Medical Image Segmentation on ACDC Strong Base Nseg=5
77.3IoURN-DPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RN-DPORegime=GT oracle2026.01 | 77.3 | 0.767 | |
| RN-DPORegime=Strong judge, NQC=66/1242026.01 | 75.3 | 0.739 | |
| RN-DPO (rand.)Regime=Strong judge, NQC=66/1242026.01 | 75.1 | 0.741 | |
| IPORegime=Strong judge, NQC=66/1242026.01 | 75 | 0.704 | |
| Top-1 PseudolabelingRegime=Strong judge, NQC=66/1242026.01 | 74.8 | 0.726 | |
| DPORegime=GT oracle2026.01 | 74.8 | 0.748 | |
| rDPORegime=Strong judge, NQC=66/1242026.01 | 74.6 | 0.719 | |
| DPORegime=Strong judge, NQC=66/1242026.01 | 74.1 | 0.72 | |
| DPO (rand.)Regime=Strong judge, NQC=66/1242026.01 | 73.2 | 0.619 | |
| RN-DPORegime=Weak judge, NQC=32/462026.01 | 72.7 | 0.708 | |
| RN-DPO (rand.)Regime=Weak judge, NQC=32/462026.01 | 72.2 | 0.702 | |
| Select-bestRegime=Strong judge, NQC=66/1242026.01 | 72.2 | — | |
| Select-bestRegime=Weak judge, NQC=32/462026.01 | 70.9 | — | |
| DPO (rand.)Regime=Weak judge, NQC=32/462026.01 | 70.7 | 0.568 | |
| IPORegime=Weak judge, NQC=32/462026.01 | 70.2 | 0.646 | |
| DPORegime=Weak judge, NQC=32/462026.01 | 70.1 | 0.645 | |
| Top-1 PseudolabelingRegime=Weak judge, NQC=32/462026.01 | 69.9 | 0.653 | |
| rDPORegime=Weak judge, NQC=32/462026.01 | 69.9 | 0.645 | |
| Supervised baselineRegime=Supervised baseline2026.01 | 67.6 | — |