Fetal Head Segmentation on HC18
97DSCAttnUNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AttnUNetConfiguration=Baseline + VarDeepPCA2026.06 | 97 | — | 5.2 | 2.1 | |
| MedSegDiffConfiguration=Baseline + VarDeepPCA2026.06 | 97 | — | 4.9 | 2.1 | |
| Swin-UnetAL Strategy=N/A, # Labeled=100%2026.01 | 96.94 | 12.51 | — | — | |
| UNetConfiguration=Baseline + VarDeepPCA2026.06 | 96.9 | — | 5.2 | 2.2 | |
| VMUNetConfiguration=Baseline + VarDeepPCA2026.06 | 96.9 | — | 5.1 | 2.2 | |
| PHISegConfiguration=Baseline + VarDeepPCA2026.06 | 96.9 | — | 5.3 | 1.7 | |
| SegCNN+DAE+TTA+AtlasConfiguration=Baseline2026.06 | 96.9 | — | 8.6 | 2.5 | |
| SegCNN+DAE+TTA+AtlasConfiguration=Baseline + VarDeepPCA2026.06 | 96.9 | — | 5.1 | 2.2 | |
| DeepLabV3+Configuration=Baseline + VarDeepPCA2026.06 | 96.8 | — | 5.4 | 2.3 | |
| BASNetConfiguration=Baseline + VarDeepPCA2026.06 | 96.8 | — | 5.3 | 1.9 | |
| SegANConfiguration=Baseline + VarDeepPCA2026.06 | 96.8 | — | 5.2 | 2.2 | |
| HierProbUNetConfiguration=Baseline + VarDeepPCA2026.06 | 96.8 | — | 5.3 | 2.2 | |
| HierProbUNetConfiguration=Baseline2026.06 | 96.5 | — | 11.5 | 3.8 | |
| SSL-EGADAL Strategy=EGAD, # Labeled=2% × 52026.01 | 96.44 | 19.15 | — | — | |
| DSTransUNetConfiguration=Baseline + VarDeepPCA2026.06 | 96.4 | — | 5.6 | 2.5 | |
| Mean of BaselinesConfiguration=Baseline + VarDeepPCA2026.06 | 96.4 | — | 5.9 | 2.5 | |
| BASNetConfiguration=Baseline2026.06 | 96.3 | — | 5.9 | 2.1 | |
| AttnUNetConfiguration=Baseline2026.06 | 96.2 | — | 8.4 | 2.6 | |
| MedSegDiffConfiguration=Baseline2026.06 | 96.2 | — | 5.3 | 2.7 | |
| SegCNN+DAE+TTAConfiguration=Baseline + VarDeepPCA2026.06 | 96.2 | — | 5.3 | 2.3 | |
| SegANConfiguration=Baseline2026.06 | 96.1 | — | 6.6 | 2.8 | |
| SegCNN+DAE+TTAConfiguration=Baseline2026.06 | 96.1 | — | 8.9 | 2.7 | |
| VMUNetConfiguration=Baseline2026.06 | 96 | — | 6.4 | 2.4 | |
| PHISegConfiguration=Baseline2026.06 | 96 | — | 5.3 | 2.1 | |
| ProbUNetConfiguration=Baseline + VarDeepPCA2026.06 | 95.9 | — | 6.5 | 3.3 | |
| ResUNet++Configuration=Baseline + VarDeepPCA2026.06 | 95.8 | — | 6.2 | 3 | |
| DeepLabV3+Configuration=Baseline2026.06 | 95.7 | — | 10.5 | 3.5 | |
| ProbUNetConfiguration=Baseline2026.06 | 95.7 | — | 18.6 | 5 | |
| CEALAL Strategy=Entropy, # Labeled=2% × 52026.01 | 95.69 | 29.17 | — | — | |
| LCMTAL Strategy=Random, # Labeled=2% × 52026.01 | 95.67 | 28.68 | — | — | |
| DSTransUNetConfiguration=Baseline2026.06 | 95.5 | — | 7.9 | 2.5 | |
| LCMTAL Strategy=N/A, # Labeled=10%2026.01 | 95.31 | 29.5 | — | — | |
| PCCSAL Strategy=N/A, # Labeled=10%2026.01 | 95.13 | 29.8 | — | — | |
| SSL-EGADAL Strategy=EGAD, # Labeled=1% × 52026.01 | 95.09 | 28.77 | — | — | |
| UAMTAL Strategy=N/A, # Labeled=10%2026.01 | 94.86 | 32.93 | — | — | |
| CTCTAL Strategy=N/A, # Labeled=10%2026.01 | 94.8 | 35.8 | — | — | |
| Mean of BaselinesConfiguration=Baseline2026.06 | 94.8 | — | 11.5 | 4.1 | |
| DCTAL Strategy=N/A, # Labeled=10%2026.01 | 94.67 | 35.25 | — | — | |
| CPSAL Strategy=N/A, # Labeled=10%2026.01 | 94.61 | 33.6 | — | — | |
| MTAL Strategy=N/A, # Labeled=10%2026.01 | 94.38 | 35.19 | — | — | |
| CEALAL Strategy=Entropy, # Labeled=1% × 52026.01 | 94.07 | 41.13 | — | — | |
| LCMTAL Strategy=Random, # Labeled=1% × 52026.01 | 94.06 | 35.87 | — | — | |
| UNeXtAL Strategy=N/A, # Labeled=100%2026.01 | 93.37 | 48.6 | — | — | |
| LCMTAL Strategy=N/A, # Labeled=5%2026.01 | 93.24 | 46.9 | — | — | |
| MedSAMConfiguration=Baseline + VarDeepPCA2026.06 | 92.6 | — | 10.8 | 5.7 | |
| MedSAMConfiguration=Baseline2026.06 | 92.3 | — | 13.9 | 6.4 | |
| PCCSAL Strategy=N/A, # Labeled=5%2026.01 | 92.24 | 51.23 | — | — | |
| DCTAL Strategy=N/A, # Labeled=5%2026.01 | 91.69 | 54.29 | — | — | |
| CTCTAL Strategy=N/A, # Labeled=5%2026.01 | 91.5 | 54.26 | — | — | |
| CPSAL Strategy=N/A, # Labeled=5%2026.01 | 91.35 | 58.51 | — | — | |
| UAMTAL Strategy=N/A, # Labeled=5%2026.01 | 90.97 | 57.57 | — | — | |
| MTAL Strategy=N/A, # Labeled=5%2026.01 | 89.43 | 59.26 | — | — | |
| ResUNet++Configuration=Baseline2026.06 | 85.8 | — | 41.1 | 16.2 | |
| UNetConfiguration=Baseline2026.06 | 84.5 | — | 48.1 | 15 |