Medical Image Segmentation on ACDC (10%)
91DiceDAA4SSMIS (Ours)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAA4SSMIS (Ours)Encoder=DINOv2-S2026.07 | 91 | 1.3 | 83.8 | 0.4 | |
| UniV2Venue=TPAMI’25, Encoder=DINOv2-S2026.07 | 90.4 | 1.6 | 82.9 | 0.5 | |
| ABDVenue=CVPR’24, Encoder=SwinUNet2026.07 | 90 | 1.3 | 82.2 | 0.5 | |
| MiDSSVenue=CVPR’24, Encoder=UNet2026.07 | 89.8 | 1.5 | 82 | 0.5 | |
| RCPVenue=TIP’25, Encoder=UNet2026.07 | 89.5 | 6.2 | 81.5 | 1.3 | |
| BCPVenue=CVPR’23, Encoder=UNet2026.07 | 88.7 | 2.4 | 80.4 | 0.7 | |
| Labeled OnlyEncoder=DINOv2-S2026.07 | 88.1 | 5.3 | 79.3 | 1.5 | |
| AdaMixVenue=MedIA’25, Encoder=UNet2026.07 | 87.2 | 5.2 | 78 | 1.5 | |
| SynFocVenue=CVPR’25, Encoder=MedSAM2026.07 | 87.2 | 2.5 | 77.9 | 0.9 | |
| AdvMIM2025.06 | 0.89 | 1.3 | — | — | |
| M-CnT2025.06 | 0.884 | 4.4 | — | — | |
| CTCT2025.06 | 0.864 | 8.6 | — | — | |
| SSNet2025.06 | 0.853 | 10.6 | — | — | |
| ICT-Med2025.06 | 0.837 | 13.1 | — | — | |
| CPS2025.06 | 0.833 | 11 | — | — | |
| URPC2025.06 | 0.829 | 10.6 | — | — | |
| CCT2025.06 | 0.816 | 13.1 | — | — | |
| UA-MT2025.06 | 0.815 | 14.4 | — | — | |
| ICT2025.06 | 0.811 | 11.4 | — | — | |
| MT2025.06 | 0.81 | 14.4 | — | — | |
| DCT2025.06 | 0.804 | 13.8 | — | — | |
| DAN2025.06 | 0.795 | 14.6 | — | — | |
| EM2025.06 | 0.791 | 14.5 | — | — |