Semantic Segmentation on CASID
50.1Sub → Tem PerformanceCrossEarth-Gate
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CrossEarth-GateBackbone=DINOv2-L, Params (M)=3.0-4.42025.11 | 50.1 | 66.6 | 65.2 | 60.6 | 68 | 67 | 60.3 | 65.1 | 68.3 | 46.3 | 63.3 | 59.3 | 69 | 50 | 68.1 | 62.4 | |
| LoRABackbone=DINOv2-L, Params (M)=6.42025.11 | 48.7 | 60.5 | 62.3 | 57.2 | 68.2 | 65.4 | 58.2 | 64 | 66.7 | 45.2 | 60.2 | 54.5 | 67.7 | 46.4 | 65.3 | 59.8 | |
| Earth-AdapterBackbone=DINOv2-L, Params (M)=9.62025.11 | 48.3 | 61.6 | 60.5 | 56.8 | 68.8 | 64.9 | 59.8 | 64.5 | 68 | 39.2 | 61.3 | 56.2 | 68.4 | 47.8 | 65.7 | 60.6 | |
| CrossEarthBackbone=DINOv2-L, Params (M)=3.02025.11 | 48.1 | 64.6 | 64.2 | 59 | 63.5 | 61.8 | 57.8 | 61 | 69.1 | 40.5 | 60.7 | 56.8 | 67.9 | 42.3 | 64.4 | 58.2 | |
| AdaptformerBackbone=DINOv2-L, Params (M)=3.22025.11 | 47.9 | 58.4 | 62.1 | 56.1 | 68.2 | 64.4 | 59.8 | 64.1 | 67.9 | 45.7 | 60.5 | 58 | 69.8 | 48.7 | 66.8 | 61.8 | |
| AdapterBackbone=DINOv2-L, Params (M)=6.32025.11 | 46.9 | 61.5 | 63.3 | 57.2 | 67.7 | 61.9 | 58.5 | 62.7 | 67.8 | 38.5 | 60.4 | 55.5 | 68.9 | 47.7 | 67.1 | 61.2 | |
| FrozenBackbone=DINOv2-L, Params (M)=0.02025.11 | 43.1 | 63.4 | 58.8 | 55.2 | 66.9 | 64.8 | 59 | 63.6 | 65.3 | 37 | 60.9 | 54.4 | 68 | 43 | 66.7 | 59.2 | |
| ReinBackbone=DINOv2-L, Params (M)=3.02025.11 | 42.3 | 56.2 | 52.9 | 50.5 | 66 | 62.1 | 56.7 | 61.6 | 58.2 | 29 | 53.4 | 46.9 | 62.6 | 33.8 | 61.1 | 52.5 | |
| VPTBackbone=DINOv2-L, Params (M)=3.12025.11 | 41.2 | 61.4 | 60.8 | 54.4 | 64.6 | 61.2 | 58.7 | 61.5 | 64.8 | 33.9 | 56.8 | 51.8 | 67.3 | 38 | 66.9 | 57.4 | |
| MTPBackbone=ViT-L, Params (M)=304.22025.11 | 39.4 | 60 | 61.6 | 53.7 | 66.2 | 64.7 | 48.3 | 59.7 | 56.1 | 32.3 | 60.1 | 49.5 | 55.6 | 37 | 59.8 | 50.8 | |
| ScaleMAEBackbone=ViT-L, Params (M)=304.22025.11 | 39.2 | 60.7 | 56.4 | 52.1 | 62.5 | 57.3 | 45.9 | 55.2 | 62.1 | 35.2 | 55.4 | 50.9 | 60.6 | 30.9 | 58 | 49.8 | |
| Full-TuningBackbone=DINOv2-L, Params (M)=304.22025.11 | 38.6 | 62.3 | 58.3 | 53 | 58.7 | 55.8 | 43.8 | 52.8 | 60.9 | 29.9 | 58.9 | 49.9 | 61.9 | 32.9 | 64.3 | 53 | |
| DAFormerBackbone=MiT-B5, Params (M)=81.42025.11 | 36 | 63.5 | 59 | 52.8 | 59.8 | 63.8 | 51.7 | 58.4 | 61.8 | 31.4 | 56.2 | 49.8 | 62.9 | 39.6 | 62.7 | 55.1 | |
| HRDABackbone=MiT-B5, Params (M)=81.42025.11 | 34.6 | 63 | 56.2 | 51.3 | 62.7 | 63.3 | 44.9 | 57 | 63.8 | 33.3 | 56.9 | 51.3 | 63.3 | 43 | 63.1 | 56.5 | |
| SatMAEBackbone=ViT-L, Params (M)=304.22025.11 | 33.1 | 52.9 | 48.7 | 44.9 | 51.8 | 43.7 | 36.2 | 43.9 | 60.2 | 32.5 | 53 | 48.6 | 59.1 | 32.8 | 56.7 | 49.5 | |
| SLRBackbone=DINOv2-L, Params (M)=6.92025.11 | 24.3 | 37 | 32.3 | 31.2 | 33.3 | 22 | 26.1 | 27.1 | 39.6 | 23.6 | 38.7 | 34 | 42.2 | 24.2 | 34.3 | 33.5 | |
| RemoteCLIPBackbone=ViT-L, Params (M)=304.22025.11 | 8.5 | 15.1 | 19.7 | 14.4 | 54.3 | 57.8 | 16.7 | 42.9 | 22.5 | 12.3 | 22.5 | 19.1 | 32.1 | 26 | 23.6 | 27.2 |