Medical Image Segmentation on BTCV
94.27Dice CoefficientMamba Snake
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Mamba Snake2025.07 | 94.27 | 86.04 | 92.36 | — | — | — | — | — | |
| nnUNet V22025.07 | 91.03 | 83.74 | 89.19 | — | — | — | — | — | |
| UNETR2025.07 | 90.43 | 82.86 | 88.75 | — | — | — | — | — | |
| Swin Unet2025.07 | 90.03 | 82.06 | 88.95 | — | — | — | — | — | |
| ADMIRE2025.07 | 89.53 | 82.25 | 87.09 | — | — | — | — | — | |
| MedSAM2025.07 | 89.19 | 82.01 | 88.48 | — | — | — | — | — | |
| Trans Unet2025.07 | 88.54 | 81.92 | 88.19 | — | — | — | — | — | |
| Deep Snake2025.07 | 88.03 | 81.94 | 87.69 | — | — | — | — | — | |
| SAM-Med 2D2025.07 | 87.39 | 81.65 | 87.52 | — | — | — | — | — | |
| DiffuSAMSetting=Few-shot, Natural images pre-trained=true, Requires domain specific dataset=true, Manual prompt=false2026.04 | 87.24 | — | — | 86.54 | 88.61 | 86.5 | 87.29 | — | |
| FATE-SAMSetting=Few-shot, Natural images pre-trained=true, Requires domain specific dataset=true, Manual prompt=false2026.04 | 87.18 | — | — | 86.22 | 90.99 | 89.32 | 82.17 | — | |
| U-Net2025.07 | 87.02 | 81.04 | 87.29 | — | — | — | — | — | |
| SegMoTEinteraction_type=bounding-box, trainable_params=17M, decoder_status=unfrozen2026.02 | 84.51 | — | — | — | — | — | — | — | |
| DiffuSAM-no 3DSetting=Few-shot, Natural images pre-trained=true, Requires domain specific dataset=true, Manual prompt=false2026.04 | 82.72 | — | — | 82.87 | 80.95 | 83.56 | 83.49 | — | |
| IMISinteraction_type=bounding-box2026.02 | 82.24 | — | — | — | — | — | — | — | |
| MedNeXtCategory=Task-specific2026.06 | 80.81 | — | — | — | — | — | — | 7.379 | |
| Swin-UMambaCategory=Task-specific2026.06 | 80.59 | — | — | — | — | — | — | 5.91 | |
| SAM-Med2Dinteraction_type=bounding-box2026.02 | 80.52 | — | — | — | — | — | — | — | |
| SAM2interaction_type=bounding-box2026.02 | 78.79 | — | — | — | — | — | — | — | |
| Swin-UNETRCategory=Task-specific2026.06 | 78.11 | — | — | — | — | — | — | 7.405 | |
| SAMinteraction_type=bounding-box2026.02 | 77.82 | — | — | — | — | — | — | — | |
| TransUNetCategory=Task-specific2026.06 | 77.67 | — | — | — | — | — | — | 9.498 | |
| DA-SAM3Category=Ours2026.06 | 77.35 | — | — | — | — | — | — | 5.587 | |
| MoE-SAMCategory=Prompt-free SAM2026.06 | 76.82 | — | — | — | — | — | — | 5.637 | |
| AutoSAMCategory=Prompt-free SAM2026.06 | 75.77 | — | — | — | — | — | — | 7.693 | |
| H-SAMCategory=Prompt-free SAM2026.06 | 72.81 | — | — | — | — | — | — | 7.037 | |
| nnU-NetCategory=Task-specific2026.06 | 72.67 | — | — | — | — | — | — | 15.72 | |
| MSACategory=Prompt-based SAM2026.06 | 72.31 | — | — | — | — | — | — | 17.51 | |
| SAM3Category=Prompt-based SAM2026.06 | 72.24 | — | — | — | — | — | — | 8.08 | |
| SAMedCategory=Prompt-free SAM2026.06 | 71.23 | — | — | — | — | — | — | 9.01 | |
| MedSAMCategory=Prompt-based SAM2026.06 | 69.14 | — | — | — | — | — | — | 18.49 | |
| DeSAMCategory=Prompt-based SAM2026.06 | 68.08 | — | — | — | — | — | — | 7.263 | |
| SAMUSCategory=Prompt-based SAM2026.06 | 65.12 | — | — | — | — | — | — | 24.58 | |
| SAMCategory=Prompt-based SAM2026.06 | 63.84 | — | — | — | — | — | — | 20.36 | |
| UNetSetting=Few-shot, Natural images pre-trained=false, Requires domain specific dataset=true, Manual prompt=false2026.04 | 61.35 | — | — | 54.85 | 55.99 | 48.7 | 85.85 | — | |
| SAM-Med2DCategory=Prompt-based SAM2026.06 | 53.64 | — | — | — | — | — | — | 23.63 | |
| SAM2Setting=Few-shot, Natural images pre-trained=true, Requires domain specific dataset=false, Manual prompt=true2026.04 | 44.36 | — | — | 20.24 | 55.67 | 66.94 | 34.59 | — | |
| SAMSetting=Few-shot, Natural images pre-trained=true, Requires domain specific dataset=false, Manual prompt=true2026.04 | 39.12 | — | — | 15.53 | 52.19 | 62.19 | 26.56 | — | |
| UNETRSetting=Few-shot, Natural images pre-trained=false, Requires domain specific dataset=true, Manual prompt=false2026.04 | 22.3 | — | — | 8.65 | 0.24 | 2.14 | 78.15 | — |