Medical Image Segmentation on ACDC (DSC, HD95)
91.93DSCDA-SAM3
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DA-SAM3Category=Ours2026.06 | 91.93 | 1.064 | |
| MoE-SAMCategory=Prompt-free SAM2026.06 | 91.89 | 1.064 | |
| nnU-NetCategory=Task-specific2026.06 | 91.54 | 1.086 | |
| DINO-Med3D-LParams (M)=3342026.06 | 91.52 | 0.86 | |
| Dino U-NetParams (M)=3182026.06 | 91.19 | 1.17 | |
| MedNeXtCategory=Task-specific2026.06 | 90.88 | 1.129 | |
| DINO-Med3D-BParams (M)=1122026.06 | 90.82 | 0.91 | |
| Swin-UMambaCategory=Task-specific2026.06 | 90.39 | 1.253 | |
| Swin-UNETRCategory=Task-specific2026.06 | 89.74 | 1.239 | |
| SAMedCategory=Prompt-free SAM2026.06 | 88.83 | 1.429 | |
| DINO-Med3D-SParams (M)=472026.06 | 88.81 | 1.12 | |
| nnU-NetParams (M)=312026.06 | 88.63 | 1.57 | |
| H-SAMCategory=Prompt-free SAM2026.06 | 88.38 | 1.41 | |
| TransUNetCategory=Task-specific2026.06 | 88.1 | 1.538 | |
| U-MambaParams (M)=432026.06 | 87.7 | 1.32 | |
| SwinUNETRParams (M)=622026.06 | 85.96 | 3.64 | |
| VoCo (Swin-L)Params (M)=2482026.06 | 85.57 | 6.56 | |
| SAM3Category=Prompt-based SAM2026.06 | 85.03 | 5.28 | |
| MLP-Unet2023.11 | 84.2 | 3.557 | |
| Swin-UNETR2023.11 | 83.2 | 4.502 | |
| MSACategory=Prompt-based SAM2026.06 | 83.01 | 2.715 | |
| Swin-Unet2023.11 | 82.9 | 4.214 | |
| MedSAMCategory=Prompt-based SAM2026.06 | 82.11 | 3.72 | |
| UNETR2023.11 | 81.5 | 5.246 | |
| TransUnet2023.11 | 80.2 | 6.324 | |
| UNeXt2023.11 | 80.1 | 5.589 | |
| SAM-Med2DCategory=Prompt-based SAM2026.06 | 80.02 | 4.587 | |
| 3D-Unet2023.11 | 79.9 | 6.667 | |
| nnFormerParams (M)=1502026.06 | 75.77 | 6.03 | |
| SAMCategory=Prompt-based SAM2026.06 | 75.15 | 4.311 | |
| AutoSAMCategory=Prompt-free SAM2026.06 | 72.05 | 3.248 | |
| SAMUSCategory=Prompt-based SAM2026.06 | 69.66 | 5.559 | |
| DeSAMCategory=Prompt-based SAM2026.06 | 67.26 | 5.391 |