Medical Image Segmentation on AMOS-CT (test)
93.04mDiceRAND
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RANDQuery Budget=100%, Condition=Upper Bound2025.09 | 93.04 | — | |
| nnUNet+Params=30.76 M, FLOPS=1067.89 G, PT score=1.31, Reproduced=true2023.12 | 91 | 82.6 | |
| E2ENet*s (shift size)=0.7, Params=11.23 M, FLOPS=969.32 G, PT score=1.54, Postprocessing=true2023.12 | 90.7 | 82.2 | |
| E2ENet*s (shift size)=0.8, Params=9.44 M, FLOPS=778.74 G, PT score=1.65, Postprocessing=true2023.12 | 90.7 | 82.1 | |
| nnUNetParams=30.76 M, FLOPS=1067.89 G, PT score=1.312023.12 | 90.6 | 82 | |
| E2ENets (shift size)=0.7, Params=11.23 M, FLOPS=969.32 G, PT score=1.54, Postprocessing=false2023.12 | 90.6 | 82 | |
| E2ENet*s (shift size)=0.9, Params=7.64 M, FLOPS=492.29 G, PT score=1.89, Postprocessing=true2023.12 | 90.4 | 81.4 | |
| E2ENets (shift size)=0.8, Params=9.44 M, FLOPS=778.74 G, PT score=1.65, Postprocessing=false2023.12 | 90.4 | 81.8 | |
| E2ENets (shift size)=0.9, Params=7.64 M, FLOPS=492.29 G, PT score=1.89, Postprocessing=false2023.12 | 90.1 | 80.7 | |
| ASSFTQuery Budget=25%, Iterations (r)=52025.09 | 87.68 | — | |
| DKD+ASDQuery Budget=25%, Iterations (r)=52025.09 | 86.78 | — | |
| ASSFTQuery Budget=20%, Iterations (r)=42025.09 | 86.63 | — | |
| Swin-UNETRParams=62.83 M, FLOPS=1562.99 G, PT score=1.132023.12 | 86.3 | 73.8 | |
| nnFormerParams=150.14 M, FLOPS=1343.65 G, PT score=1.112023.12 | 85.6 | 72.5 | |
| DKD+ASDQuery Budget=20%, Iterations (r)=42025.09 | 85.54 | — | |
| ASSFTQuery Budget=15%, Iterations (r)=32025.09 | 85.52 | — | |
| UGTSTQuery Budget=25%, Iterations (r)=52025.09 | 85.27 | — | |
| BADGEQuery Budget=25%, Iterations (r)=52025.09 | 84.69 | — | |
| SANNQuery Budget=25%, Iterations (r)=52025.09 | 84.45 | — | |
| ASSFTQuery Budget=10%, Iterations (r)=22025.09 | 84.42 | — | |
| Core-setQuery Budget=25%, Iterations (r)=52025.09 | 84.04 | — | |
| DKD+ASDQuery Budget=15%, Iterations (r)=32025.09 | 84.03 | — | |
| UGTSTQuery Budget=20%, Iterations (r)=42025.09 | 83.93 | — | |
| BADGEQuery Budget=20%, Iterations (r)=42025.09 | 83.56 | — | |
| ENPYQuery Budget=25%, Iterations (r)=52025.09 | 83.31 | — | |
| SANNQuery Budget=20%, Iterations (r)=42025.09 | 83.11 | — | |
| CUPQuery Budget=25%, Iterations (r)=52025.09 | 83.1 | — | |
| VNetParams=45.65 M, FLOPS=1737.57 G, PT score=1.112023.12 | 82.9 | 67.6 | |
| MMARQuery Budget=25%, Iterations (r)=52025.09 | 82.82 | — | |
| Core-setQuery Budget=20%, Iterations (r)=42025.09 | 82.73 | — | |
| DKD+ASDQuery Budget=10%, Iterations (r)=22025.09 | 82.61 | — | |
