Medical Image Segmentation on ACDC Weak Base Nseg=3
0.753IoURN-DPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RN-DPORegime=GT oracle2026.01 | 0.753 | 0.748 | |
| DPORegime=GT oracle2026.01 | 0.728 | 0.731 | |
| rDPORegime=Strong judge, NQC=66/1242026.01 | 0.718 | 0.696 | |
| RN-DPO (rand.)Regime=Strong judge, NQC=66/1242026.01 | 0.717 | 0.699 | |
| DPORegime=Strong judge, NQC=66/1242026.01 | 0.716 | 0.695 | |
| RN-DPORegime=Strong judge, NQC=66/1242026.01 | 0.716 | 0.7 | |
| IPORegime=Strong judge, NQC=66/1242026.01 | 0.715 | 0.685 | |
| Top-1 PseudolabelingRegime=Strong judge, NQC=66/1242026.01 | 0.708 | 0.7 | |
| DPO (rand.)Regime=Strong judge, NQC=66/1242026.01 | 0.704 | 0.595 | |
| RN-DPO (rand.)Regime=Weak judge, NQC=32/462026.01 | 0.637 | 0.592 | |
| RN-DPORegime=Weak judge, NQC=32/462026.01 | 0.633 | 0.581 | |
| DPO (rand.)Regime=Weak judge, NQC=32/462026.01 | 0.624 | 0.495 | |
| Select-bestRegime=Strong judge, NQC=66/1242026.01 | 0.624 | — | |
| Top-1 PseudolabelingRegime=Weak judge, NQC=32/462026.01 | 0.619 | 0.514 | |
| IPORegime=Weak judge, NQC=32/462026.01 | 0.605 | 0.517 | |
| DPORegime=Weak judge, NQC=32/462026.01 | 0.601 | 0.482 | |
| Select-bestRegime=Weak judge, NQC=32/462026.01 | 0.599 | — | |
| rDPORegime=Weak judge, NQC=32/462026.01 | 0.596 | 0.491 | |
| Supervised baselineRegime=Supervised baseline2026.01 | 0.573 | — |