Medical Image Segmentation on Synapse-CT
85.12DSC ScoreDA-SAM3
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DA-SAM3Category=Ours2026.06 | 85.12 | — | — | — | — | — | 8.425 | |
| MoE-SAMCategory=Prompt-free SAM2026.06 | 84.71 | — | — | — | — | — | 8.756 | |
| Swin-UMambaCategory=Task-specific2026.06 | 83.48 | — | — | — | — | — | 8.14 | |
| MedNeXtCategory=Task-specific2026.06 | 82.69 | — | — | — | — | — | 11.98 | |
| AutoSAMCategory=Prompt-free SAM2026.06 | 81.61 | — | — | — | — | — | 10.17 | |
| SAM3Category=Prompt-based SAM2026.06 | 80.75 | — | — | — | — | — | 15.12 | |
| Swin-UNETRCategory=Task-specific2026.06 | 80.58 | — | — | — | — | — | 15.46 | |
| SAMedCategory=Prompt-free SAM2026.06 | 80.42 | — | — | — | — | — | 10.77 | |
| H-SAMCategory=Prompt-free SAM2026.06 | 80.27 | — | — | — | — | — | 13.17 | |
| TransUNetCategory=Task-specific2026.06 | 79.95 | — | — | — | — | — | 11.58 | |
| nnU-NetCategory=Task-specific2026.06 | 79.89 | — | — | — | — | — | 28.52 | |
| MSACategory=Prompt-based SAM2026.06 | 77.13 | — | — | — | — | — | 25.34 | |
| DeSAMCategory=Prompt-based SAM2026.06 | 76.77 | — | — | — | — | — | 9.704 | |
| MedSAMCategory=Prompt-based SAM2026.06 | 72.45 | — | — | — | — | — | 20.43 | |
| SAMUSCategory=Prompt-based SAM2026.06 | 70.55 | — | — | — | — | — | 43.65 | |
| SAM-Med2DCategory=Prompt-based SAM2026.06 | 66.96 | — | — | — | — | — | 22.85 | |
| SAMCategory=Prompt-based SAM2026.06 | 64.94 | — | — | — | — | — | 39.83 | |
| ADNetTraining=w2025.06 | — | 63.48 | 77.24 | 72.13 | 79.06 | 72.97 | — | |
| GMRDTraining=w2025.06 | — | 78.31 | 79.6 | 81.7 | 74.46 | 78.52 | — | |
| PerSAMTraining=w/o2025.06 | — | 65.03 | 65.55 | 58.47 | 60.31 | 62.34 | — | |
| ProtoSAMTraining=w/o2025.06 | — | 65.5 | 87.84 | 69.44 | 71.04 | 73.45 | — | |
| Q-NetTraining=w2025.06 | — | 74.86 | 71.21 | 75.26 | 74.79 | 74.03 | — | |
| RPTTraining=w2025.06 | — | 79.13 | 82.57 | 77.05 | 72.58 | 77.83 | — | |
| SSL-ALPNetTraining=w2025.06 | — | 60.25 | 73.65 | 63.34 | 54.82 | 63.02 | — | |
| SynPoTraining=w/o2025.06 | — | 83.76 | 81.32 | 75 | 79.63 | 79.91 | — |