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ResearchFormerly WizWand

Semantic Segmentation on AbdomenCT-1K

97.26Liver DiceLight-UNETR-L
94.24495.02795.8196.593Mar 24, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96)2026.0397.2696.3895.4693.7195.7
Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0397.2696.3895.4693.7195.7
nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96)2026.0397.2196.9295.9393.4295.87
nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0397.2196.9295.9393.4295.87
TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96)2026.0397.0896.4795.3892.8695.45
TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0397.0896.4795.3892.8695.45
SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96)2026.0397.0696.3595.2391.4895.03
SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0397.0696.3595.2391.4895.03
Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96)2026.0397.0396.0894.9893.5195.4
Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0397.0396.0894.9893.5195.4
UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96)2026.0395.6495.5693.9991.6894.22
UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0395.6495.5693.9991.6894.22
MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96)2026.0395.5795.394.3991.3294.15
MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0395.5795.394.3991.3294.15
Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96)2026.0394.3693.9792.987.6592.22
Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.0394.3693.9792.987.6592.22