Vessel Segmentation on ROSE (target domain)
75.28DSC (%)Diffusion-UDA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Diffusion-UDAStage=Ours (Final), Description=Performance after iterative refinement2026.04 | 75.28 | 86.05 | 92.77 | 1.317 | |
| AADG*Implementation=Re-implemented with FIVES dataset augmentation2026.04 | 67.75 | 79.32 | 91.63 | 1.506 | |
| DGSS2026.04 | 66.88 | — | — | — | |
| Diffusion-UDAStage=Ours (Iter-0), Description=Initial segmentation performance without co-optimization2026.04 | 64.27 | 75.65 | 91.61 | 2.818 | |
| AADG2026.04 | 61.57 | — | — | — | |
| SFDA2026.04 | 52.5 | 69.81 | 88.88 | 2.128 | |
| BaselineDescription=Source-trained model directly applied to target domain2026.04 | 11.89 | 49.41 | 76.95 | 5.607 |