Medical Image Segmentation on DM-Seg LQ-3+ (unseen)
71.64IoUPGE-SAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 71.64 | 82.18 | |
| LitePGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 63.41 | 74.8 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 60.95 | 72.32 | |
| SAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 60.91 | 71.78 | |
| MobileSAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 58.71 | 69.75 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Adapter=none2026.06 | 49.2 | 60.05 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 48.25 | 59.87 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 33.44 | 45.16 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 33.15 | 44.3 | |
| RobustSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 28.05 | 39.17 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 22.59 | 31.93 | |
| GleSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 9.73 | 15.81 |