Medical Image Segmentation on CAMUS
94.71Overall Dice ScoreUltraUPConvNet
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| UltraUPConvNetInteraction Mode=Automatic, Params=60.48M2025.09 | 94.71 | — | — | — | — | — | — | — | — | — | |
| UltraUPConvNet w/o promptInteraction Mode=Automatic, Params=60.44M, Prompting=w/o prompt2025.09 | 94.62 | — | — | — | — | — | — | — | — | — | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 93.2 | — | — | — | — | — | — | 87.7 | 1.4 | 3.6 | |
| UniUSNetInteraction Mode=Automatic, Params=86.29M2025.09 | 92.58 | — | — | — | — | — | — | — | — | — | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 92.4 | — | — | — | — | — | — | 86.4 | 1.5 | 4 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 92.3 | — | — | — | — | — | — | 86.2 | 1.6 | 4.1 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 91.8 | — | — | — | — | — | — | 85.5 | 1.7 | 4.3 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 91.5 | — | — | — | — | — | — | 84.8 | 1.7 | 4.5 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 91.2 | — | — | — | — | — | — | 84.3 | 1.8 | 4.6 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 91.1 | — | — | — | — | — | — | 84.2 | 1.8 | 4.8 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 91 | — | — | — | — | — | — | 84.1 | 1.8 | 4.7 | |
| RCPEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 90.8 | — | — | — | — | — | — | 83.8 | 1.9 | 5 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 90.5 | — | — | — | — | — | — | 83.2 | 1.9 | 5.1 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 90.5 | — | — | — | — | — | — | 83.3 | 1.9 | 5 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 90.4 | — | — | — | — | — | — | 83.1 | 2 | 4.9 | |
| RCPEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 90.4 | — | — | — | — | — | — | 83.1 | 1.9 | 5.2 | |
| AdaMixEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 90.3 | — | — | — | — | — | — | 82.9 | 2.2 | 5.3 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/4 (High Ratio)2026.07 | 90.2 | — | — | — | — | — | — | 82.7 | 2 | 5.1 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 90 | — | — | — | — | — | — | 82.4 | 2 | 5.2 | |
| BCPEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 89.9 | — | — | — | — | — | — | 82.3 | 2.3 | 5.8 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 89.9 | — | — | — | — | — | — | 82.4 | 2.1 | 5.4 | |
| AdaMixEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 89.8 | — | — | — | — | — | — | 82 | 2.1 | 5.4 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 89.6 | — | — | — | — | — | — | 81.9 | 2.1 | 5.3 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 89.5 | — | — | — | — | — | — | 81.7 | 2.5 | 5.9 | |
| RCPEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 89.4 | — | — | — | — | — | — | 81.6 | 2.2 | 5.8 | |
| BCPEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 89.3 | — | — | — | — | — | — | 81.4 | 2.6 | 6.2 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/16 (Low Ratio)2026.07 | 89.3 | — | — | — | — | — | — | 81.3 | 2.3 | 5.8 | |
| AdaMixEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 89.2 | — | — | — | — | — | — | 81.2 | 2.3 | 5.8 | |
| BCPEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 88.5 | — | — | — | — | — | — | 80.3 | 2.4 | 6.5 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 88.3 | — | — | — | — | — | — | 80 | 2.8 | 6.4 | |
| SAMUSInteraction Mode=Interactive, Params=130.10M2025.09 | 72.44 | — | — | — | — | — | — | — | — | — | |
| MedSAM2Supervision level=100%2026.03 | — | 93.62 | 2.34 | 87.75 | 4.05 | 90.39 | 4.59 | — | — | — | |
| MedSAM2Supervision level=30%2026.03 | — | 92.86 | 3.01 | 86.29 | 5.32 | 89.15 | 4.48 | — | — | — | |
| MedSAM2Supervision level=10%2026.03 | — | 91.85 | 4.12 | 83.46 | 8.75 | 87.57 | 7.23 | — | — | — | |
| nnUNetSupervision level=100%2026.03 | — | 94.61 | 1.97 | 89.94 | 3.01 | 92.67 | 3.01 | — | — | — | |
| nnUNetSupervision level=30%2026.03 | — | 93.64 | 2.52 | 87.8 | 3.99 | 91.61 | 3.96 | — | — | — | |
| nnUNetSupervision level=10%2026.03 | — | 92.88 | 3.25 | 86.23 | 4.93 | 90.45 | 5.3 | — | — | — | |
| Ours - Static MemorySupervision level=100%2026.03 | — | 92.66 | 3.05 | 85.75 | 4.96 | 90.12 | 4.27 | — | — | — | |
| Ours - Static MemorySupervision level=30%2026.03 | — | 91.63 | 3.85 | 83.65 | 6.33 | 87.39 | 6.03 | — | — | — | |
| Ours - Static MemorySupervision level=10%2026.03 | — | 90.38 | 4.81 | 81.3 | 8.24 | 85.99 | 7 | — | — | — | |
| Ours - Static Memory - FLSupervision level=100%, Training protocol=Federated Learning2026.03 | — | 92.34 | 3.14 | 85.43 | 4.97 | 89.67 | 4.88 | — | — | — | |
| SwinUNETRSupervision level=100%2026.03 | — | 93.32 | 2.91 | 94.76 | 1.62 | 96.22 | 1.64 | — | — | — | |
| SwinUNETRSupervision level=30%2026.03 | — | 92.08 | 4.23 | 85.11 | 6.23 | 89.38 | 6.01 | — | — | — | |
| SwinUNETRSupervision level=10%2026.03 | — | 90.51 | 6.25 | 81.93 | 9.55 | 86.73 | 9.89 | — | — | — | |
| UNetSupervision level=100%2026.03 | — | 93.36 | 3.03 | 86.97 | 5 | 90.48 | 4.53 | — | — | — | |
| UNetSupervision level=30%2026.03 | — | 92.49 | 4.03 | 85.57 | 6.34 | 88.98 | 6.43 | — | — | — | |
| UNetSupervision level=10%2026.03 | — | 90.87 | 6.4 | 83.02 | 8.86 | 85.98 | 11.78 | — | — | — |