Medical Image Segmentation on MMWHS
90.06Dice ScoreDA-SAM3
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DA-SAM3Category=Ours2026.06 | 90.06 | 12.88 | |
| MoE-SAMCategory=Prompt-free SAM2026.06 | 89.38 | 13.67 | |
| Swin-UNETRCategory=Task-specific2026.06 | 88.92 | 14.31 | |
| Swin-UMambaCategory=Task-specific2026.06 | 88.91 | 15.06 | |
| AutoSAMCategory=Prompt-free SAM2026.06 | 88.71 | 12.99 | |
| MedNeXtCategory=Task-specific2026.06 | 88.55 | 14.95 | |
| TransUNetCategory=Task-specific2026.06 | 88.47 | 24.31 | |
| nnU-NetCategory=Task-specific2026.06 | 87.55 | 17.72 | |
| H-SAMCategory=Prompt-free SAM2026.06 | 87.33 | 14.11 | |
| SAMedCategory=Prompt-free SAM2026.06 | 87.05 | 25.32 | |
| PCLNumber of labeled patients (M)=16, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 86.9 | — | |
| MSACategory=Prompt-based SAM2026.06 | 85.5 | 35.68 | |
| PIRLNumber of labeled patients (M)=16, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 85.1 | — | |
| GCLNumber of labeled patients (M)=16, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 85.1 | — | |
| SAM3Category=Prompt-based SAM2026.06 | 85.1 | 18.1 | |
| RotationNumber of labeled patients (M)=16, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 85 | — | |
| SimCLRNumber of labeled patients (M)=16, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 85 | — | |
| MedSAMCategory=Prompt-based SAM2026.06 | 84.53 | 55.94 | |
| PCLNumber of labeled patients (M)=10, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 84 | — | |
| SAMUSCategory=Prompt-based SAM2026.06 | 83.98 | 30.74 | |
| RandomNumber of labeled patients (M)=16, Pre-training dataset=None, Fine-tuning=true2021.06 | 83.4 | — | |
| SAMCategory=Prompt-based SAM2026.06 | 82.11 | 46.94 | |
| PIRLNumber of labeled patients (M)=10, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 82.1 | — | |
| GCLNumber of labeled patients (M)=10, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 82 | — | |
| PCLNumber of labeled patients (M)=8, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 82 | — | |
| SimCLRNumber of labeled patients (M)=10, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 81.8 | — | |
| DeSAMCategory=Prompt-based SAM2026.06 | 81.54 | 16.34 | |
| SAM-Med2DCategory=Prompt-based SAM2026.06 | 81.42 | 59.66 | |
| RandomNumber of labeled patients (M)=10, Pre-training dataset=None, Fine-tuning=true2021.06 | 80.8 | — | |
| GCLNumber of labeled patients (M)=8, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 80.5 | — | |
| RotationNumber of labeled patients (M)=10, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 80.3 | — | |
| PCLNumber of labeled patients (M)=6, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 79.2 | — | |
| SimCLRNumber of labeled patients (M)=8, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 78.3 | — | |
| PIRLNumber of labeled patients (M)=8, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 77.4 | — | |
| RandomNumber of labeled patients (M)=8, Pre-training dataset=None, Fine-tuning=true2021.06 | 76.9 | — | |
| RotationNumber of labeled patients (M)=8, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 76.8 | — | |
| GCLNumber of labeled patients (M)=6, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 76.8 | — | |
| PIRLNumber of labeled patients (M)=6, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 75.5 | — | |
| RotationNumber of labeled patients (M)=6, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 75.1 | — | |
| SimCLRNumber of labeled patients (M)=6, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 75.1 | — | |
| PCLNumber of labeled patients (M)=4, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 74.8 | — | |
| RandomNumber of labeled patients (M)=6, Pre-training dataset=None, Fine-tuning=true2021.06 | 73.2 | — | |
| GCLNumber of labeled patients (M)=4, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 70.3 | — | |
| SimCLRNumber of labeled patients (M)=4, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 68.3 | — | |
| PIRLNumber of labeled patients (M)=4, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 67 | — | |
| RandomNumber of labeled patients (M)=4, Pre-training dataset=None, Fine-tuning=true2021.06 | 66.1 | — | |
| RotationNumber of labeled patients (M)=4, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 65.9 | — | |
| PCLNumber of labeled patients (M)=2, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 33.9 | — | |
| SimCLRNumber of labeled patients (M)=2, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 26.9 | — | |
| GCLNumber of labeled patients (M)=2, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 26.2 | — | |
| PIRLNumber of labeled patients (M)=2, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 25.1 | — | |
| RotationNumber of labeled patients (M)=2, Pre-training dataset=CHD, Fine-tuning=true2021.06 | 24.7 | — | |
| RandomNumber of labeled patients (M)=2, Pre-training dataset=None, Fine-tuning=true2021.06 | 23.2 | — |