3D Medical Image Segmentation on PROMISE Low Ratio 1-16 v1
77.7Mean IoUDAA4SSMIS (Ours)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAA4SSMIS (Ours)Encoder=DINOv2-S2026.07 | 77.7 | 87.3 | 0.7 | 2.3 | |
| SynFocVenue=CVPR’25, Encoder=MedSAM2026.07 | 75.3 | 85.7 | 0.9 | 2.8 | |
| UniV2Venue=TPAMI’25, Encoder=DINOv2-S2026.07 | 69.8 | 82 | 0.9 | 3.2 | |
| RCPVenue=TIP’25, Encoder=UNet2026.07 | 68 | 80.9 | 2.9 | 9.3 | |
| MiDSSVenue=CVPR’24, Encoder=UNet2026.07 | 66.2 | 79.4 | 1.1 | 3.4 | |
| ABDVenue=CVPR’24, Encoder=SwinUNet2026.07 | 65.7 | 79.1 | 1.4 | 3.6 | |
| Labeled OnlyEncoder=DINOv2-S2026.07 | 64 | 77.8 | 1.3 | 4.3 | |
| BCPVenue=CVPR’23, Encoder=UNet2026.07 | 60.5 | 73.1 | 1.2 | 4.6 | |
| AdaMixVenue=MedIA’25, Encoder=UNet2026.07 | 55.1 | 70.2 | 1.7 | 5.1 |