Semantic Segmentation on AbdomenCT-1K
97.26Liver DiceLight-UNETR-L
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96)2026.03 | 97.26 | 96.38 | 95.46 | 93.71 | 95.7 | |
| Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 97.26 | 96.38 | 95.46 | 93.71 | 95.7 | |
| nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96)2026.03 | 97.21 | 96.92 | 95.93 | 93.42 | 95.87 | |
| nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 97.21 | 96.92 | 95.93 | 93.42 | 95.87 | |
| TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96)2026.03 | 97.08 | 96.47 | 95.38 | 92.86 | 95.45 | |
| TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 97.08 | 96.47 | 95.38 | 92.86 | 95.45 | |
| SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96)2026.03 | 97.06 | 96.35 | 95.23 | 91.48 | 95.03 | |
| SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 97.06 | 96.35 | 95.23 | 91.48 | 95.03 | |
| Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96)2026.03 | 97.03 | 96.08 | 94.98 | 93.51 | 95.4 | |
| Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 97.03 | 96.08 | 94.98 | 93.51 | 95.4 | |
| UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96)2026.03 | 95.64 | 95.56 | 93.99 | 91.68 | 94.22 | |
| UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 95.64 | 95.56 | 93.99 | 91.68 | 94.22 | |
| MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96)2026.03 | 95.57 | 95.3 | 94.39 | 91.32 | 94.15 | |
| MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 95.57 | 95.3 | 94.39 | 91.32 | 94.15 | |
| Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96)2026.03 | 94.36 | 93.97 | 92.9 | 87.65 | 92.22 | |
| Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 94.36 | 93.97 | 92.9 | 87.65 | 92.22 |