Gland Segmentation on CRAG (test)
89.4DICE ScoreUniSemAlign
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniSemAlignLabeled Ratio=20%2026.04 | 89.4 | — | 80.88 | |
| Fully-SupervisedLabeled Ratio=100%2026.04 | 89.13 | — | 80.44 | |
| UniSemAlignLabeled Ratio=10%2026.04 | 88.57 | — | 79.52 | |
| MILDNetBackbone=MILD-Net, Supervision=Fully2023.07 | 88.3 | 86.9 | 76.95 | |
| CorrMatchLabeled Ratio=20%2026.04 | 85.35 | — | 74.54 | |
| UnetBackbone=U-Net, Supervision=Fully2023.07 | 84.4 | 82.7 | 70.21 | |
| CTLabeled Ratio=20%2026.04 | 81.64 | — | 70.87 | |
| CSDSLabeled Ratio=20%2026.04 | 81.28 | — | 69.67 | |
| CorrMatchLabeled Ratio=10%2026.04 | 79.93 | — | 66.76 | |
| CSDSLabeled Ratio=10%2026.04 | 79.86 | — | 67.81 | |
| UAMTLabeled Ratio=20%2026.04 | 79.76 | — | 66.33 | |
| UAMTLabeled Ratio=10%2026.04 | 77.85 | — | 63.74 | |
| CTLabeled Ratio=10%2026.04 | 77.33 | — | 65.56 | |
| MSSGBackbone=PSPNet, Supervision=None2023.07 | 77.26 | 77.43 | 65.89 | |
| FixMatchLabeled Ratio=10%2026.04 | 72.42 | — | 64.31 | |
| VF-CNNBackbone=RotEqNet, Supervision=Fully2023.07 | 72.1 | 71.1 | 57.24 | |
| FixMatchLabeled Ratio=20%2026.04 | 71.2 | — | 64.75 | |
| DuSSSLabeled Ratio=20%2026.04 | 71.13 | — | 57.45 | |
| SGSCNBackbone=PSPNet, Supervision=None, Is_end_to_end_clustering=true2023.07 | 67.88 | 69.29 | 55.31 | |
| DSMBackbone=PSPNet, Supervision=None2023.07 | 66.07 | 67.22 | 52.28 | |
| XNetLabeled Ratio=20%2026.04 | 65.6 | — | 50.85 | |
| XNetLabeled Ratio=10%2026.04 | 65.27 | — | 50.4 | |
| PiCIEBackbone=PSPNet, Supervision=None, Is_end_to_end_clustering=true2023.07 | 64.33 | 67.04 | 52.06 | |
| DuSSSLabeled Ratio=10%2026.04 | 64.25 | — | 49.99 | |
| CPSLabeled Ratio=20%2026.04 | 52.43 | — | 45.7 | |
| CPSLabeled Ratio=10%2026.04 | 47.1 | — | 40.77 |