Medical Image Segmentation on FLARE 2021
96.85Dice ScoreRAND
Evaluation Results
| Method | Links | |
|---|---|---|
| RANDQuery Budget=100%2025.09 | 96.85 | |
| ENPYQuery Budget=100%2025.09 | 96.85 | |
| LCONQuery Budget=100%2025.09 | 96.85 | |
| MMARQuery Budget=100%2025.09 | 96.85 | |
| Core-setQuery Budget=100%2025.09 | 96.85 | |
| BADGEQuery Budget=100%2025.09 | 96.85 | |
| SANNQuery Budget=100%2025.09 | 96.85 | |
| UGTSTQuery Budget=100%2025.09 | 96.85 | |
| CUPQuery Budget=100%2025.09 | 96.85 | |
| DKD+ASDQuery Budget=100%2025.09 | 96.85 | |
| ASSFTQuery Budget=100%2025.09 | 96.85 | |
| ASSFTQuery Budget=25%, Number of Iterations=52025.09 | 94.87 | |
| DKD+ASDQuery Budget=25%, Number of Iterations=52025.09 | 94.6 | |
| ASSFTQuery Budget=20%, Number of Iterations=42025.09 | 94.54 | |
| DKD+ASDQuery Budget=20%, Number of Iterations=42025.09 | 94.46 | |
| ASSFTQuery Budget=15%, Number of Iterations=32025.09 | 94.33 | |
| ASSFTQuery Budget=10%, Number of Iterations=22025.09 | 94.08 | |
| SANNQuery Budget=25%, Number of Iterations=52025.09 | 93.98 | |
| DKD+ASDQuery Budget=15%, Number of Iterations=32025.09 | 93.94 | |
| MMARQuery Budget=25%, Number of Iterations=52025.09 | 93.84 | |
| LCONQuery Budget=25%, Number of Iterations=52025.09 | 93.83 | |
| BADGEQuery Budget=25%, Number of Iterations=52025.09 | 93.8 | |
| SANNQuery Budget=20%, Number of Iterations=42025.09 | 93.75 | |
| LCONQuery Budget=20%, Number of Iterations=42025.09 | 93.74 | |
| UGTSTQuery Budget=25%, Number of Iterations=52025.09 | 93.7 | |
| UGTSTQuery Budget=20%, Number of Iterations=42025.09 | 93.6 | |
| MMARQuery Budget=20%, Number of Iterations=42025.09 | 93.5 | |
| SANNQuery Budget=15%, Number of Iterations=32025.09 | 93.43 | |
| Core-setQuery Budget=25%, Number of Iterations=52025.09 | 93.36 | |
| ENPYQuery Budget=25%, Number of Iterations=52025.09 | 93.35 | |
| DKD+ASDQuery Budget=10%, Number of Iterations=22025.09 | 93.3 | |
| UGTSTQuery Budget=15%, Number of Iterations=32025.09 | 93.26 | |
| BADGEQuery Budget=20%, Number of Iterations=42025.09 | 92.99 | |
| LCONQuery Budget=15%, Number of Iterations=32025.09 | 92.91 | |
| Core-setQuery Budget=20%, Number of Iterations=42025.09 | 92.85 | |
| MMARQuery Budget=15%, Number of Iterations=32025.09 | 92.71 | |
| BADGEQuery Budget=15%, Number of Iterations=32025.09 | 92.65 | |
| Core-setQuery Budget=15%, Number of Iterations=32025.09 | 92.61 | |
| ASSFTQuery Budget=5%, Number of Iterations=12025.09 | 92.52 | |
| CUPQuery Budget=25%, Number of Iterations=52025.09 | 92.31 | |
| SANNQuery Budget=10%, Number of Iterations=22025.09 | 92.3 | |
| ENPYQuery Budget=20%, Number of Iterations=42025.09 | 92.26 | |
