Example-based Segmentation on PASCAL-5i (val)
89.8mIoUSegGPT
Evaluation results
| Method | Links | |
|---|---|---|
| SegGPTshots=few-shot2024.03 | 89.8 | |
| SegGPTshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 89.8 | |
| CG-ICSshot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 89.6 | |
| CG-ICSshot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 89.3 | |
| DiffwSshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 88.3 | |
| DiffwSshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 87.8 | |
| SINEshot=5-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 86.2 | |
| SINEshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 85.4 | |
| SegGPTshots=one-shot2024.03 | 83.2 | |
| SegGPTshot=1-shot, Training Protocol=Training-based, In-domain training=true2026.06 | 83 | |
| GF-SAMshot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 82.6 | |
| AnyRefshots=few-shot, mask cropping=true2024.03 | 80 | |
| AnyRefshots=few-shot2024.03 | 78.6 | |
| AnyRefshots=one-shot, mask cropping=true2024.03 | 76.5 | |
| VATshots=few-shot, training categories cover testing=true2024.03 | 76.3 | |
| AnyRefshots=one-shot2024.03 | 74.8 | |
| Matchershot=5-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 74 | |
| HSNetshots=few-shot, training categories cover testing=true2024.03 | 73.8 | |
| VATshots=one-shot, training categories cover testing=true2024.03 | 72.4 | |
| GF-SAMshot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 72.1 | |
| HSNetshots=one-shot, training categories cover testing=true2024.03 | 68.7 | |
| Matchershot=1-shot, Training Protocol=Training-free, In-domain training=false2026.06 | 68.1 | |
| Paintershots=few-shot2024.03 | 64.6 | |
| Paintershots=one-shot2024.03 | 64.5 | |
| CLIPSegshots=one-shot2024.03 | 59.5 |