Medical Image Segmentation on AMOS MR
95Dice Score (AMOS MR)MedSAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedSAM2025.10 | 95 | 2.24 | 0.59 | — | |
| SAMRIboxPrompting Strategy=box-only2025.10 | 94 | 2.75 | 0.81 | — | |
| SAMRIbpPrompting Strategy=box+point2025.10 | 94 | 2.83 | 0.82 | — | |
| Target SupervisionBackbone=U-Net, Protocol=Upper Bound2026.06 | 90.16 | — | — | 1.91 | |
| Target SupervisionBackbone=Swin UNETR, Protocol=Upper Bound2026.06 | 90.05 | — | — | 1.93 | |
| SAM-ViTB2025.10 | 90 | 3.16 | 0.99 | — | |
| ASFOSDABackbone=U-Net, Protocol=ASFDA2026.06 | 71.46 | — | — | 8.78 | |
| ASFOSDABackbone=Swin UNETR, Protocol=ASFDA2026.06 | 70.35 | — | — | 9.32 | |
| UGTSTBackbone=U-Net, Protocol=ASFDA2026.06 | 68.62 | — | — | 10.16 | |
| CENTBackbone=U-Net, Protocol=ASFDA2026.06 | 68.16 | — | — | 10.52 | |
| MAXREPBackbone=U-Net, Protocol=ASFDA2026.06 | 67.78 | — | — | 10.86 | |
| UGTSTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 67.73 | — | — | 10.93 | |
| CENTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 66.94 | — | — | 11.54 | |
| MAXREPBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 66.62 | — | — | 11.65 | |
| PENTBackbone=U-Net, Protocol=ASFDA2026.06 | 65.83 | — | — | 11.92 | |
| LCBackbone=U-Net, Protocol=ASFDA2026.06 | 65.73 | — | — | 12.17 | |
| PMARBackbone=U-Net, Protocol=ASFDA2026.06 | 65.35 | — | — | 12.35 | |
| PENTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 65.29 | — | — | 12.38 | |
| Core-setBackbone=U-Net, Protocol=ASFDA2026.06 | 65.25 | — | — | 12.46 | |
| LCBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 64.78 | — | — | 13.26 | |
| PMARBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 64.52 | — | — | 13.76 | |
| Core-setBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 64.24 | — | — | 13.82 | |
| RANDBackbone=U-Net, Protocol=ASFDA2026.06 | 61.24 | — | — | 13.18 | |
| RANDBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 60.84 | — | — | 15.34 | |
| TT-SFUDABackbone=U-Net, Protocol=SFDA2026.06 | 40.56 | — | — | 45.64 | |
| TT-SFUDABackbone=Swin UNETR, Protocol=SFDA2026.06 | 38.35 | — | — | 48.55 | |
| FSMBackbone=U-Net, Protocol=SFDA2026.06 | 36.63 | — | — | 49.27 | |
| DPLBackbone=U-Net, Protocol=SFDA2026.06 | 35.51 | — | — | 50.34 | |
| FSMBackbone=Swin UNETR, Protocol=SFDA2026.06 | 34.12 | — | — | 53.62 | |
| DPLBackbone=Swin UNETR, Protocol=SFDA2026.06 | 33.83 | — | — | 55.34 | |
| Source OnlyBackbone=U-Net, Protocol=Lower Bound2026.06 | 8.35 | — | — | 70.34 | |
| Source OnlyBackbone=Swin UNETR, Protocol=Lower Bound2026.06 | 8.16 | — | — | 72.31 |