Few-shot Segmentation on LoveDA (test)
49.7Foreground mIoUFROST
Evaluation results
| Method | Links | |
|---|---|---|
| FROSTTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 49.7 | |
| INSID3Training Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 48.4 | |
| SegGPTTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 45.3 | |
| GF-SAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 44.7 | |
| FSSDINOTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 42.5 | |
| SegICTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 34.4 | |
| DiffewSTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 29.5 | |
| MatcherTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 27.4 | |
| SINETraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 15.3 | |
| PerSAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 14.3 |