Medical Image Segmentation on DM-Seg Clear (unseen)
78.39IoUPGE-SAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 78.39 | 86.57 | |
| SAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 77.95 | 85.1 | |
| MobileSAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 77.55 | 84.77 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 76.15 | 83.76 | |
| LitePGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 69.07 | 78.57 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 63.69 | 72.02 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Adapter=none2026.06 | 62.42 | 70.67 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 58.21 | 67.22 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 46.31 | 57.29 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 40.88 | 50.21 | |
| RobustSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 21.99 | 30.27 | |
| GleSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 10.67 | 16.69 |