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ResearchFormerly WizWand

Medical Image Segmentation on AMOS-CT (test)

93.04mDiceRAND
-3.440821.607146.65571.7029Dec 7, 2023Mar 23, 2024Jul 9, 2024Oct 25, 2024Feb 9, 2025May 28, 2025Sep 13, 2025
Updated 5mo ago

Evaluation results

MethodLinks
RANDQuery Budget=100%, Condition=Upper Bound2025.0993.04—
nnUNet+Params=30.76 M, FLOPS=1067.89 G, PT score=1.31, Reproduced=true2023.129182.6
E2ENet*s (shift size)=0.7, Params=11.23 M, FLOPS=969.32 G, PT score=1.54, Postprocessing=true2023.1290.782.2
E2ENet*s (shift size)=0.8, Params=9.44 M, FLOPS=778.74 G, PT score=1.65, Postprocessing=true2023.1290.782.1
nnUNetParams=30.76 M, FLOPS=1067.89 G, PT score=1.312023.1290.682
E2ENets (shift size)=0.7, Params=11.23 M, FLOPS=969.32 G, PT score=1.54, Postprocessing=false2023.1290.682
E2ENet*s (shift size)=0.9, Params=7.64 M, FLOPS=492.29 G, PT score=1.89, Postprocessing=true2023.1290.481.4
E2ENets (shift size)=0.8, Params=9.44 M, FLOPS=778.74 G, PT score=1.65, Postprocessing=false2023.1290.481.8
E2ENets (shift size)=0.9, Params=7.64 M, FLOPS=492.29 G, PT score=1.89, Postprocessing=false2023.1290.180.7
ASSFTQuery Budget=25%, Iterations (r)=52025.0987.68—
DKD+ASDQuery Budget=25%, Iterations (r)=52025.0986.78—
ASSFTQuery Budget=20%, Iterations (r)=42025.0986.63—
Swin-UNETRParams=62.83 M, FLOPS=1562.99 G, PT score=1.132023.1286.373.8
nnFormerParams=150.14 M, FLOPS=1343.65 G, PT score=1.112023.1285.672.5
DKD+ASDQuery Budget=20%, Iterations (r)=42025.0985.54—
ASSFTQuery Budget=15%, Iterations (r)=32025.0985.52—
UGTSTQuery Budget=25%, Iterations (r)=52025.0985.27—
BADGEQuery Budget=25%, Iterations (r)=52025.0984.69—
SANNQuery Budget=25%, Iterations (r)=52025.0984.45—
ASSFTQuery Budget=10%, Iterations (r)=22025.0984.42—
Core-setQuery Budget=25%, Iterations (r)=52025.0984.04—
DKD+ASDQuery Budget=15%, Iterations (r)=32025.0984.03—
UGTSTQuery Budget=20%, Iterations (r)=42025.0983.93—
BADGEQuery Budget=20%, Iterations (r)=42025.0983.56—
ENPYQuery Budget=25%, Iterations (r)=52025.0983.31—
SANNQuery Budget=20%, Iterations (r)=42025.0983.11—
CUPQuery Budget=25%, Iterations (r)=52025.0983.1—
VNetParams=45.65 M, FLOPS=1737.57 G, PT score=1.112023.1282.967.6
MMARQuery Budget=25%, Iterations (r)=52025.0982.82—
Core-setQuery Budget=20%, Iterations (r)=42025.0982.73—
DKD+ASDQuery Budget=10%, Iterations (r)=22025.0982.61—
ENPYQuery Budget=20%, Iterations (r)=42025.0982.59—
LCONQuery Budget=25%, Iterations (r)=52025.0982.34—
RANDQuery Budget=25%, Iterations (r)=52025.0982.3—
CUPQuery Budget=20%, Iterations (r)=42025.0982.25—
MMARQuery Budget=20%, Iterations (r)=42025.0982.23—
UGTSTQuery Budget=15%, Iterations (r)=32025.0982.22—
LCONQuery Budget=20%, Iterations (r)=42025.0982.14—
BADGEQuery Budget=15%, Iterations (r)=32025.0982.09—
SANNQuery Budget=15%, Iterations (r)=32025.0981.88—
RANDQuery Budget=20%, Iterations (r)=42025.0981.63—
Core-setQuery Budget=15%, Iterations (r)=32025.0981.11—
CoTrParams=41.87 M, FLOPS=1510.53 G, PT score=1.112023.1280.966.3
ENPYQuery Budget=15%, Iterations (r)=32025.0980.78—
CUPQuery Budget=15%, Iterations (r)=32025.0980.69—
UGTSTQuery Budget=10%, Iterations (r)=22025.0980.59—
ASSFTQuery Budget=5%, Iterations (r)=12025.0980.51—
MMARQuery Budget=15%, Iterations (r)=32025.0980.44—
LCONQuery Budget=15%, Iterations (r)=32025.0980.11—
BADGEQuery Budget=10%, Iterations (r)=22025.0979.67—
UNETRParams=93.02 M, FLOPS=391.03 G, PT score=1.412023.1279.460.8
RANDQuery Budget=15%, Iterations (r)=32025.0979.3—
SANNQuery Budget=10%, Iterations (r)=22025.0978.99—
DKD+ASDQuery Budget=5%, Iterations (r)=12025.0978.87—
Core-setQuery Budget=10%, Iterations (r)=22025.0978.55—
ENPYQuery Budget=10%, Iterations (r)=22025.0978.17—
CUPQuery Budget=10%, Iterations (r)=22025.0977.88—
MMARQuery Budget=10%, Iterations (r)=22025.0977.63—
LCONQuery Budget=10%, Iterations (r)=22025.0977.62—
RANDQuery Budget=10%, Iterations (r)=22025.0977.57—
UGTSTQuery Budget=5%, Iterations (r)=12025.0975.8—
BADGEQuery Budget=5%, Iterations (r)=12025.0975.78—
SANNQuery Budget=5%, Iterations (r)=12025.0975.48—
Core-setQuery Budget=5%, Iterations (r)=12025.0974.42—
ENPYQuery Budget=5%, Iterations (r)=12025.0974.24—
MMARQuery Budget=5%, Iterations (r)=12025.0973.92—
CUPQuery Budget=5%, Iterations (r)=12025.0973.92—
LCONQuery Budget=5%, Iterations (r)=12025.0973.39—
RANDQuery Budget=5%, Iterations (r)=12025.0973.31—
RANDQuery Budget=0%, Condition=Lower Bound2025.090.27—