Semantic Segmentation on SAR One-Domain-Gap (Unseen Polarization)
73.9VV2FCrossEarth-SAR-L*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CrossEarth-SAR-L*Backbone=ViT-L, Total Parameters=1.3B, Activated Parameters=300M, PEFT Strategy=Earth-Adapter2026.03 | 73.9 | 72.2 | 71.8 | 68.6 | |
| CrossEarth-SAR-LBackbone=ViT-L, Total Parameters=1.3B, Activated Parameters=300M2026.03 | 73.8 | 69.8 | 72.3 | 67.1 | |
| CrossEarth-SAR-BBackbone=ViT-B, Total Parameters=300M, Activated Parameters=80M2026.03 | 73.5 | 68.2 | 70.6 | 66.5 | |
| CrossEarth-SAR-SBackbone=ViT-S, Total Parameters=90M, Activated Parameters=20M2026.03 | 71.3 | 68 | 68.5 | 65 | |
| DINOv2 (Baseline)Backbone=ViT-L, Total Parameters=300M2026.03 | 65.7 | 63.2 | 56.8 | 55.2 | |
| SARATR-XBackbone=HiViT-B, Total Parameters=60M2026.03 | 57.1 | 56.5 | 48.6 | 56.2 | |
| DINOv3Backbone=ViT-L, Total Parameters=300M2026.03 | 48.3 | 56.6 | 50.6 | 60.4 | |
| MTPBackbone=ViT-L, Total Parameters=300M2026.03 | 30.4 | 40.2 | 36 | 28.9 | |
| S12-DINOBackbone=ViT-S, Total Parameters=20M2026.03 | 23 | 37.5 | 15.7 | 35.1 | |
| SatMAEBackbone=ViT-L, Total Parameters=300M2026.03 | 22.5 | 33.4 | 17.1 | 30 | |
| S12-MoCoBackbone=ViT-S, Total Parameters=20M2026.03 | 21.9 | 16.1 | 19.8 | 29.9 | |
| DOFABackbone=ViT-B, Total Parameters=80M2026.03 | 20.4 | 30.7 | 21.6 | 30.6 | |
| ScaleMAEBackbone=ViT-L, Total Parameters=300M2026.03 | 15.1 | 33.3 | 14.9 | 20.2 | |
| RemoteCLIPBackbone=ViT-L, Total Parameters=300M2026.03 | 13.3 | 20.9 | 13 | 17.3 | |
| S12-MAEBackbone=ViT-S, Total Parameters=20M2026.03 | 12.8 | 17.7 | 12.6 | 15.6 |