Semantic Segmentation on GeoBench Segmentation
70.4CWGeoRoPE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GeoRoPEBackbone=SatLas2026.06 | 70.4 | 58.48 | 84.28 | 68.75 | 95 | 36.56 | 68.91 | 74.14 | |
| SLRBackbone=SatLas2026.06 | 69.38 | 57.95 | 84.28 | 67.7 | 94.85 | 35.51 | 68.28 | 74.09 | |
| LoRABackbone=SatLas2026.06 | 68.99 | 57.93 | 84.23 | 68.68 | 94.82 | 35.52 | 68.36 | 74.1 | |
| LoRABackbone=DoFA2026.06 | 68.61 | 55.97 | 75.26 | 60.56 | 94.14 | 33.57 | 64.69 | 73.7 | |
| GeoRoPEBackbone=DoFA2026.06 | 68.48 | 59.19 | 75.45 | 61.54 | 94.39 | 35.19 | 65.71 | 74.96 | |
| SLRBackbone=DoFA2026.06 | 68.19 | 56.16 | 75.29 | 60.34 | 94.1 | 34.1 | 64.7 | 73.82 | |
| BitFitBackbone=DoFA2026.06 | 67.06 | 55.64 | 74.99 | 59.23 | 94.03 | 33.48 | 64.07 | 72.81 | |
| BitFitBackbone=SatLas2026.06 | 66.86 | 58.02 | 83.74 | 65.75 | 94.11 | 34.68 | 67.19 | 72.71 | |
| NormTuningBackbone=DoFA2026.06 | 66.38 | 55.49 | 74.78 | 58.39 | 93.81 | 32.88 | 63.62 | 72.74 | |
| NormTuningBackbone=SatLas2026.06 | 65.71 | 57.59 | 83.5 | 65.43 | 93.57 | 33.55 | 66.56 | 72.1 | |
| GeoRoPEBackbone=ScaleMAE2026.06 | 61.23 | 57.21 | 73.43 | 61.86 | 92.43 | 26.49 | 62.11 | 69.32 | |
| LP/UPBackbone=DoFA2026.06 | 61.2 | 57.4 | 73.8 | 56.92 | 92.6 | 31 | 62.15 | 69.85 | |
| LoRABackbone=ScaleMAE2026.06 | 59.96 | 55.09 | 73.24 | 61.73 | 92.55 | 25.79 | 61.39 | 68.21 | |
| SLRBackbone=ScaleMAE2026.06 | 59.32 | 54.59 | 73.26 | 65.12 | 92.48 | 26.31 | 61.85 | 68.95 | |
| BitFitBackbone=ScaleMAE2026.06 | 58.74 | 55.27 | 72.6 | 55.49 | 90.88 | 29.43 | 60.4 | 65.92 | |
| NormTuningBackbone=ScaleMAE2026.06 | 58.48 | 55.33 | 72.83 | 53.08 | 90.72 | 28.54 | 59.83 | 63.71 | |
| LP/UPBackbone=ScaleMAE2026.06 | 58.34 | 56.96 | 72.6 | 53.47 | 90.63 | 29.16 | 60.19 | 62.15 | |
| LP/UPBackbone=SatLas2026.06 | 43.8 | 57.62 | 83.26 | 63.46 | 92.73 | 33.76 | 62.44 | 65.98 |