Semantic Segmentation on HNC Tumor
96.62GTVp DiceMedNeXt
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96)2026.03 | 96.62 | 97.03 | 96.82 | |
| Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96)2026.03 | 96.62 | 96.34 | 96.48 | |
| MedNeXtFLOPs (G)=57.81, Params (M)=5.57, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 96.62 | 97.03 | 96.82 | |
| Light-UNETR-LFLOPs (G)=52.15, Params (M)=3.93, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 96.62 | 96.34 | 96.48 | |
| Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96)2026.03 | 96.45 | 96.51 | 96.48 | |
| Swin UNETRFLOPs (G)=331.95, Params (M)=61.99, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 96.45 | 96.51 | 96.48 | |
| UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96)2026.03 | 95.39 | 95.74 | 95.56 | |
| UNETR++FLOPs (G)=57.51, Params (M)=20.33, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 95.39 | 95.74 | 95.56 | |
| SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96)2026.03 | 95.19 | 95.7 | 95.44 | |
| SegResNetFLOPs (G)=202.66, Params (M)=10.64, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 95.19 | 95.7 | 95.44 | |
| nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96)2026.03 | 94.79 | 95.76 | 95.27 | |
| nn-UNetFLOPs (G)=200.81, Params (M)=13.82, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 94.79 | 95.76 | 95.27 | |
| TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96)2026.03 | 94.02 | 94.31 | 94.16 | |
| TransBTSFLOPs (G)=142.07, Params (M)=30.61, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 94.02 | 94.31 | 94.16 | |
| Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96)2026.03 | 87.48 | 84.86 | 86.17 | |
| Light-UNETRFLOPs (G)=3.73, Params (M)=1.34, Spatial size=(96, 96, 96), Training Mode=Fully-supervised2026.03 | 87.48 | 84.86 | 86.17 |