Medical Image Segmentation on AMOS 2022
91.32Dice CoefficientRAND
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RANDQuery Budget=100%2025.09 | 91.32 | — | |
| ENPYQuery Budget=100%2025.09 | 91.32 | — | |
| LCONQuery Budget=100%2025.09 | 91.32 | — | |
| MMARQuery Budget=100%2025.09 | 91.32 | — | |
| Core-setQuery Budget=100%2025.09 | 91.32 | — | |
| BADGEQuery Budget=100%2025.09 | 91.32 | — | |
| SANNQuery Budget=100%2025.09 | 91.32 | — | |
| UGTSTQuery Budget=100%2025.09 | 91.32 | — | |
| CUPQuery Budget=100%2025.09 | 91.32 | — | |
| DKD+ASDQuery Budget=100%2025.09 | 91.32 | — | |
| ASSFTQuery Budget=100%2025.09 | 91.32 | — | |
| GCNV-NetFLOPs (G)=260.1, Params (M)=62.5, Latency (ms)=52.7, QEA=2.106, Rank=12026.04 | 90.13 | 3.71 | |
| MedNeXt-LFLOPs (G)=584.7, Params (M)=63.0, Latency (ms)=189.3, QEA=1.191, Rank=4, Stat. Sign.=✓2026.04 | 89.77 | 3.94 | |
| nnU-Net-ResEncLFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=0.873, Rank=8, Stat. Sign.=✓2026.04 | 89.42 | 4.27 | |
| U-Mamba-BotFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=121.9, QEA=0.938, Rank=7, Stat. Sign.=✓2026.04 | 89.09 | 4.45 | |
| MedNeXt-MFLOPs (G)=254.6, Params (M)=17.6, Latency (ms)=103.1, QEA=1.743, Rank=2, Stat. Sign.=✓2026.04 | 89.07 | 4.39 | |
| nnU-Net-ResEncMFLOPs (G)=1432.0, Params (M)=102.3, Latency (ms)=44.6, QEA=1.107, Rank=5, Stat. Sign.=✓2026.04 | 88.73 | 4.61 | |
| nnU-Net-NoResEncFLOPs (G)=951.0, Params (M)=31.2, Latency (ms)=33.7, QEA=1.660, Rank=3, Stat. Sign.=✓2026.04 | 88.65 | 4.71 | |
| U-Mamba-EncFLOPs (G)=976.6, Params (M)=59.6, Latency (ms)=114.7, QEA=0.727, Rank=11, Stat. Sign.=✓2026.04 | 88.37 | 4.87 | |
| ASSFTQuery Budget=30%, Number of Iterations (r)=62025.09 | 86.9 | — | |
| SwinUNETRFLOPs (G)=774.8, Params (M)=62.0, Latency (ms)=27.3, QEA=0.859, Rank=9, Stat. Sign.=✓2026.04 | 86.2 | 6.26 | |
| ASSFTQuery Budget=25%, Number of Iterations (r)=52025.09 | 86.13 | — | |
| ASSFTQuery Budget=20%, Number of Iterations (r)=42025.09 | 85.74 | — | |
| DKD+ASDQuery Budget=30%, Number of Iterations (r)=62025.09 | 85.18 | — | |
| E2ENetFLOPs (G)=482.7, Params (M)=14.9, Latency (ms)=64.9, QEA=0.853, Rank=10, Stat. Sign.=✓2026.04 | 84.31 | 7.58 | |
| DKD+ASDQuery Budget=25%, Number of Iterations (r)=52025.09 | 84.25 | — | |
| PaNSegNetFLOPs (G)=953.0, Params (M)=44.2, Latency (ms)=33.4, QEA=0.439, Rank=13, Stat. Sign.=✓2026.04 | 84.11 | 7.66 | |
| UGTSTQuery Budget=30%, Number of Iterations (r)=62025.09 | 83.53 | — | |
| DKD+ASDQuery Budget=20%, Number of Iterations (r)=42025.09 | 83.37 | — | |
| BADGEQuery Budget=30%, Number of Iterations (r)=62025.09 | 82.8 | — | |
| SANNQuery Budget=30%, Number of Iterations (r)=62025.09 | 82.79 | — | |
| Core-setQuery Budget=30%, Number of Iterations (r)=62025.09 | 82.48 | — | |
| UGTSTQuery Budget=25%, Number of Iterations (r)=52025.09 | 81.86 | — | |
| CUPQuery Budget=30%, Number of Iterations (r)=62025.09 | 81.62 | — | |
| ASSFTQuery Budget=15%, Number of Iterations (r)=32025.09 | 81.59 | — | |
| nnFormerFLOPs (G)=420.6, Params (M)=150.3, Latency (ms)=72.3, QEA=0.554, Rank=12, Stat. Sign.=✓2026.04 | 81.52 | 9.66 | |
| SegFormer3DFLOPs (G)=15.3, Params (M)=4.5, Latency (ms)=5.0, QEA=1.060, Rank=6, Stat. Sign.=✓2026.04 | 81.39 | 9.97 | |
| BADGEQuery Budget=25%, Number of Iterations (r)=52025.09 | 81.31 | — | |
| ENPYQuery Budget=30%, Number of Iterations (r)=62025.09 | 80.94 | — | |
| UGTSTQuery Budget=20%, Number of Iterations (r)=42025.09 | 80.86 | — | |
| MMARQuery Budget=30%, Number of Iterations (r)=62025.09 | 80.61 | — | |
| DKD+ASDQuery Budget=15%, Number of Iterations (r)=32025.09 | 79.52 | — | |
| BADGEQuery Budget=20%, Number of Iterations (r)=42025.09 | 79.3 | — | |
| LCONQuery Budget=30%, Number of Iterations (r)=62025.09 | 79.29 | — | |
| SANNQuery Budget=25%, Number of Iterations (r)=52025.09 | 79.19 | — | |
