Few-shot Segmentation on iSAID (test)
37.3Foreground mIoUFROST
Evaluation Results
| Method | Links | |
|---|---|---|
| FROSTTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 37.3 | |
| INSID3Training Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 32 | |
| SegICTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 23.5 | |
| SegGPTTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 22.2 | |
| FSSDINOTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 21.5 | |
| GF-SAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 20.4 | |
| MatcherTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 19.8 | |
| DiffewSTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 12.7 | |
| PerSAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 7.4 | |
| SINETraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 5.5 |