Two-stage segmentation on ImageCAS
83.65DSCMDSVM-UNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MDSVM-UNetParams (M)=26.7, Loss=Ldice2026.03 | 83.65 | 27.843 | 0.9023 | |
| MDSVM-UNetParams (M)=26.7, Loss=Lfocal2026.03 | 82.1 | 27.5249 | 0.9199 | |
| Two-Stage SwinUnetParams (M)=256.3, Loss=Ldice2026.03 | 80.82 | 29.6208 | 1.0974 | |
| Two-Stage LightM-UNetParams (M)=5.5, Loss=Ldice2026.03 | 80.79 | 28.1864 | 0.9488 | |
| Two-Stage SwinUnetParams (M)=256.3, Loss=Lfocal2026.03 | 80.12 | 28.276 | 0.9625 | |
| Two-Stage FCNLoss=Ldice2026.03 | 79.5 | — | — | |
| Two-Stage LightM-UNetParams (M)=5.5, Loss=Lfocal2026.03 | 78.48 | 28.5155 | 1.0054 | |
| ImageCASParams (M)=27.6, Loss=Ldice2026.03 | 78.24 | 36.3886 | 1.7116 | |
| Two-Stage DSU-NetParams (M)=29.0, Loss=Ldice2026.03 | 77.9 | 30.1524 | 0.9092 | |
| ImageCASParams (M)=27.6, Loss=Lfocal2026.03 | 77.48 | 36.174 | 1.7261 | |
| Two-Stage DSU-NetParams (M)=29.0, Loss=Lfocal2026.03 | 77.2 | 36.439 | 1.7171 | |
| Two-Stage 3D U-NetParams (M)=23.3, Loss=Ldice2026.03 | 72.01 | 40.9693 | 3.0686 | |
| Two-Stage 3D U-NetParams (M)=23.3, Loss=Lfocal2026.03 | 71.83 | 32.7724 | 4.4687 |