Few-shot Segmentation on OpenEarthMap (test)
41.5Foreground mIoUFROST
Evaluation Results
| Method | Links | |
|---|---|---|
| FROSTTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 41.5 | |
| FSSDINOTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 38.2 | |
| INSID3Training Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 36.6 | |
| GF-SAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 32.2 | |
| SegICTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 29.2 | |
| DiffewSTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 23.3 | |
| MatcherTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 20.8 | |
| SegGPTTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 20.6 | |
| SINETraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 20.6 | |
| PerSAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 6.8 |