Medical Image Segmentation on DM-Seg Average (unseen)
74.33IoUPGE-SAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 74.33 | 83.9 | |
| SAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 69.01 | 78.18 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 68.27 | 77.83 | |
| MobileSAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 67.27 | 76.65 | |
| LitePGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 65.77 | 76.48 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Adapter=none2026.06 | 56.23 | 65.82 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 54.57 | 64.82 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 44.04 | 54.25 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 38.81 | 50.21 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 29.33 | 38.73 | |
| RobustSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 21.76 | 30.64 | |
| GleSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 9.99 | 16.05 |