Semantic Segmentation on EarthMiss (test)
37.6Background ScoreDH-ADNet
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DH-ADNetTrain=SAR+Optical, Test=SAR2026.01 | 37.6 | 31.7 | 13.35 | 71.26 | 27.88 | 35.52 | 0 | 0 | 25.91 | 37.78 | |
| Baseline (Concat)Train=SAR+Optical, Test=SAR+Optical2026.01 | 36.21 | 60.13 | 48.72 | 93.81 | 53.55 | 45.72 | 40.12 | 16.85 | 49.39 | 63.71 | |
| Baseline-OPTTrain=Optical, Test=Optical2026.01 | 35.92 | 60.7 | 44.18 | 94.81 | 50.31 | 44.81 | 41.32 | 21.07 | 49.14 | 62.76 | |
| ACNTrain=SAR+Optical, Test=SAR2026.01 | 31.5 | 9.7 | 3.7 | 77.66 | 27.15 | 23.92 | 0 | 0 | 21.66 | 30.13 | |
| Fine-tuningTrain=Optical, Test=SAR2026.01 | 30.81 | 37.07 | 18.08 | 72.86 | 12.82 | 27.01 | 0 | 2.43 | 25.13 | 35.1 | |
| ShaSpecTrain=SAR+Optical, Test=SAR2026.01 | 30.57 | 36.84 | 16.74 | 76.26 | 23.44 | 19.58 | 0 | 0.1 | 24.44 | 35.8 | |
| DMLTrain=SAR+Optical, Test=SAR2026.01 | 30.56 | 16.9 | 11.84 | 70.9 | 11.76 | 26.63 | 0 | 0.5 | 21.14 | 30.5 | |
| DisOptNetTrain=SAR+Optical, Test=SAR2026.01 | 30.01 | 21.22 | 13.33 | 81.69 | 14.54 | 33.86 | 0 | 1.61 | 24.55 | 33.85 | |
| HallnetTrain=SAR+Optical, Test=SAR2026.01 | 28.87 | 28.85 | 15.08 | 83.9 | 10.79 | 27.61 | 0 | 0.45 | 24.45 | 33.85 | |
| Baseline-SARTrain=SAR, Test=SAR2026.01 | 28.72 | 18.1 | 13.42 | 83.12 | 13.14 | 28.34 | 0 | 2.79 | 23.45 | 31.42 | |
| MMANetTrain=SAR+Optical, Test=SAR2026.01 | 28.57 | 38.98 | 19.02 | 69.29 | 25.06 | 27.87 | 0 | 0.4 | 26.15 | 37.67 | |
| DMNetTrain=SAR+Optical, Test=SAR2026.01 | 27.52 | 33.97 | 13.33 | 64.29 | 21 | 35.17 | 0 | 0 | 24.41 | 35.35 | |
| MetaRSTrain=SAR+Optical, Test=SAR2026.01 | 26.23 | 47 | 23.67 | 85.62 | 31.82 | 35.26 | 0.29 | 4.26 | 31.77 | 41.56 | |
| RobustSAMTrain=SAR+Optical, Test=SAR2026.01 | 22.94 | 33.87 | 2.4 | 76.09 | 17.1 | 8.5 | 0 | 0 | 20.11 | 27.98 | |
| STARSTrain=SAR+Optical, Test=SAR2026.01 | 22.72 | 48.12 | 26.32 | 85.79 | 30.72 | 37.71 | 1.71 | 4.27 | 33.04 | 46.22 |