Semantic Segmentation on ISPRS (Potsdam, Vaihingen) and LoveDA (Rural, Urban) UDA
68.2P2V Transfer ScoreCrossEarth-Gate
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CrossEarth-GateParams (M)=1.7-3.92025.11 | 68.2 | 62.4 | 56.5 | 49.1 | 59.1 | |
| HRDAParams (M)=81.42025.11 | 67.6 | 58.6 | 53.2 | 35.3 | 53.7 | |
| Earth-AdapterParams (M)=1.0-3.92025.11 | 67.1 | 61.6 | 56 | 47.5 | 58.1 | |
| AdaptformerParams (M)=3.22025.11 | 66.9 | 62.2 | 53.7 | 48.1 | 57.7 | |
| AdapterParams (M)=6.32025.11 | 66.8 | 60.3 | 53.6 | 47.7 | 57.1 | |
| FrozenParams (M)=0.02025.11 | 66.1 | 59.2 | 54.9 | 45.5 | 56.4 | |
| LoRAParams (M)=6.42025.11 | 65.2 | 62.4 | 56.2 | 46.6 | 57.6 | |
| VPTParams (M)=3.12025.11 | 65 | 57.6 | 55.8 | 47 | 56.4 | |
| DAFormerParams (M)=81.42025.11 | 64.4 | 54.8 | 52.7 | 42.5 | 53.6 | |
| ReinParams (M)=3.02025.11 | 64.1 | 59.5 | 54.7 | 34.5 | 53.2 | |
| Full-TuningParams (M)=304.22025.11 | 62.4 | 59.6 | 42.6 | 35.8 | 50.1 | |
| SLRParams (M)=6.92025.11 | 14.4 | 16.5 | 23.8 | 9.6 | 16.1 |