Few-shot Segmentation on WHDLD (test)
42.5Foreground mIoUFROST
Evaluation Results
| Method | Links | |
|---|---|---|
| FROSTTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 42.5 | |
| FSSDINOTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 40.6 | |
| GF-SAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 36.9 | |
| INSID3Training Regime=Training-free, Support sizes (k)=1, 3, 5, 10, Backbone=DINOv3 ViT-L2026.06 | 35.5 | |
| SegICTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 34.1 | |
| DiffewSTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 30.6 | |
| MatcherTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 24.9 | |
| SegGPTTraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 24.8 | |
| SINETraining Regime=Learning-based, Support sizes (k)=1, 3, 5, 102026.06 | 24.2 | |
| PerSAMTraining Regime=Training-free, Support sizes (k)=1, 3, 5, 102026.06 | 19.2 |