Semi-supervised medical image segmentation on Synapse (20% labeled)
68.49Average Dice ScoreVNet (fully)
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VNet (fully)Mode=fully labeled2026.03 | 68.49 | 6.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDL-GA-CPS2026.03 | 67.5 | 3.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDL-GA-MagicNet2026.03 | 66.75 | 3.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GA-CPS2026.03 | 66.29 | 5.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GA-MagicNet2026.03 | 66 | 3.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| V-Net (fully supervised baseline)category=Baseline2023.07 | 62.09 | 10.28 | 84.6 | 77.2 | 73.8 | 73.3 | 38.2 | 94.6 | 68.4 | 72.1 | 71.2 | 58.2 | 48.5 | 17.9 | 29 | |
| V-Net (fully)labeled data ratio=100%, supervision=Fully supervised2023.10 | 62.09 | 10.28 | 84.6 | 77.2 | 73.8 | 73.3 | 38.2 | 94.6 | 68.4 | 72.1 | 71.2 | 58.2 | 48.5 | 17.9 | 29 | |
| A&DImbalance handling=Imbalance, labeled data ratio=20%2023.10 | 60.88 | 2.52 | 85.2 | 66.9 | 67 | 52.7 | 62.9 | 89.6 | 52.1 | 83 | 74.9 | 41.8 | 43.4 | 44.8 | 27.2 | |
| A&D2026.03 | 60.88 | 2.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDL-GenericSSL2026.03 | 58.9 | 5.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GenericSSL2026.03 | 55.94 | 6.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimiS2026.03 | 50.45 | 33.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLD2026.03 | 49.47 | 34.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCDL-DHC2026.03 | 49.17 | 10.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DHCcategory=Imbalance2023.07 | 48.61 | 10.71 | 62.8 | 69.5 | 59.2 | 66 | 13.2 | 85.2 | 36.9 | 67.9 | 61.5 | 37 | 30.9 | 31.4 | 10.6 | |
| DHCImbalance handling=Imbalance, labeled data ratio=20%2023.10 | 48.61 | 10.71 | 62.8 | 69.5 | 59.2 | 66 | 13.2 | 85.2 | 36.9 | 67.9 | 61.5 | 37 | 30.9 | 31.4 | 10.6 | |
| DHC2026.03 | 46.16 | 10.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLDcategory=Imbalance2023.07 | 41.07 | 32.15 | 62 | 66 | 59.3 | 61.5 | 0 | 89 | 31.7 | 62.8 | 49.4 | 28.6 | 18.5 | 0 | 5 | |
| CLDImbalance handling=Imbalance, labeled data ratio=20%2023.10 | 41.07 | 32.15 | 62 | 66 | 59.3 | 61.5 | 0 | 89 | 31.7 | 62.8 | 49.4 | 28.6 | 18.5 | 0 | 5 | |
| SimiScategory=Imbalance2023.07 | 40.07 | 32.98 | 62.3 | 69.4 | 50.7 | 61.4 | 0 | 87 | 33 | 59 | 57.2 | 29.2 | 11.8 | 0 | 0 | |
| SimiSImbalance handling=Imbalance, labeled data ratio=20%2023.10 | 40.07 | 32.98 | 62.3 | 69.4 | 50.7 | 61.4 | 0 | 87 | 33 | 59 | 57.2 | 29.2 | 11.8 | 0 | 0 | |
