In-Context Segmentation on COCO-20i (val)
78.7mIoUUNICL-SAM
Evaluation results
| Method | Links | |
|---|---|---|
| UNICL-SAMshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 78.7 | |
| SANSAshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 78.6 | |
| UNICL-SAMshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 77.8 | |
| SANSAshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 75.6 | |
| CG-ICSshot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 72.6 | |
| CG-ICSshot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 72.3 | |
| DiffwSshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 72.2 | |
| DiffwSshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 71.3 | |
| SegGPTshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 67.9 | |
| GF-SAMshot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 66.8 | |
| SINEshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 66.1 | |
| SINEshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 64.5 | |
| Matchershot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 60.7 | |
| GF-SAMshot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 58.7 | |
| SegGPTshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 56.1 | |
| Matchershot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 52.7 |