In-Context Segmentation on LVIS-92i
59mIoUSANSA
Evaluation Results
| Method | Links | |
|---|---|---|
| SANSAshot=5-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 59 | |
| CG-ICSshot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 56.2 | |
| CG-ICSshot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 55.4 | |
| SANSAshot=1-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 50.3 | |
| GF-SAMshot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 44.2 | |
| Matchershot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 40 | |
| UNICL-SAMshot=5-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 37.1 | |
| SINEshot=5-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 35.5 | |
| DiffwSshot=5-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 35.4 | |
| GF-SAMshot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 35.2 | |
| UNICL-SAMshot=1-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 34.1 | |
| Matchershot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 33 | |
| DiffwSshot=1-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 31.4 | |
| SINEshot=1-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 31.2 | |
| SegGPTshot=5-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 25.4 | |
| SegGPTshot=1-shot, Training Protocol=Training-based, In-domain training=false2026.06 | 18.6 |