Semantic Segmentation on RINGS dataset
94.5Dice ScoreU-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| U-NetType=Full sup.2026.04 | 94.5 | 89.8 | 60 | |
| SwinUnetType=Full sup.2026.04 | 87.5 | 79.1 | 173 | |
| URNType=MIL2026.04 | 86.7 | 78.3 | 115 | |
| TransUnetType=Full sup.2026.04 | 85.1 | 79.3 | 177 | |
| VSLPULAType=LLP2026.04 | 82.9 | 68.7 | 576 | |
| VSLPDiffType=LLP2026.04 | 81.9 | 68.9 | 146 | |
| VSLPGMMType=LLP2026.04 | 80.1 | 67.9 | 251 | |
| PistoSegType=MIL2026.04 | 79.8 | 68.2 | 278 | |
| OEEMType=MIL2026.04 | 79.1 | 67.9 | 313 | |
| WSSS-TType=MIL2026.04 | 78.9 | 67.4 | 286 | |
| FGNetType=LLP2026.04 | 78.8 | 68.3 | 282 | |
| SA-MILType=MIL2026.04 | 78.5 | 67.8 | 271 | |
| C2CType=MIL2026.04 | 78.1 | 67.1 | 251 | |
| 1st stage x̄Type=LLP2026.04 | 77.5 | 64.8 | 265 | |
| MedSAMType=Unsup.2026.04 | 65.6 | 52.4 | 418 | |
| LPLPType=MIL2026.04 | 58.7 | 39.8 | 321 | |
| FlipCAMType=LLP2026.04 | 58.21 | 41.06 | 432 | |
| SA-MILType=LLP2026.04 | 42 | 24.3 | 403 | |
| C2CType=LLP2026.04 | 36.7 | 21 | 370 |