Classification on Geospatial tasks
84.2Bio AccuracyRANGE applied to TTE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RANGE applied to TTEConfiguration=semantic2026.06 | 84.2 | 73.8 | 97.5 | 85.2 | |
| RANGE applied to TTEConfiguration=semantic + geodesic2026.06 | 83.4 | 73.1 | 95.8 | 84.1 | |
| RANGEConfiguration=applied to SatCLIP2026.06 | 83.3 | 75.7 | 93.7 | 84.2 | |
| RANGE+Configuration=applied to SatCLIP2026.06 | 83.3 | 75.3 | 94.7 | 84.4 | |
| TTEConfiguration=parametric only2026.06 | 77.8 | 67.4 | 94.8 | 80 | |
| TTE2026.06 | 77.8 | 67.4 | 94.8 | 80 | |
| TaxaBind2026.06 | 72.3 | 72.9 | 86.4 | 77.2 | |
| GeoCLIP2026.06 | 70.2 | 71.6 | 81.3 | 74.4 | |
| SatCLIPConfiguration=parametric only2026.06 | 68.9 | 69.3 | 82.8 | 73.7 | |
| SatCLIP2026.06 | 68.9 | 69.3 | 82.8 | 73.7 | |
| SINR2026.06 | 67.9 | 54.9 | 88.3 | 70.4 | |
| CSP-FMoW2026.06 | 61.4 | 58 | 81.3 | 66.9 | |
| CSP-INat2026.06 | 61.1 | 57.1 | 75.9 | 64.7 | |
| SphereM+variant=+2026.06 | 58.7 | 50.1 | 76.1 | 61.6 | |
| SphereC+variant=+2026.06 | 53.2 | 61.6 | 73.6 | 62.8 | |
| SphereM2026.06 | 36.4 | 27.3 | 72.7 | 45.5 | |
| SphereC2026.06 | 36.3 | 52.9 | 72.9 | 54 | |
| Wrap2026.06 | 34.4 | 1.1 | 69.7 | 35.1 | |
| Theory2026.06 | 33.5 | 1 | 72.5 | 35.7 | |
| Cartesian 3D2026.06 | 30.2 | 1.8 | 66.9 | 33 | |
| Direct2026.06 | 29.1 | 0.6 | 66.9 | 32.2 |