Medical Image Segmentation on ACDC (5% labeled)
91.85DICEnnUNet-F
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| nnUNet-FTraining Supervision=Full Dataset (100% Labeled)2026.01 | 91.85 | 84.91 | — | — | |
| UNet-FTraining Supervision=Full Dataset (100% Labeled)2026.01 | 91.3 | 84.27 | — | — | |
| VQ-SegTraining Supervision=Semi-Supervised2026.01 | 90.57 | 81.73 | — | — | |
| UnimatchTraining Supervision=Semi-Supervised2026.01 | 89.15 | 79.83 | — | — | |
| ARCOTraining Supervision=Semi-Supervised2026.01 | 88.79 | 80.21 | — | — | |
| ABDTraining Supervision=Semi-Supervised2026.01 | 88.74 | 79.24 | — | — | |
| SPCLSupervision=Semi-supervised2026.01 | 88.66 | 80.21 | 2.81 | — | |
| SRA-SegLabeled (Real)=68 (5%), Unlabeled (Real)=1244 (95%), Unlabeled (Synthetic)=02026.02 | 87.62 | 78.68 | 2.01 | 0.64 | |
| BASSSupervision=Semi-supervised2026.01 | 87.6 | 78.84 | 3.74 | — | |
| BCPLabeled (Real)=68 (5%), Unlabeled (Real)=1244 (95%), Unlabeled (Synthetic)=02026.02 | 87.59 | 78.67 | 1.9 | 0.67 | |
| ABDSupervision=Semi-supervised2026.01 | 87.19 | 77.97 | 3.25 | — | |
| BUSSupervision=Semi-supervised2026.01 | 87.17 | 77.69 | 5.87 | — | |
| ADMTSupervision=Semi-supervised2026.01 | 87 | 77.88 | 3.28 | — | |
| DGCLSupervision=Semi-supervised2026.01 | 86.54 | 76.92 | 3.49 | — | |
| BCPTraining Supervision=Semi-Supervised2026.01 | 86.21 | 78.46 | — | — | |
| UGPCLSupervision=Semi-supervised2026.01 | 84.76 | 75.01 | 9.68 | — | |
| SupOnlySupervision=Supervised-only2026.01 | 77.52 | 65.38 | 26.87 | — | |
| SSNetTraining Supervision=Semi-Supervised2026.01 | 65.42 | 55.68 | — | — | |
| MCNetTraining Supervision=Semi-Supervised2026.01 | 64.85 | 53.38 | — | — | |
| DiffRectLabeled (Real)=68 (5%), Unlabeled (Real)=0, Unlabeled (Synthetic)=1244 (95%)2026.02 | 63.74 | 53.51 | 19.29 | 6.13 | |
| UA-MTTraining Supervision=Semi-Supervised2026.01 | 61.23 | 53.24 | — | — | |
| SRA-SegLabeled (Real)=68 (5%), Unlabeled (Real)=0, Unlabeled (Synthetic)=1244 (95%)2026.02 | 60.02 | 46.52 | 19.95 | 5.83 | |
| BCPLabeled (Real)=68 (5%), Unlabeled (Real)=0, Unlabeled (Synthetic)=1244 (95%)2026.02 | 54.64 | 41.2 | 15.78 | 4.83 | |
| nnUNet-STraining Supervision=Labeled Subset Only (5%)2026.01 | 48.92 | 38.76 | — | — | |
| UNetLabeled (Real)=68, Unlabeled (Real)=0, Unlabeled (Synthetic)=02026.02 | 47.83 | 37.01 | 31.16 | 12.62 | |
| UNet-STraining Supervision=Labeled Subset Only (5%)2026.01 | 46.74 | 36.98 | — | — | |
| CGSLabeled (Real)=68 (5%), Unlabeled (Real)=0, Unlabeled (Synthetic)=1244 (95%)2026.02 | 29.23 | 18.93 | 19.2 | 6.23 | |
| ABD(BCP)Labeled (Real)=68 (5%), Unlabeled (Real)=0, Unlabeled (Synthetic)=1244 (95%)2026.02 | 21.84 | 14.83 | 10.26 | 1.87 | |
| CrossMatchLabeled (Real)=68 (5%), Unlabeled (Real)=0, Unlabeled (Synthetic)=1244 (95%)2026.02 | 9.8 | 6.67 | 377.99 | 75.15 |