Medical Image Segmentation on DM-Seg LQ-2 (unseen)
73.77mIoUPGE-SAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 73.77 | 83.53 | |
| SAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 69.28 | 78.49 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 67.88 | 77.45 | |
| MobileSAMTraining Domain=Natural Image Domain, Iterative Prompt Steps=52026.06 | 67.11 | 76.64 | |
| LitePGE-SAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 65.68 | 76.56 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Adapter=none2026.06 | 56.88 | 66.4 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=5, Input Mode=box-only2026.06 | 53.71 | 64.17 | |
| SAM-Med2DTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 42.88 | 53.15 | |
| MedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 37.82 | 49.25 | |
| LiteMedSAMTraining Domain=Medical Image Domain, Iterative Prompt Steps=52026.06 | 27.33 | 36.76 | |
| RobustSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 19.59 | 27.86 | |
| GleSAMTraining Domain=Degraded Image Domain, Iterative Prompt Steps=52026.06 | 9.83 | 15.89 |