Regression on Elevation
0.851R²RANGE+
Evaluation Results
| Method | Links | |
|---|---|---|
| RANGE+2025.02 | 0.851 | |
| RANGE2025.02 | 0.844 | |
| SATCLIP-ORGArchitecture=Baseline2026.06 | 0.8 | |
| MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 0.8 | |
| MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 0.8 | |
| MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 0.8 | |
| MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 0.8 | |
| MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 0.8 | |
| SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.06 | 0.79 | |
| TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.06 | 0.79 | |
| MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 0.79 | |
| SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 0.79 | |
| SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 0.79 | |
| SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 0.79 | |
| NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.06 | 0.78 | |
| SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 0.78 | |
| SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 0.78 | |
| SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 0.77 | |
| RANGEArchitecture=Baseline2026.06 | 0.71 | |
| SatCLIP2025.02 | 0.666 | |
| SINR2025.02 | 0.644 | |
| IDENTITYArchitecture=Baseline2026.06 | 0.64 | |
| GEOCLIPArchitecture=Baseline2026.06 | 0.62 | |
| GeoCLIP2025.02 | 0.604 | |
| SATCLIP-ORGArchitecture=Baseline2026.06 | 0.57 | |
| MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 0.56 | |
| MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 0.56 | |
| SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 0.56 | |
| MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 0.53 | |
| MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 0.51 | |
| SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 0.5 | |
| SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.06 | 0.48 | |
| SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 0.48 | |
| SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 0.48 | |
| NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.06 | 0.46 | |
| SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 0.45 | |
| MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 0.44 | |
| MOSAIKSArchitecture=Baseline2026.06 | 0.41 | |
| CSP-FMoWPre-training dataset=FMoW2025.02 | 0.399 | |
| SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 0.39 | |
| CSP-FMOWArchitecture=Baseline2026.06 | 0.39 | |
| CSP-INatPre-training dataset=INat2025.02 | 0.388 | |
| RANGEArchitecture=Baseline2026.06 | 0.37 | |
| MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 0.35 | |
| GEOCLIPArchitecture=Baseline2026.06 | 0.34 | |
| SphereM+Model variant=SphereM+2025.02 | 0.294 | |
| SphereC+Model variant=SphereC+2025.02 | 0.26 | |
| TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.06 | 0.26 | |
| CSP-FMOWArchitecture=Baseline2026.06 | 0.22 | |
| CSP-INATArchitecture=Baseline2026.06 | 0.2 | |
| SphereCModel variant=SphereC2025.02 | 0.185 | |
| IDENTITYArchitecture=Baseline2026.06 | 0.18 | |
| SphereMModel variant=SphereM2025.02 | 0.139 | |
| Theory2025.02 | 0.093 | |
| Wrap2025.02 | 0.085 | |
| MOSAIKSArchitecture=Baseline2026.06 | 0.04 | |
| Cartesian 3D2025.02 | 0.03 | |
| Direct2025.02 | 0.025 | |
| CSP-INATArchitecture=Baseline2026.06 | 0.01 |