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ResearchFormerly WizWand

Medical Image Segmentation on FLARE 2021

96.85Dice ScoreRAND
-0.6524.662549.97575.2875Sep 13, 2025Oct 24, 2025Dec 4, 2025Jan 14, 2026Feb 24, 2026Apr 6, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RANDQuery Budget=100%2025.0996.85
ENPYQuery Budget=100%2025.0996.85
LCONQuery Budget=100%2025.0996.85
MMARQuery Budget=100%2025.0996.85
Core-setQuery Budget=100%2025.0996.85
BADGEQuery Budget=100%2025.0996.85
SANNQuery Budget=100%2025.0996.85
UGTSTQuery Budget=100%2025.0996.85
CUPQuery Budget=100%2025.0996.85
DKD+ASDQuery Budget=100%2025.0996.85
ASSFTQuery Budget=100%2025.0996.85
ASSFTQuery Budget=25%, Number of Iterations=52025.0994.87
DKD+ASDQuery Budget=25%, Number of Iterations=52025.0994.6
ASSFTQuery Budget=20%, Number of Iterations=42025.0994.54
DKD+ASDQuery Budget=20%, Number of Iterations=42025.0994.46
ASSFTQuery Budget=15%, Number of Iterations=32025.0994.33
ASSFTQuery Budget=10%, Number of Iterations=22025.0994.08
SANNQuery Budget=25%, Number of Iterations=52025.0993.98
DKD+ASDQuery Budget=15%, Number of Iterations=32025.0993.94
MMARQuery Budget=25%, Number of Iterations=52025.0993.84
LCONQuery Budget=25%, Number of Iterations=52025.0993.83
BADGEQuery Budget=25%, Number of Iterations=52025.0993.8
SANNQuery Budget=20%, Number of Iterations=42025.0993.75
LCONQuery Budget=20%, Number of Iterations=42025.0993.74
UGTSTQuery Budget=25%, Number of Iterations=52025.0993.7
UGTSTQuery Budget=20%, Number of Iterations=42025.0993.6
MMARQuery Budget=20%, Number of Iterations=42025.0993.5
SANNQuery Budget=15%, Number of Iterations=32025.0993.43
Core-setQuery Budget=25%, Number of Iterations=52025.0993.36
ENPYQuery Budget=25%, Number of Iterations=52025.0993.35
DKD+ASDQuery Budget=10%, Number of Iterations=22025.0993.3
UGTSTQuery Budget=15%, Number of Iterations=32025.0993.26
BADGEQuery Budget=20%, Number of Iterations=42025.0992.99
LCONQuery Budget=15%, Number of Iterations=32025.0992.91
Core-setQuery Budget=20%, Number of Iterations=42025.0992.85
MMARQuery Budget=15%, Number of Iterations=32025.0992.71
BADGEQuery Budget=15%, Number of Iterations=32025.0992.65
Core-setQuery Budget=15%, Number of Iterations=32025.0992.61
ASSFTQuery Budget=5%, Number of Iterations=12025.0992.52
CUPQuery Budget=25%, Number of Iterations=52025.0992.31
SANNQuery Budget=10%, Number of Iterations=22025.0992.3
ENPYQuery Budget=20%, Number of Iterations=42025.0992.26
UGTSTQuery Budget=10%, Number of Iterations=22025.0992.15
MMARQuery Budget=10%, Number of Iterations=22025.0992.08
ENPYQuery Budget=15%, Number of Iterations=32025.0992.07
RANDQuery Budget=25%, Number of Iterations=52025.0992.05
LCONQuery Budget=10%, Number of Iterations=22025.0992.05
CUPQuery Budget=20%, Number of Iterations=42025.0991.9
BADGEQuery Budget=10%, Number of Iterations=22025.0991.77
Core-setQuery Budget=10%, Number of Iterations=22025.0991.69
DKD+ASDQuery Budget=5%, Number of Iterations=12025.0991.65
CUPQuery Budget=15%, Number of Iterations=32025.0991.59
RANDQuery Budget=20%, Number of Iterations=42025.0991.56
ENPYQuery Budget=10%, Number of Iterations=22025.0991.54
RANDQuery Budget=15%, Number of Iterations=32025.0990.57
CUPQuery Budget=10%, Number of Iterations=22025.0990.47
RANDQuery Budget=10%, Number of Iterations=22025.0989.74
LCONQuery Budget=5%, Number of Iterations=12025.0989.7
MMARQuery Budget=5%, Number of Iterations=12025.0989.68
SANNQuery Budget=5%, Number of Iterations=12025.0989.6
UGTSTQuery Budget=5%, Number of Iterations=12025.0989.56
BADGEQuery Budget=5%, Number of Iterations=12025.0989.51
Core-setQuery Budget=5%, Number of Iterations=12025.0989.16
ENPYQuery Budget=5%, Number of Iterations=12025.0988.71
CleanVictim Architecture=3D-UNet2026.0588.6
CUPQuery Budget=5%, Number of Iterations=12025.0988.29
RANDQuery Budget=5%, Number of Iterations=12025.0986.7
CleanVictim Architecture=UNet++2026.0583.4
CleanVictim Architecture=Att-UNet2026.0583.2
CleanVictim Architecture=TransUNet2026.0580.7
EMVictim Architecture=TransUNet2026.0574.2
EMVictim Architecture=UNet++2026.0568.6
EMVictim Architecture=3D-UNet2026.0557.1
EMVictim Architecture=Att-UNet2026.0548.6
VoxShieldVictim Architecture=UNet++2026.0510.8
VoxShieldVictim Architecture=Att-UNet2026.059
VoxShieldVictim Architecture=3D-UNet2026.056.8
RANDQuery Budget=0%2025.095.86
ENPYQuery Budget=0%2025.095.86
LCONQuery Budget=0%2025.095.86
MMARQuery Budget=0%2025.095.86
Core-setQuery Budget=0%2025.095.86
BADGEQuery Budget=0%2025.095.86
SANNQuery Budget=0%2025.095.86
UGTSTQuery Budget=0%2025.095.86
CUPQuery Budget=0%2025.095.86
DKD+ASDQuery Budget=0%2025.095.86
ASSFTQuery Budget=0%2025.095.86
VoxShieldVictim Architecture=TransUNet2026.053.1