| CRESTcategory=Imbalance2023.07 | 38.33 | 22.85 | 62.1 | 64.7 | 53.8 | 43.8 | 8.1 | 85.9 | 27.2 | 54.4 | 47.7 | 14.4 | 13 | 18.7 | 4.6 | |
| CRESTImbalance handling=Imbalance, labeled data ratio=20%2023.10 | 38.33 | 22.85 | 62.1 | 64.7 | 53.8 | 43.8 | 8.1 | 85.9 | 27.2 | 54.4 | 47.7 | 14.4 | 13 | 18.7 | 4.6 | |
| CPScategory=General2023.07 | 36.27 | 36.02 | 62.8 | 61 | 48.2 | 54.8 | 0 | 90.2 | 36 | 42.5 | 48.2 | 10.7 | 17 | 0 | 0 | |
| DePLImbalance handling=General, labeled data ratio=20%2023.10 | 36.27 | 36.02 | 62.8 | 61 | 48.2 | 54.8 | 0 | 90.2 | 36 | 42.5 | 48.2 | 10.7 | 17 | 0 | 0 | |
| Adshcategory=Imbalance2023.07 | 35.29 | 39.61 | 55.1 | 59.6 | 45.8 | 52.2 | 0 | 89.4 | 32.8 | 47.6 | 53 | 8.9 | 14.4 | 0 | 0 | |
| AdshImbalance handling=Imbalance, labeled data ratio=20%2023.10 | 35.29 | 39.61 | 55.1 | 59.6 | 45.8 | 52.2 | 0 | 89.4 | 32.8 | 47.6 | 53 | 8.9 | 14.4 | 0 | 0 | |
| DSTcategory=General2023.07 | 35.08 | 50.81 | 62.7 | 67.9 | 60.9 | 34.3 | 0 | 89.9 | 20.9 | 61.7 | 44.8 | 0 | 8.7 | 4.2 | 0 | |
| SS-NetImbalance handling=General, labeled data ratio=20%2023.10 | 35.08 | 50.81 | 62.7 | 67.9 | 60.9 | 34.3 | 0 | 89.9 | 20.9 | 61.7 | 44.8 | 0 | 8.7 | 4.2 | 0 | |
| DePLcategory=General2023.07 | 34.47 | 37.69 | 57.7 | 57.2 | 46.4 | 43.7 | 0 | 89 | 33.9 | 43.3 | 46.9 | 9 | 21 | 0 | 0 | |
| DSTImbalance handling=General, labeled data ratio=20%2023.10 | 34.47 | 37.69 | 57.7 | 57.2 | 46.4 | 43.7 | 0 | 89 | 33.9 | 43.3 | 46.9 | 9 | 21 | 0 | 0 | |
| SS-Netcategory=General2023.07 | 33.55 | 41.21 | 62.8 | 55.2 | 45.4 | 35.9 | 0 | 91.1 | 31.3 | 41.9 | 49.2 | 8.8 | 14.5 | 0 | 0 | |
| CPSImbalance handling=General, labeled data ratio=20%2023.10 | 33.55 | 41.21 | 62.8 | 55.2 | 45.4 | 35.9 | 0 | 91.1 | 31.3 | 41.9 | 49.2 | 8.8 | 14.5 | 0 | 0 | |
| Basak et al.category=Imbalance2023.07 | 33.24 | 43.78 | 57.4 | 53.8 | 48.5 | 46.9 | 0 | 87.8 | 28.7 | 42.3 | 45.4 | 6.3 | 15 | 0 | 0 | |
| Basak et al.Imbalance handling=Imbalance, labeled data ratio=20%2023.10 | 33.24 | 43.78 | 57.4 | 53.8 | 48.5 | 46.9 | 0 | 87.8 | 28.7 | 42.3 | 45.4 | 6.3 | 15 | 0 | 0 | |
| URPCcategory=General2023.07 | 25.68 | 72.74 | 66.7 | 38.2 | 56.8 | 0 | 0 | 85.3 | 33.9 | 33.1 | 14.8 | 0 | 5.1 | 0 | 0 | |
| URPCImbalance handling=General, labeled data ratio=20%2023.10 | 25.68 | 72.74 | 66.7 | 38.2 | 56.8 | 0 | 0 | 85.3 | 33.9 | 33.1 | 14.8 | 0 | 5.1 | 0 | 0 | |
| UA-MTcategory=General2023.07 | 20.26 | 71.67 | 48.2 | 31.7 | 22.2 | 0 | 0 | 81.2 | 29.1 | 23.3 | 27.5 | 0 | 0 | 0 | 0 | |
| UA-MTImbalance handling=General, labeled data ratio=20%2023.10 | 20.26 | 71.67 | 48.2 | 31.7 | 22.2 | 0 | 0 | 81.2 | 29.1 | 23.3 | 27.5 | 0 | 0 | 0 | 0 |