Semantic Segmentation on COCO-20i
79.8Clean ScoreUNICL-SAM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UNICL-SAMTraining Type=Training-based, In-domain training=true2026.06 | 79.8 | -1 | -1.8 | -3 | -3.3 | -4.8 | -5 | -3.1 | -3.9 | |
| CG-ICSTraining Type=Training-free, In-domain training=false2026.06 | 74.6 | -0.1 | -0.3 | -4.2 | -3.4 | -5.2 | -0.5 | -2.3 | -3.1 | |
| SANSATraining Type=Training-based, In-domain training=true2026.06 | 70.5 | -1.2 | -4 | -11.1 | -5.8 | -12.9 | -1.4 | -6.1 | -8.6 | |
| SINETraining Type=Training-based, In-domain training=true2026.06 | 70 | -0.7 | -1.7 | -5.9 | -2.8 | -6.5 | -12.4 | -5 | -7.1 | |
| SegGPTTraining Type=Training-based, In-domain training=true2026.06 | 62.1 | -2.7 | -3 | -2.7 | -7.8 | -6.2 | -8.8 | -5.2 | -8.4 | |
| GF-SAMTraining Type=Training-free, In-domain training=false2026.06 | 61.5 | -0.1 | -0.8 | -5.3 | -1.9 | -3.8 | -3 | -2.5 | -4.1 | |
| MatcherTraining Type=Training-free, In-domain training=false2026.06 | 41.6 | -0.5 | -2.5 | -6.5 | -3.8 | -5.3 | -6.2 | -4.1 | -9.9 |