Semantic Segmentation on SAR One-Domain-Gap (Unseen Complex Value)
76.9C(r)2R ScoreCrossEarth-SAR-L*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CrossEarth-SAR-L*Backbone=ViT-L, Total Parameters=1.3B, Activated Parameters=300M, PEFT Strategy=Earth-Adapter2026.03 | 76.9 | 75.2 | 76.7 | 75.1 | |
| CrossEarth-SAR-LBackbone=ViT-L, Total Parameters=1.3B, Activated Parameters=300M2026.03 | 76.4 | 73.6 | 76.4 | 73.6 | |
| CrossEarth-SAR-BBackbone=ViT-B, Total Parameters=300M, Activated Parameters=80M2026.03 | 76.1 | 74.5 | 75.1 | 73.5 | |
| CrossEarth-SAR-SBackbone=ViT-S, Total Parameters=90M, Activated Parameters=20M2026.03 | 74.5 | 73.6 | 74.2 | 72.9 | |
| SARATR-XBackbone=HiViT-B, Total Parameters=60M2026.03 | 73.8 | 73.4 | 72.3 | 72.4 | |
| DINOv2 (Baseline)Backbone=ViT-L, Total Parameters=300M2026.03 | 71.3 | 68.8 | 71.7 | 66.8 | |
| MTPBackbone=ViT-L, Total Parameters=300M2026.03 | 70.8 | 65.4 | 71.4 | 67.6 | |
| DINOv3Backbone=ViT-L, Total Parameters=300M2026.03 | 69.9 | 71.9 | 69.2 | 66.8 | |
| SatMAEBackbone=ViT-L, Total Parameters=300M2026.03 | 46.4 | 34.4 | 43.4 | 35.6 | |
| ScaleMAEBackbone=ViT-L, Total Parameters=300M2026.03 | 36.8 | 40.6 | 50 | 30.6 | |
| S12-MoCoBackbone=ViT-S, Total Parameters=20M2026.03 | 29.9 | 48.1 | 29.3 | 37.7 | |
| S12-DINOBackbone=ViT-S, Total Parameters=20M2026.03 | 25 | 59 | 23.4 | 55 | |
| DOFABackbone=ViT-B, Total Parameters=80M2026.03 | 24.6 | 42.6 | 24.7 | 26.3 | |
| S12-MAEBackbone=ViT-S, Total Parameters=20M2026.03 | 23.7 | 33.3 | 19.5 | 22.8 | |
| RemoteCLIPBackbone=ViT-L, Total Parameters=300M2026.03 | 22.3 | 24.9 | 20.6 | 31 |