Earth Observation Segmentation on PANGAEA suite 100% (train)
85.1HLS Burns ScoreSpectralEarth-FM-a
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SpectralEarth-FM-a2026.05 | 85.1 | 57.52 | 43.28 | 91.08 | 37.77 | 62.16 | 28.44 | 3.43 | |
| U-Net Baselinepre-training=none (trained from scratch)2026.05 | 84.51 | 54.79 | 31.6 | 91.42 | 39.46 | 62.09 | 46.34 | 4.57 | |
| SpectralEarth-FM-s2026.05 | 84.35 | 64.02 | 44.85 | 90.44 | 36 | 61.79 | 27.53 | 4.86 | |
| Prithvi2026.05 | 83.62 | 49.98 | 33.93 | 90.37 | 27.86 | 56.54 | 26.86 | 10.86 | |
| CROMA2026.05 | 82.42 | 67.55 | 32.32 | 90.89 | 38.29 | 59.28 | 25.65 | 6.43 | |
| TerraMindv1-B2026.05 | 82.42 | 69.52 | 40.51 | 90.62 | 37.87 | 60.61 | 28.12 | 4.29 | |
| S12-MAE2026.05 | 81.91 | 49.9 | 32.03 | 87.79 | 34.08 | 57.13 | 24.69 | 13.57 | |
| S12-Data2Vec2026.05 | 81.91 | 44.36 | 34.32 | 88.15 | 35.9 | 58.23 | 24.23 | 12.43 | |
| S12-DINO2026.05 | 81.72 | 49.37 | 36.18 | 88.61 | 34.81 | 56.47 | 25.62 | 12.29 | |
| S12-MoCo2026.05 | 81.58 | 51.76 | 34.49 | 89.26 | 35.44 | 57.64 | 25.38 | 11.29 | |
| ViT Baselinepre-training=none (trained from scratch)2026.05 | 81.58 | 48.19 | 38.53 | 87.66 | 36.83 | 52.57 | 38.37 | 10.71 | |
| DOFA2026.05 | 80.63 | 59.58 | 30.02 | 89.37 | 39.29 | 61.84 | 27.07 | 7.86 | |
| SpectralGPT2026.05 | 80.47 | 57.99 | 35.44 | 89.07 | 37.85 | 58.86 | 26.75 | 9 | |
| SatlasNet2026.05 | 79.96 | 55.86 | 17.51 | 90.3 | 36.31 | 61.88 | 25.13 | 10.86 | |
| THOR-B2026.05 | 79.65 | 51.48 | 40.76 | 89.44 | 37.57 | 59.87 | 26.29 | 9.29 | |
| GFM-Swin2026.05 | 76.9 | 64.71 | 21.24 | 72.6 | 34.09 | 60.89 | 27.19 | 11.57 | |
| Scale-MAE2026.05 | 76.68 | 57.32 | 24.55 | 74.13 | 35.11 | 62.96 | 21.47 | 12.86 | |
| RemoteCLIP2026.05 | 76.59 | 60 | 18.23 | 74.26 | 31.78 | 57.76 | 25.12 | 14.43 |