Classification on Country
95.4AccuracySatCLIP-L10
Evaluation results
| Method | Links | |
|---|---|---|
| SatCLIP-L10protocol=MLP-head protocol2026.06 | 95.4 | |
| SatCLIP-L40protocol=MLP-head protocol2026.06 | 95.4 | |
| OSMGraphCLIPprotocol=MLP-head protocol, mode=multiscale, backbone=L402026.06 | 95 | |
| RANGE+2025.02 | 94.7 | |
| OSMGraphCLIPprotocol=MLP-head protocol, mode=adaptive, backbone=L402026.06 | 94.7 | |
| OSMGraphCLIPprotocol=MLP-head protocol, mode=multiscale, backbone=L102026.06 | 94.7 | |
| OSMGraphCLIPprotocol=MLP-head protocol, mode=adaptive, backbone=L102026.06 | 94.1 | |
| RANGE2025.02 | 93.7 | |
| GT-Locprotocol=MLP-head protocol2026.06 | 92.5 | |
| GeoCLIPprotocol=MLP-head protocol2026.06 | 89.9 | |
| MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 89.6 | |
| MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 89.3 | |
| MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 89.3 | |
| NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.06 | 89.2 | |
| SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 89.2 | |
| SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 89.2 | |
| TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.06 | 89.1 | |
| SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 89.1 | |
| SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 89.1 | |
| SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.06 | 89 | |
| MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 89 | |
| SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 89 | |
| SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 89 | |
| MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 88.6 | |
| SATCLIP-ORGArchitecture=Baseline2026.06 | 88.4 | |
| SINR2025.02 | 88.3 | |
| MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 88 | |
| Copernicus FMprotocol=MLP-head protocol2026.06 | 83.5 | |
| SatCLIP2025.02 | 82.8 | |
| IDENTITYArchitecture=Baseline2026.06 | 81.9 | |
| CSP-FMoWPre-training dataset=FMoW2025.02 | 81.3 | |
| GeoCLIP2025.02 | 81.3 | |
| GEOCLIPArchitecture=Baseline2026.06 | 79.1 | |
| SphereM+Model variant=SphereM+2025.02 | 76.1 | |
| CSP-INatPre-training dataset=INat2025.02 | 75.9 | |
| SphereC+Model variant=SphereC+2025.02 | 73.6 | |
| SphereCModel variant=SphereC2025.02 | 72.9 | |
| SphereMModel variant=SphereM2025.02 | 72.7 | |
| Theory2025.02 | 72.5 | |
| Wrap2025.02 | 69.7 | |
| RANGEArchitecture=Baseline2026.06 | 67.6 | |
| Direct2025.02 | 66.9 | |
| Cartesian 3D2025.02 | 66.9 | |
| CSP-FMOWArchitecture=Baseline2026.06 | 65.5 | |
| CSP-INATArchitecture=Baseline2026.06 | 60.9 | |
| MOSAIKSArchitecture=Baseline2026.06 | 42.7 |