| Core-setQuery Budget=25%, Number of Iterations (r)=52025.09 | 78.89 | — | |
| SANNQuery Budget=20%, Number of Iterations (r)=42025.09 | 78.68 | — | |
| CUPQuery Budget=25%, Number of Iterations (r)=52025.09 | 78.3 | — | |
| ENPYQuery Budget=25%, Number of Iterations (r)=52025.09 | 78.09 | — | |
| RANDQuery Budget=30%, Number of Iterations (r)=62025.09 | 77.98 | — | |
| Core-setQuery Budget=20%, Number of Iterations (r)=42025.09 | 77.24 | — | |
| MMARQuery Budget=25%, Number of Iterations (r)=52025.09 | 77.2 | — | |
| CUPQuery Budget=20%, Number of Iterations (r)=42025.09 | 77.14 | — | |
| ENPYQuery Budget=20%, Number of Iterations (r)=42025.09 | 76.65 | — | |
| UGTSTQuery Budget=15%, Number of Iterations (r)=32025.09 | 76.45 | — | |
| LCONQuery Budget=25%, Number of Iterations (r)=52025.09 | 76.12 | — | |
| MMARQuery Budget=20%, Number of Iterations (r)=42025.09 | 75.79 | — | |
| BADGEQuery Budget=15%, Number of Iterations (r)=32025.09 | 75.65 | — | |
| RANDQuery Budget=25%, Number of Iterations (r)=52025.09 | 75.56 | — | |
| SANNQuery Budget=15%, Number of Iterations (r)=32025.09 | 74.34 | — | |
| LCONQuery Budget=20%, Number of Iterations (r)=42025.09 | 73.78 | — | |
| Core-setQuery Budget=15%, Number of Iterations (r)=32025.09 | 72.59 | — | |
| CUPQuery Budget=15%, Number of Iterations (r)=32025.09 | 72.17 | — | |
| ASSFTQuery Budget=10%, Number of Iterations (r)=22025.09 | 72.06 | — | |
| ENPYQuery Budget=15%, Number of Iterations (r)=32025.09 | 71.16 | — | |
| DKD+ASDQuery Budget=10%, Number of Iterations (r)=22025.09 | 69.66 | — | |
| RANDQuery Budget=20%, Number of Iterations (r)=42025.09 | 69.15 | — | |
| UGTSTQuery Budget=10%, Number of Iterations (r)=22025.09 | 66.14 | — | |
| BADGEQuery Budget=10%, Number of Iterations (r)=22025.09 | 65.49 | — | |
| MMARQuery Budget=15%, Number of Iterations (r)=32025.09 | 63.92 | — | |
| SANNQuery Budget=10%, Number of Iterations (r)=22025.09 | 63.13 | — | |
| Core-setQuery Budget=10%, Number of Iterations (r)=22025.09 | 63.04 | — | |
| LCONQuery Budget=15%, Number of Iterations (r)=32025.09 | 62.35 | — | |
| CUPQuery Budget=10%, Number of Iterations (r)=22025.09 | 59.57 | — | |
| ENPYQuery Budget=10%, Number of Iterations (r)=22025.09 | 58.74 | — | |
| MMARQuery Budget=10%, Number of Iterations (r)=22025.09 | 55.37 | — | |
| RANDQuery Budget=15%, Number of Iterations (r)=32025.09 | 55.28 | — | |
| LCONQuery Budget=10%, Number of Iterations (r)=22025.09 | 52.12 | — | |
| ASSFTQuery Budget=5%, Number of Iterations (r)=12025.09 | 52.06 | — | |
| DKD+ASDQuery Budget=5%, Number of Iterations (r)=12025.09 | 49.31 | — | |
| RANDQuery Budget=10%, Number of Iterations (r)=22025.09 | 48.06 | — | |
| UGTSTQuery Budget=5%, Number of Iterations (r)=12025.09 | 45.29 | — | |
| BADGEQuery Budget=5%, Number of Iterations (r)=12025.09 | 44 | — | |
| SANNQuery Budget=5%, Number of Iterations (r)=12025.09 | 42.03 | — | |
| Core-setQuery Budget=5%, Number of Iterations (r)=12025.09 | 41.88 | — | |
| CUPQuery Budget=5%, Number of Iterations (r)=12025.09 | 41.49 | — | |
| ENPYQuery Budget=5%, Number of Iterations (r)=12025.09 | 40.43 | — | |
| MMARQuery Budget=5%, Number of Iterations (r)=12025.09 | 38.95 | — | |
| LCONQuery Budget=5%, Number of Iterations (r)=12025.09 | 38.05 | — | |
| RANDQuery Budget=5%, Number of Iterations (r)=12025.09 | 35.84 | — | |
| RANDQuery Budget=0%2025.09 | 0.46 | — | |
| ENPYQuery Budget=0%2025.09 | 0.46 | — | |
| LCONQuery Budget=0%2025.09 | 0.46 | — | |
| MMARQuery Budget=0%2025.09 | 0.46 | — | |
| Core-setQuery Budget=0%2025.09 | 0.46 | — | |
| BADGEQuery Budget=0%2025.09 | 0.46 | — | |
| SANNQuery Budget=0%2025.09 | 0.46 | — | |
| UGTSTQuery Budget=0%2025.09 | 0.46 | — | |
| CUPQuery Budget=0%2025.09 | 0.46 | — | |
| DKD+ASDQuery Budget=0%2025.09 | 0.46 | — |