Semantic Segmentation on SAR One-Domain-Gap (Unseen Region)
38N2S ScoreCrossEarth-SAR-L*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CrossEarth-SAR-L*Backbone=ViT-L, Total Parameters=1.3B, Activated Parameters=300M, PEFT Strategy=Earth-Adapter, Evaluation Protocol=Frozen backbone2026.03 | 38 | 46.7 | 39.1 | 38.6 | |
| CrossEarth-SAR-LBackbone=ViT-L, Total Parameters=1.3B, Activated Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 37.8 | 45.6 | 38.1 | 38.4 | |
| CrossEarth-SAR-BBackbone=ViT-B, Total Parameters=300M, Activated Parameters=80M, Evaluation Protocol=Frozen backbone2026.03 | 36.7 | 43.4 | 37.7 | 37.1 | |
| CrossEarth-SAR-SBackbone=ViT-S, Total Parameters=90M, Activated Parameters=20M, Evaluation Protocol=Frozen backbone2026.03 | 34.6 | 43.2 | 35.4 | 35.6 | |
| DINOv3Backbone=ViT-L, Total Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 33.7 | 42.8 | 29.9 | 35.3 | |
| DINOv2 (Baseline)Backbone=ViT-L, Total Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 32.3 | 43.8 | 34 | 35.8 | |
| MTPBackbone=ViT-L, Total Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 30.6 | 35.3 | 25.7 | 33.9 | |
| SARATR-XBackbone=HiViT-B, Total Parameters=60M, Evaluation Protocol=Frozen backbone2026.03 | 28.4 | 34.8 | 5.9 | 12.1 | |
| ScaleMAEBackbone=ViT-L, Total Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 26.4 | 27.2 | 12.9 | 30.5 | |
| SatMAEBackbone=ViT-L, Total Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 26.2 | 32.1 | 14.5 | 33.4 | |
| DOFABackbone=ViT-B, Total Parameters=80M, Evaluation Protocol=Frozen backbone2026.03 | 25.3 | 27.5 | 15.8 | 31.9 | |
| S12-MoCoBackbone=ViT-S, Total Parameters=20M, Evaluation Protocol=Frozen backbone2026.03 | 23.2 | 24 | 8.9 | 18.6 | |
| S12-MAEBackbone=ViT-S, Total Parameters=20M, Evaluation Protocol=Frozen backbone2026.03 | 22.9 | 29.9 | 5.9 | 34.8 | |
| S12-DINOBackbone=ViT-S, Total Parameters=20M, Evaluation Protocol=Frozen backbone2026.03 | 22.5 | 27 | 12.6 | 30.8 | |
| RemoteCLIPBackbone=ViT-L, Total Parameters=300M, Evaluation Protocol=Frozen backbone2026.03 | 22.4 | 30.2 | 5.9 | 29.8 |