| ENPYQuery Budget=20%, Iterations (r)=42025.09 | 82.59 | — | |
| LCONQuery Budget=25%, Iterations (r)=52025.09 | 82.34 | — | |
| RANDQuery Budget=25%, Iterations (r)=52025.09 | 82.3 | — | |
| CUPQuery Budget=20%, Iterations (r)=42025.09 | 82.25 | — | |
| MMARQuery Budget=20%, Iterations (r)=42025.09 | 82.23 | — | |
| UGTSTQuery Budget=15%, Iterations (r)=32025.09 | 82.22 | — | |
| LCONQuery Budget=20%, Iterations (r)=42025.09 | 82.14 | — | |
| BADGEQuery Budget=15%, Iterations (r)=32025.09 | 82.09 | — | |
| SANNQuery Budget=15%, Iterations (r)=32025.09 | 81.88 | — | |
| RANDQuery Budget=20%, Iterations (r)=42025.09 | 81.63 | — | |
| Core-setQuery Budget=15%, Iterations (r)=32025.09 | 81.11 | — | |
| CoTrParams=41.87 M, FLOPS=1510.53 G, PT score=1.112023.12 | 80.9 | 66.3 | |
| ENPYQuery Budget=15%, Iterations (r)=32025.09 | 80.78 | — | |
| CUPQuery Budget=15%, Iterations (r)=32025.09 | 80.69 | — | |
| UGTSTQuery Budget=10%, Iterations (r)=22025.09 | 80.59 | — | |
| ASSFTQuery Budget=5%, Iterations (r)=12025.09 | 80.51 | — | |
| MMARQuery Budget=15%, Iterations (r)=32025.09 | 80.44 | — | |
| LCONQuery Budget=15%, Iterations (r)=32025.09 | 80.11 | — | |
| BADGEQuery Budget=10%, Iterations (r)=22025.09 | 79.67 | — | |
| UNETRParams=93.02 M, FLOPS=391.03 G, PT score=1.412023.12 | 79.4 | 60.8 | |
| RANDQuery Budget=15%, Iterations (r)=32025.09 | 79.3 | — | |
| SANNQuery Budget=10%, Iterations (r)=22025.09 | 78.99 | — | |
| DKD+ASDQuery Budget=5%, Iterations (r)=12025.09 | 78.87 | — | |
| Core-setQuery Budget=10%, Iterations (r)=22025.09 | 78.55 | — | |
| ENPYQuery Budget=10%, Iterations (r)=22025.09 | 78.17 | — | |
| CUPQuery Budget=10%, Iterations (r)=22025.09 | 77.88 | — | |
| MMARQuery Budget=10%, Iterations (r)=22025.09 | 77.63 | — | |
| LCONQuery Budget=10%, Iterations (r)=22025.09 | 77.62 | — | |
| RANDQuery Budget=10%, Iterations (r)=22025.09 | 77.57 | — | |
| UGTSTQuery Budget=5%, Iterations (r)=12025.09 | 75.8 | — | |
| BADGEQuery Budget=5%, Iterations (r)=12025.09 | 75.78 | — | |
| SANNQuery Budget=5%, Iterations (r)=12025.09 | 75.48 | — | |
| Core-setQuery Budget=5%, Iterations (r)=12025.09 | 74.42 | — | |
| ENPYQuery Budget=5%, Iterations (r)=12025.09 | 74.24 | — | |
| MMARQuery Budget=5%, Iterations (r)=12025.09 | 73.92 | — | |
| CUPQuery Budget=5%, Iterations (r)=12025.09 | 73.92 | — | |
| LCONQuery Budget=5%, Iterations (r)=12025.09 | 73.39 | — | |
| RANDQuery Budget=5%, Iterations (r)=12025.09 | 73.31 | — | |
| RANDQuery Budget=0%, Condition=Lower Bound2025.09 | 0.27 | — |