Few-Shot Segmentation on SUIM
70.1mIoUFROST
Evaluation results
| Method | Links | |
|---|---|---|
| FROSTShots (k)=102026.06 | 70.1 | |
| INSID3Shots (k)=102026.06 | 67.6 | |
| GF-SAMShots (k)=102026.06 | 63.2 | |
| FSSDINOShots (k)=102026.06 | 63.2 | |
| FROSTShots (k)=12026.06 | 58 | |
| INSID3Shots (k)=12026.06 | 56.2 | |
| GF-SAMShots (k)=12026.06 | 55 | |
| FSSDINOShots (k)=12026.06 | 51.3 | |
| CPSShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 48.8 | |
| MatcherShots (k)=102026.06 | 48.8 | |
| MatcherShots (k)=12026.06 | 46.7 | |
| GF-SAMShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 42.9 | |
| CPSShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 42.8 | |
| MatcherShots=5-shot, Training Protocol=SAM-based Training-free2026.02 | 41.4 | |
| ABCDFSSShots=5-shot, Training Protocol=Training-required2026.02 | 41.3 | |
| PATNetShots=5-shot, Training Protocol=Training-required2026.02 | 40.2 | |
| GF-SAMShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 38.3 | |
| MatcherShots=1-shot, Training Protocol=SAM-based Training-free2026.02 | 37.9 | |
| PerSAMShots (k)=102026.06 | 35.9 | |
| ABCDFSSShots=1-shot, Training Protocol=Training-required2026.02 | 35.1 | |
| PATNetShots=1-shot, Training Protocol=Training-required2026.02 | 32.1 | |
| PerSAMShots (k)=12026.06 | 29.6 | |
| HSNetShots=1-shot, Training Protocol=Training-required2026.02 | 28.8 |