Few-shot Segmentation on UDD5 (test)
60.3Foreground mIoUFROST
Evaluation Results
| Method | Links | |
|---|---|---|
| FROSTTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 60.3 | |
| INSID3Training Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 54.5 | |
| SegICTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 53.2 | |
| FSSDINOTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 50 | |
| GF-SAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 47.1 | |
| DiffewSTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 44.6 | |
| MatcherTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 33.5 | |
| SegGPTTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 27.4 | |
| SINETraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 27.2 | |
| PerSAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 17.9 |