Population Density Regression on Population 243 samples
0.57R2SATCLIP-100
Evaluation Results
| Method | Links | |
|---|---|---|
| SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.06 | 0.57 | |
| MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 0.57 | |
| MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 0.57 | |
| MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 0.57 | |
| SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 0.52 | |
| SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.06 | 0.5 | |
| SATCLIP-ORGArchitecture=Baseline2026.06 | 0.47 | |
| GEOCLIPArchitecture=Baseline2026.06 | 0.47 | |
| SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.06 | 0.47 | |
| TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.06 | 0.46 | |
| MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.06 | 0.45 | |
| RANGEArchitecture=Baseline2026.06 | 0.41 | |
| IDENTITYArchitecture=Baseline2026.06 | 0.39 | |
| SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 0.38 | |
| SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 0.38 | |
| MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.06 | 0.37 | |
| MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.06 | 0.33 | |
| NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.06 | 0.32 | |
| SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.06 | 0.32 | |
| MOSAIKSArchitecture=Baseline2026.06 | 0.3 | |
| CSP-FMOWArchitecture=Baseline2026.06 | 0.26 | |
| CSP-INATArchitecture=Baseline2026.06 | 0.02 |