Medical Image Segmentation on FLARE → AMOS CT
92.24DSC (%)Target Supervision
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Target SupervisionBackbone=U-Net, Protocol=Upper Bound2026.06 | 92.24 | 1.84 | |
| Target SupervisionBackbone=Swin UNETR, Protocol=Upper Bound2026.06 | 91.88 | 1.89 | |
| ASFOSDABackbone=U-Net, Protocol=ASFDA2026.06 | 78.69 | 5.75 | |
| ASFOSDABackbone=Swin UNETR, Protocol=ASFDA2026.06 | 77.95 | 5.97 | |
| UGTSTBackbone=U-Net, Protocol=ASFDA2026.06 | 73.93 | 7.04 | |
| CENTBackbone=U-Net, Protocol=ASFDA2026.06 | 73.48 | 7.48 | |
| MAXREPBackbone=U-Net, Protocol=ASFDA2026.06 | 73.32 | 7.56 | |
| UGTSTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 72.92 | 7.88 | |
| CENTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 72.68 | 8.23 | |
| MAXREPBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 72.34 | 8.32 | |
| PENTBackbone=U-Net, Protocol=ASFDA2026.06 | 71.81 | 8.67 | |
| LCBackbone=U-Net, Protocol=ASFDA2026.06 | 71.64 | 8.69 | |
| PMARBackbone=U-Net, Protocol=ASFDA2026.06 | 71.2 | 8.87 | |
| PENTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 70.85 | 9.03 | |
| LCBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 70.78 | 9.12 | |
| Core-setBackbone=U-Net, Protocol=ASFDA2026.06 | 70.28 | 9.28 | |
| PMARBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 70.17 | 9.48 | |
| Core-setBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 69.99 | 10.31 | |
| RANDBackbone=U-Net, Protocol=ASFDA2026.06 | 66.96 | 11.97 | |
| RANDBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 65.87 | 12.05 | |
| TT-SFUDABackbone=U-Net, Protocol=SFDA2026.06 | 43.12 | 40.18 | |
| TT-SFUDABackbone=Swin UNETR, Protocol=SFDA2026.06 | 42.81 | 41.78 | |
| FSMBackbone=U-Net, Protocol=SFDA2026.06 | 40.58 | 45.42 | |
| FSMBackbone=Swin UNETR, Protocol=SFDA2026.06 | 39.18 | 47.62 | |
| DPLBackbone=U-Net, Protocol=SFDA2026.06 | 38.94 | 48.36 | |
| DPLBackbone=Swin UNETR, Protocol=SFDA2026.06 | 37.69 | 49.33 | |
| Source OnlyBackbone=U-Net, Protocol=Lower Bound2026.06 | 9.65 | 68.59 | |
| Source OnlyBackbone=Swin UNETR, Protocol=Lower Bound2026.06 | 9.3 | 69 |