3D Medical Image Segmentation on LA dataset
91.88DiceSupervised baseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Supervised baselinelabeled_scans=80, unlabeled_scans=0, evaluation_protocol=final training checkpoint2026.02 | 91.88 | 1.37 | 4.6 | — | |
| Fully SupervisedL/U (Number of Labeled/Unlabeled scans)=80/02026.03 | 91.58 | 1.43 | 4.95 | 84.51 | |
| Fully SupervisedL/U=80/02026.03 | 91.58 | 1.43 | 4.95 | 84.51 | |
| DBiSLlabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 90.54 | 1.8 | 6.05 | — | |
| CSE-Light-UNETRL/U (Number of Labeled/Unlabeled scans)=8/722026.03 | 90.5 | 1.83 | 5.82 | 82.74 | |
| CSE-Light-UNETRL/U=8/722026.03 | 90.5 | 1.83 | 5.82 | 82.74 | |
| SCClabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 89.81 | 1.82 | 7.15 | — | |
| BaPClabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 89.71 | 1.85 | 6.08 | — | |
| DUWMlabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 89.65 | 2.03 | 7.04 | — | |
| SASSNetlabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 89.54 | 2.2 | 8.24 | — | |
| CSE-Light-UNETRL/U (Number of Labeled/Unlabeled scans)=4/762026.03 | 89.53 | 1.88 | 6.14 | 81.15 | |
| CSE-Light-UNETRL/U=4/762026.03 | 89.53 | 1.88 | 6.14 | 81.15 | |
| DTClabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 89.42 | 2.1 | 7.32 | — | |
| UA-MTlabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 88.88 | 2.26 | 7.32 | — | |
| MCFlabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 88.71 | 1.9 | 6.32 | — | |
| AUSSlabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 88.6 | — | 7.61 | — | |
| TAClabeled_scans=16, unlabeled_scans=64, evaluation_protocol=final training checkpoint2026.02 | 87.75 | 2.04 | 9.45 | — | |
| BCPL/U (Number of Labeled/Unlabeled scans)=8/722026.03 | 86.81 | 2.49 | 8.91 | 76.94 | |
| BCPL/U=8/722026.03 | 86.81 | 2.49 | 8.91 | 76.94 | |
| BCPL/U (Number of Labeled/Unlabeled scans)=4/762026.03 | 84.76 | 2.89 | 10.22 | 73.88 | |
| BCPL/U=4/762026.03 | 84.76 | 2.89 | 10.22 | 73.88 | |
| SS-NetL/U (Number of Labeled/Unlabeled scans)=8/722026.03 | 83.51 | 2.78 | 9.93 | 72.19 | |
| SS-NetL/U=8/722026.03 | 83.51 | 2.78 | 9.93 | 72.19 | |
| MLRPL/U (Number of Labeled/Unlabeled scans)=8/722026.03 | 82.92 | 2.96 | 10.24 | 71.18 | |
| MLRPL/U=8/722026.03 | 82.92 | 2.96 | 10.24 | 71.18 | |
| UA-MTL/U (Number of Labeled/Unlabeled scans)=8/722026.03 | 82.53 | 3.84 | 11.8 | 70.73 | |
| UA-MTL/U=8/722026.03 | 82.53 | 3.84 | 11.8 | 70.73 | |
| Supervised baselinelabeled_scans=16, unlabeled_scans=0, evaluation_protocol=final training checkpoint2026.02 | 82.36 | 3.08 | 11.87 | — | |
| CAMLL/U (Number of Labeled/Unlabeled scans)=8/722026.03 | 82.36 | 3.08 | 9.79 | 70.56 | |
| CAMLL/U=8/722026.03 | 82.36 | 3.08 | 9.79 | 70.56 | |
| MLRPL/U (Number of Labeled/Unlabeled scans)=4/762026.03 | 81.27 | 3.12 | 10.7 | 69.36 | |
| MLRPL/U=4/762026.03 | 81.27 | 3.12 | 10.7 | 69.36 | |
| Light-UNETRL/U (Number of Labeled/Unlabeled scans)=8/02026.03 | 80.05 | 4.13 | 12.88 | 69.86 | |
| Light-UNETRL/U=8/02026.03 | 80.05 | 4.13 | 12.88 | 69.86 | |
| CAMLL/U (Number of Labeled/Unlabeled scans)=4/762026.03 | 79.74 | 4.46 | 14.58 | 66.94 | |
| CAMLL/U=4/762026.03 | 79.74 | 4.46 | 14.58 | 66.94 | |
| SS-NetL/U (Number of Labeled/Unlabeled scans)=4/762026.03 | 79.69 | 3.86 | 12.44 | 67.02 | |
| SS-NetL/U=4/762026.03 | 79.69 | 3.86 | 12.44 | 67.02 | |
| UA-MTL/U (Number of Labeled/Unlabeled scans)=4/762026.03 | 78.34 | 4.69 | 15.42 | 65.11 | |
| UA-MTL/U=4/762026.03 | 78.34 | 4.69 | 15.42 | 65.11 | |
| Light-UNETRL/U (Number of Labeled/Unlabeled scans)=4/02026.03 | 75.55 | 6.16 | 17.8 | 61.99 | |
| Light-UNETRL/U=4/02026.03 | 75.55 | 6.16 | 17.8 | 61.99 |