Semantic Segmentation on MSD Task01
90.24WT DiceLight-UNETR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96)2026.03 | 90.24 | 67.01 | 86.89 | 81.38 | |
| Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 90.24 | 67.01 | 86.89 | 81.38 | |
| Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96)2026.03 | 90.23 | 63.02 | 84.22 | 79.16 | |
| Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 90.23 | 63.02 | 84.22 | 79.16 | |
| MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96)2026.03 | 90.15 | 64.34 | 85.91 | 80.13 | |
| MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 90.15 | 64.34 | 85.91 | 80.13 | |
| UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96)2026.03 | 90.07 | 64.87 | 84.52 | 79.82 | |
| UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 90.07 | 64.87 | 84.52 | 79.82 | |
| Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96)2026.03 | 89.69 | 75.41 | 92.89 | 85.97 | |
| Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 89.69 | 75.41 | 92.89 | 85.97 | |
| SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96)2026.03 | 88.68 | 62.64 | 83.28 | 78.2 | |
| SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 88.68 | 62.64 | 83.28 | 78.2 | |
| nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96)2026.03 | 85.83 | 62.71 | 83.42 | 77.32 | |
| nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 85.83 | 62.71 | 83.42 | 77.32 | |
| TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96)2026.03 | 77.89 | 57.44 | 73.51 | 69.61 | |
| TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 77.89 | 57.44 | 73.51 | 69.61 |