Semantic Segmentation on BCSS dataset
83.8Dice CoefficientU-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| U-NetType=Full sup.2026.04 | 83.8 | 75 | 286 | |
| SwinUnetType=Full sup.2026.04 | 82.5 | 71.6 | 275 | |
| TransUnetType=Full sup.2026.04 | 81.6 | 68.4 | 278 | |
| VSLPGMMType=LLP2026.04 | 78.6 | 65.5 | 350 | |
| VSLPDiffType=LLP2026.04 | 77.9 | 63.9 | 340 | |
| 1st stage x̄Type=LLP2026.04 | 76.3 | 63.8 | 358 | |
| WSSS-TType=MIL2026.04 | 73.7 | 61.2 | 336 | |
| C2CType=MIL2026.04 | 72.2 | 61.6 | 340 | |
| SA-MILType=MIL2026.04 | 69.6 | 58.3 | 375 | |
| VSLPULAType=LLP2026.04 | 69 | 44 | 749 | |
| PistoSegType=MIL2026.04 | 67.2 | 56 | 418 | |
| OEEMType=MIL2026.04 | 66.2 | 53.3 | 416 | |
| URNType=MIL2026.04 | 64 | 51.6 | 339 | |
| MedSAMType=Unsup.2026.04 | 59.7 | 47.2 | 536 | |
| FGNetType=LLP2026.04 | 57.6 | 44.7 | 487 | |
| SA-MILType=LLP2026.04 | 53.2 | 42 | 493 | |
| C2CType=LLP2026.04 | 49.9 | 37.4 | 502 | |
| LPLPType=MIL2026.04 | 48.9 | 34.1 | 378 | |
| FlipCAMType=LLP2026.04 | 47.9 | 31.5 | 649 |