Medical Image Segmentation on DM-Seg LQ-3 (unseen)
72.09IoUPGE-SAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 72.09 | 82.46 | |
| LitePGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 64.14 | 75.56 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 63.92 | 74.54 | |
| SAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 63.02 | 73.41 | |
| MobileSAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 61.17 | 71.7 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Adapter=none2026.06 | 52.89 | 63.27 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 49.14 | 60.27 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 36.53 | 47.41 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 34.49 | 46.11 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 22.79 | 31.95 | |
| RobustSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 18.89 | 27.2 | |
| GleSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 9.64 | 15.68 |