 53.2 | |
| PDFM (Google)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 52.3 | |
| PDFMEvaluation Protocol=MLP, Data Source=Google2025.10 | 52.3 | |
| PDFM2025.10 | 51.3 | |
| PDFM (Google)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 51.3 | |
| GooglePre-training Data=Google, Evaluation Protocol=coordinate-only2025.10 | 51.3 | |
| PDFMEvaluation Protocol=Linear, Data Source=Google2025.10 | 51.3 | |
| SatCLIP L40Pre-training Data=PP2-M, Evaluation Protocol=coordinate-only2025.10 | 46.4 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 46.4 | |
| SatCLIP L40Pre-training Data=S2-100K, Evaluation Protocol=coordinate-only2025.10 | 45.9 | |
| SatCLIP L40Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 45.9 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 45.8 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=PP2-M2025.10 | 45.6 | |
| SatCLIP L10Evaluation Protocol=Linear, Pre-training Dataset=S2-100K2025.10 | 44.7 | |
| CSP (iNat)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 44.4 | |
| Identity y ~ g(c)Evaluation Protocol=MLP2025.10 | 44.4 | |
| CSPEvaluation Protocol=Linear, Data Source=iNat2025.10 | 44.4 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 44.4 | |
| IdentityEvaluation Protocol=MLP, Variant=y ~ g(c)2025.10 | 44.4 | |
| SatCLIP L10Evaluation Protocol=MLP, Pre-training Dataset=PP2-M2025.10 | 43.5 | |
| SatCLIP L40Evaluation Protocol=MLP, Pre-training Dataset=S2-100K2025.10 | 43.4 | |
| CSP (FMoW)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 42.4 | |
| CSPEvaluation Protocol=MLP, Data Source=FMoW2025.10 | 42.4 | |
| CSP (iNat)Evaluation Protocol=MLP, Selected Modalities=Coords2025.10 | 41.5 | |
| CSPEvaluation Protocol=MLP, Data Source=iNat2025.10 | 41.5 | |
| CSP (FMoW)Evaluation Protocol=Linear, Selected Modalities=Coords2025.10 | 39.3 | |
| CSPEvaluation Protocol=Linear, Data Source=FMoW2025.10 | 39.3 | |
| IdentityEquation=y ∼ g(c)2025.10 | 34.4 | |
| Identity y ~ g(c)Evaluation Protocol=Linear2025.10 | 34.4 | |
| IdentityPre-training Data=y ~ g(c), Evaluation Protocol=coordinate-only2025.10 | 34.4 | |
| IdentityEvaluation Protocol=Linear, Variant=y ~ g(c)2025.10 | 34.4 |