Multiclass Segmentation on ACDC (test)
0.905mIoUUniMatch + ECOCSeg
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UniMatch + ECOCSegBackbone=UNet, Labeled cases=7 Cases2025.12 | 0.905 | — | — | — | — | — | |
| UniMatch + ECOCSegBackbone=UNet, Labeled cases=3 Cases2025.12 | 0.901 | — | — | — | — | — | |
| UniMatchBackbone=UNet, Labeled cases=7 Cases2025.12 | 0.899 | — | — | — | — | — | |
| UniMatchBackbone=UNet, Labeled cases=3 Cases2025.12 | 0.889 | — | — | — | — | — | |
| UniMatch + ECOCSegBackbone=UNet, Labeled cases=1 Case2025.12 | 0.867 | — | — | — | — | — | |
| CNN&TransBackbone=UNet, Labeled cases=7 Cases2025.12 | 0.864 | — | — | — | — | — | |
| UniMatchBackbone=UNet, Labeled cases=1 Case2025.12 | 0.854 | — | — | — | — | — | |
| CPSBackbone=UNet, Labeled cases=7 Cases2025.12 | 0.833 | — | — | — | — | — | |
| UA-MTBackbone=UNet, Labeled cases=7 Cases2025.12 | 0.815 | — | — | — | — | — | |
| CNN&TransBackbone=UNet, Labeled cases=3 Cases2025.12 | 0.656 | — | — | — | — | — | |
| Sup-onlyBackbone=UNet, Labeled cases=7 Cases2025.12 | 0.625 | — | — | — | — | — | |
| UA-MTBackbone=UNet, Labeled cases=3 Cases2025.12 | 0.61 | — | — | — | — | — | |
| CPSBackbone=UNet, Labeled cases=3 Cases2025.12 | 0.603 | — | — | — | — | — | |
| Sup-onlyBackbone=UNet, Labeled cases=3 Cases2025.12 | 0.415 | — | — | — | — | — | |
| Sup-onlyBackbone=UNet, Labeled cases=1 Case2025.12 | 0.285 | — | — | — | — | — | |
| clDice lossLoss=ClDice2024.03 | — | 87.1 | 62.9 | 0.38 | 0.115 | 0.261 | |
| Dice lossLoss=Dice2024.03 | — | 86.8 | 63.6 | 0.13 | 0.094 | 0.032 | |
| HuTopo lossLoss=HuTopo2024.03 | — | 86.2 | 63.4 | 0.219 | 0.164 | 0.049 | |
| multi-class Betti matching lossLoss=Betti matching2024.03 | — | 86.2 | 64.1 | 0.064 | 0.038 | 0.022 |