3D Medical Image Segmentation on ACDC Low Ratio (1/20) v1
82.8IoUDAA4SSMIS (Ours)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAA4SSMIS (Ours)Encoder=DINOv2-S2026.07 | 82.8 | 90.4 | 0.3 | 1.2 | |
| MiDSSVenue=CVPR’24, Encoder=UNet2026.07 | 80.6 | 88.9 | 0.8 | 3.5 | |
| UniV2Venue=TPAMI’25, Encoder=DINOv2-S2026.07 | 80.2 | 88.6 | 0.5 | 1.6 | |
| RCPVenue=TIP’25, Encoder=UNet2026.07 | 79 | 87.9 | 1.4 | 5.1 | |
| ABDVenue=CVPR’24, Encoder=SwinUNet2026.07 | 78.4 | 87.4 | 0.6 | 1.7 | |
| AdaMixVenue=MedIA’25, Encoder=UNet2026.07 | 77.2 | 86.7 | 1.2 | 4.7 | |
| BCPVenue=CVPR’23, Encoder=UNet2026.07 | 75.6 | 85.6 | 1.6 | 5.3 | |
| SynFocVenue=CVPR’25, Encoder=MedSAM2026.07 | 73.9 | 84.3 | 2.1 | 6.8 | |
| Labeled OnlyEncoder=DINOv2-S2026.07 | 70.9 | 82.3 | 4.1 | 15.4 |