Classification on Biome
83.3AccuracyRANGE
Evaluation results
| Method | Links | |
|---|---|---|
| RANGE2025.02 | 83.3 | |
| RANGE+2025.02 | 83.3 | |
| GeoCLIP2025.02 | 70.2 | |
| MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 70.1 | |
| MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 69.9 | |
| MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 69.6 | |
| MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 69.2 | |
| SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.06 | 69.1 | |
| SatCLIP2025.02 | 68.9 | |
| SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 68.9 | |
| SINR2025.02 | 67.9 | |
| SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 67.9 | |
| MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 67.5 | |
| TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.06 | 67.3 | |
| SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 67.3 | |
| SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 66.9 | |
| SATCLIP-ORGArchitecture=Baseline2026.06 | 66.8 | |
| NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.06 | 66.7 | |
| SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 66.6 | |
| SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 66.5 | |
| MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 65.5 | |
| IDENTITYArchitecture=Baseline2026.06 | 63.1 | |
| GEOCLIPArchitecture=Baseline2026.06 | 62.4 | |
| CSP-FMoWPre-training dataset=FMoW2025.02 | 61.4 | |
| CSP-INatPre-training dataset=INat2025.02 | 61.1 | |
| SphereM+Model variant=SphereM+2025.02 | 58.7 | |
| CSP-FMOWArchitecture=Baseline2026.06 | 58.6 | |
| RANGEArchitecture=Baseline2026.06 | 55.7 | |
| SphereC+Model variant=SphereC+2025.02 | 53.2 | |
| MOSAIKSArchitecture=Baseline2026.06 | 53 | |
| CSP-INATArchitecture=Baseline2026.06 | 42.5 | |
| SphereMModel variant=SphereM2025.02 | 36.4 | |
| SphereCModel variant=SphereC2025.02 | 36.3 | |
| Wrap2025.02 | 34.4 | |
| Theory2025.02 | 33.5 | |
| Cartesian 3D2025.02 | 30.2 | |
| Direct2025.02 | 29.1 |