Classification on GeoBench Classification
94.16BEGeoRoPE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GeoRoPEBackbone=DoFA2026.06 | 94.16 | 98.48 | 97.44 | 54.21 | 98.21 | 62.78 | 84.21 | 74.96 | |
| NormTuningBackbone=DoFA2026.06 | 89.45 | 98.49 | 94.04 | 52.44 | 98.1 | 58.62 | 81.86 | 72.74 | |
| BitFitBackbone=DoFA2026.06 | 89.41 | 98.3 | 95.82 | 50.6 | 97.99 | 57.2 | 81.55 | 72.81 | |
| SLRBackbone=DoFA2026.06 | 88.86 | 98.3 | 97.2 | 53.74 | 98 | 61.56 | 82.94 | 73.82 | |
| LoRABackbone=DoFA2026.06 | 88.13 | 98.5 | 96.92 | 54.24 | 97.99 | 60.53 | 82.72 | 73.7 | |
| LP/UPBackbone=DoFA2026.06 | 87.9 | 96.8 | 87 | 41.47 | 96.99 | 55.1 | 77.54 | 69.85 | |
| LP/UPBackbone=ScaleMAE2026.06 | 72.5 | 84.78 | 72.76 | 33.98 | 87.6 | 32.96 | 64.1 | 62.15 | |
| GeoRoPEBackbone=SatLas2026.06 | 71.48 | 97.98 | 98.4 | 54.04 | 97.9 | 56.4 | 79.37 | 74.14 | |
| SLRBackbone=SatLas2026.06 | 71.4 | 97.8 | 98.7 | 53.59 | 98 | 59.94 | 79.91 | 74.09 | |
| BitFitBackbone=SatLas2026.06 | 70.43 | 97.39 | 98.63 | 53.14 | 97.39 | 52.43 | 78.24 | 72.71 | |
| LoRABackbone=SatLas2026.06 | 70.42 | 97.8 | 98.79 | 53.89 | 97.69 | 60.45 | 79.84 | 74.1 | |
| LP/UPBackbone=SatLas2026.06 | 69.94 | 83.35 | 73.29 | 46.71 | 93.84 | 43 | 68.35 | 65.98 | |
| NormTuningBackbone=SatLas2026.06 | 69.58 | 97.2 | 98.43 | 50 | 97.3 | 53.35 | 77.64 | 72.1 | |
| GeoRoPEBackbone=ScaleMAE2026.06 | 69.18 | 98 | 96.67 | 46.59 | 95.7 | 53.04 | 76.53 | 69.32 | |
| LoRABackbone=ScaleMAE2026.06 | 68.37 | 97.49 | 94.73 | 46.71 | 95.29 | 47.57 | 75.03 | 68.21 | |
| NormTuningBackbone=ScaleMAE2026.06 | 68.23 | 91.69 | 79.11 | 35.03 | 90.49 | 40.97 | 67.59 | 63.71 | |
| SLRBackbone=ScaleMAE2026.06 | 68.12 | 97.2 | 96.05 | 47.75 | 94.9 | 53.04 | 76.06 | 68.95 | |
| BitFitBackbone=ScaleMAE2026.06 | 66.39 | 96.39 | 91.75 | 35.78 | 91.19 | 47.16 | 71.44 | 65.92 |