| UGTSTQuery Budget=10%, Number of Iterations=22025.09 | 92.15 | |
| MMARQuery Budget=10%, Number of Iterations=22025.09 | 92.08 | |
| ENPYQuery Budget=15%, Number of Iterations=32025.09 | 92.07 | |
| RANDQuery Budget=25%, Number of Iterations=52025.09 | 92.05 | |
| LCONQuery Budget=10%, Number of Iterations=22025.09 | 92.05 | |
| CUPQuery Budget=20%, Number of Iterations=42025.09 | 91.9 | |
| BADGEQuery Budget=10%, Number of Iterations=22025.09 | 91.77 | |
| Core-setQuery Budget=10%, Number of Iterations=22025.09 | 91.69 | |
| DKD+ASDQuery Budget=5%, Number of Iterations=12025.09 | 91.65 | |
| CUPQuery Budget=15%, Number of Iterations=32025.09 | 91.59 | |
| RANDQuery Budget=20%, Number of Iterations=42025.09 | 91.56 | |
| ENPYQuery Budget=10%, Number of Iterations=22025.09 | 91.54 | |
| RANDQuery Budget=15%, Number of Iterations=32025.09 | 90.57 | |
| CUPQuery Budget=10%, Number of Iterations=22025.09 | 90.47 | |
| RANDQuery Budget=10%, Number of Iterations=22025.09 | 89.74 | |
| LCONQuery Budget=5%, Number of Iterations=12025.09 | 89.7 | |
| MMARQuery Budget=5%, Number of Iterations=12025.09 | 89.68 | |
| SANNQuery Budget=5%, Number of Iterations=12025.09 | 89.6 | |
| UGTSTQuery Budget=5%, Number of Iterations=12025.09 | 89.56 | |
| BADGEQuery Budget=5%, Number of Iterations=12025.09 | 89.51 | |
| Core-setQuery Budget=5%, Number of Iterations=12025.09 | 89.16 | |
| ENPYQuery Budget=5%, Number of Iterations=12025.09 | 88.71 | |
| CleanVictim Architecture=3D-UNet2026.05 | 88.6 | |
| CUPQuery Budget=5%, Number of Iterations=12025.09 | 88.29 | |
| RANDQuery Budget=5%, Number of Iterations=12025.09 | 86.7 | |
| CleanVictim Architecture=UNet++2026.05 | 83.4 | |
| CleanVictim Architecture=Att-UNet2026.05 | 83.2 | |
| CleanVictim Architecture=TransUNet2026.05 | 80.7 | |
| EMVictim Architecture=TransUNet2026.05 | 74.2 | |
| EMVictim Architecture=UNet++2026.05 | 68.6 | |
| EMVictim Architecture=3D-UNet2026.05 | 57.1 | |
| EMVictim Architecture=Att-UNet2026.05 | 48.6 | |
| VoxShieldVictim Architecture=UNet++2026.05 | 10.8 | |
| VoxShieldVictim Architecture=Att-UNet2026.05 | 9 | |
| VoxShieldVictim Architecture=3D-UNet2026.05 | 6.8 | |
| RANDQuery Budget=0%2025.09 | 5.86 | |
| ENPYQuery Budget=0%2025.09 | 5.86 | |
| LCONQuery Budget=0%2025.09 | 5.86 | |
| MMARQuery Budget=0%2025.09 | 5.86 | |
| Core-setQuery Budget=0%2025.09 | 5.86 | |
| BADGEQuery Budget=0%2025.09 | 5.86 | |
| SANNQuery Budget=0%2025.09 | 5.86 | |
| UGTSTQuery Budget=0%2025.09 | 5.86 | |
| CUPQuery Budget=0%2025.09 | 5.86 | |
| DKD+ASDQuery Budget=0%2025.09 | 5.86 | |
| ASSFTQuery Budget=0%2025.09 | 5.86 | |
| VoxShieldVictim Architecture=TransUNet2026.05 | 3.1 |