Neuroretinal Rim Segmentation on ORIGA (OOD)
81.1DSCMedSAM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedSAMVariant=Baseline + VarDeepPCA2026.06 | 81.1 | — | — | — | 5.5 | 2.4 | |
| MedSAMVariant=Baseline2026.06 | 77.4 | — | — | — | 6.5 | 2.6 | |
| UNetVariant=Baseline + VarDeepPCA2026.06 | 76.3 | — | — | — | 7.6 | 4.3 | |
| HierProbUNetVariant=Baseline + VarDeepPCA2026.06 | 72 | — | — | — | 9.1 | 4.4 | |
| UNetVariant=Baseline2026.06 | 71.7 | — | — | — | 21.1 | 7.6 | |
| ProbUNetVariant=Baseline + VarDeepPCA2026.06 | 70.8 | — | — | — | 9.7 | 3.7 | |
| SegCNN+DAE+TTA+AtlasVariant=Baseline + VarDeepPCA2026.06 | 70.2 | — | — | — | 9 | 4.9 | |
| AttnUNetVariant=Baseline + VarDeepPCA2026.06 | 69.3 | — | — | — | 9.3 | 5.3 | |
| SegCNN+DAE+TTA+AtlasVariant=Baseline2026.06 | 69.1 | — | — | — | 9.9 | 5.4 | |
| AttnUNetVariant=Baseline2026.06 | 68.6 | — | — | — | 11.1 | 5.4 | |
| SegCNN+DAE+TTAVariant=Baseline + VarDeepPCA2026.06 | 68.5 | — | — | — | 9.5 | 5.1 | |
| DSTransUNetVariant=Baseline + VarDeepPCA2026.06 | 68.2 | — | — | — | 9.6 | 6 | |
| SegCNN+DAE+TTAVariant=Baseline2026.06 | 67.9 | — | — | — | 10.5 | 6.6 | |
| BASNetVariant=Baseline + VarDeepPCA2026.06 | 67.6 | — | — | — | 10.1 | 6.5 | |
| HierProbUNetVariant=Baseline2026.06 | 67.5 | — | — | — | 14.9 | 6.4 | |
| BASNetVariant=Baseline2026.06 | 65.1 | — | — | — | 13 | 7.1 | |
| PHISegVariant=Baseline2026.06 | 63.6 | — | — | — | 10.4 | 6.3 | |
| MedSegDiffVariant=Baseline + VarDeepPCA2026.06 | 63.5 | — | — | — | 9.1 | 7 | |
| PHISegVariant=Baseline + VarDeepPCA2026.06 | 63.5 | — | — | — | 9.8 | 6.4 | |
| DeepLabV3+Variant=Baseline + VarDeepPCA2026.06 | 63.3 | — | — | — | 8.6 | 6.5 | |
| MedSegDiffVariant=Baseline2026.06 | 62.9 | — | — | — | 10.8 | 7 | |
| ProbUNetVariant=Baseline2026.06 | 62.5 | — | — | — | 30.7 | 10.9 | |
| DSTransUNetVariant=Baseline2026.06 | 62.3 | — | — | — | 21.8 | 8.6 | |
| DeepLabV3+Variant=Baseline2026.06 | 62 | — | — | — | 11.4 | 7.6 | |
| VMUNetVariant=Baseline + VarDeepPCA2026.06 | 62 | — | — | — | 10.4 | 6.8 | |
| VMUNetVariant=Baseline2026.06 | 61.8 | — | — | — | 12.7 | 7.2 | |
| ResUNet++Variant=Baseline + VarDeepPCA2026.06 | 55.7 | — | — | — | 10.4 | 5.7 | |
| SegANVariant=Baseline + VarDeepPCA2026.06 | 53.9 | — | — | — | 10.5 | 5.9 | |
| ResUNet++Variant=Baseline2026.06 | 47.8 | — | — | — | 26.3 | 8.8 | |
| SegANVariant=Baseline2026.06 | 46.5 | — | — | — | 15.3 | 5.1 | |
| HPUNetCalibration=Baseline2026.06 | — | 43 | 88 | 45 | — | — | |
| HPUNet + VarDeepPCACalibration=VarDeepPCA2026.06 | — | 53 | 93 | 12 | — | — | |
| PHISegCalibration=Baseline2026.06 | — | 54 | 82 | 48 | — | — | |
| PHISeg + VarDeepPCACalibration=VarDeepPCA2026.06 | — | 56 | 86 | 18 | — | — | |
| ProbUNetCalibration=Baseline2026.06 | — | 33 | 86 | 55 | — | — | |
| ProbUNet + VarDeepPCACalibration=VarDeepPCA2026.06 | — | 39 | 88 | 16 | — | — |