Segmentation on STARE (test)
82.83Soft DiceclDice+Ours (GraphMorph)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| clDice+Ours (GraphMorph)Backbone=UNet2025.02 | 82.83 | 87.47 | 97.57 | 0.792 | 27.4 | 45 | 58.2 | 59.8 | — | |
| clDiceBackbone=UNet2025.02 | 82.12 | 85.79 | 97.52 | 0.785 | 27.6 | 57.1 | 62.9 | 74.3 | — | |
| softDice+Ours (GraphMorph)Backbone=UNet2025.02 | 82.1 | 85.78 | 97.56 | 0.786 | 27.1 | 54.5 | 61.8 | 69.1 | — | |
| TopoLossBackbone=UNet2025.02 | 81.75 | 85.06 | 97.5 | 0.781 | 27.6 | 65.9 | 61.5 | 80.6 | — | |
| PointscatterBackbone=UNet2025.02 | 81.71 | 85.33 | 97.43 | 0.78 | 28.5 | 84.4 | 78.1 | 99.7 | — | |
| softDiceBackbone=UNet2025.02 | 81.7 | 85.26 | 97.49 | 0.781 | 27.6 | 78.6 | 65.3 | 96 | — | |
| S2M-NetLoss=MASL2026.01 | 81.45 | — | — | — | — | — | — | — | — | |
| softDiceBackbone=TransUNet2025.02 | 80.46 | 84.28 | 97.37 | 0.767 | 28.4 | 72.8 | 72.3 | 88.4 | — | |
| softDiceBackbone=DSCNet2025.02 | 79.88 | 83.41 | 97.23 | 0.759 | 29.6 | 82.3 | 70.7 | 98.8 | — | |
| softDiceBackbone=DC-UNet2025.02 | 79.36 | 83 | 97.28 | 0.755 | 28.8 | 83.4 | 72.1 | 97.5 | — | |
| S2M-NetLoss=standard Dice loss2026.01 | 78.23 | — | — | — | — | — | — | — | — | |
| UMambaLoss=MASL2026.01 | 76.89 | — | — | — | — | — | — | — | — | |
| DuckNetLoss=MASL2026.01 | 76.23 | — | — | — | — | — | — | — | — | |
| SwinUNetLoss=MASL2026.01 | 75.67 | — | — | — | — | — | — | — | — | |
| TransUNetLoss=MASL2026.01 | 75.12 | — | — | — | — | — | — | — | — | |
| UMambaLoss=standard Dice loss2026.01 | 74.45 | — | — | — | — | — | — | — | — | |
| U-Net++Loss=MASL2026.01 | 74.12 | — | — | — | — | — | — | — | — | |
| DuckNetLoss=standard Dice loss2026.01 | 73.92 | — | — | — | — | — | — | — | — | |
| RAPUNetLoss=MASL2026.01 | 73.89 | — | — | — | — | — | — | — | — | |
| PraNetLoss=MASL2026.01 | 73.23 | — | — | — | — | — | — | — | — | |
| SwinUNetLoss=standard Dice loss2026.01 | 73.12 | — | — | — | — | — | — | — | — | |
| softDice + Graph DecoderBackbone=UNet, Graph Decoder=true2025.02 | 72.98 | — | 98.98 | — | — | 1.467 | 1.365 | 1.654 | 95.06 | |
| softDice + Graph Decoder + Morph ModuleBackbone=UNet, Graph Decoder=true, Morph Module=true2025.02 | 72.91 | — | 98.94 | — | — | 0.482 | 0.799 | 0.653 | — | |
| TransUNetLoss=standard Dice loss2026.01 | 72.67 | — | — | — | — | — | — | — | — | |
| U-NetLoss=MASL2026.01 | 72.34 | — | — | — | — | — | — | — | — | |
| PointScatterBackbone=UNet2025.02 | 72.24 | — | 98.96 | — | — | 2.08 | 1.209 | 2.213 | 94.94 | |
| U-Net++Loss=standard Dice loss2026.01 | 71.23 | — | — | — | — | — | — | — | — | |
| softDiceBackbone=UNet, Loss=softDice2025.02 | 71.19 | — | 98.89 | — | — | 1.874 | 1.207 | 2.063 | 92.9 | |
| RAPUNetLoss=standard Dice loss2026.01 | 71.01 | — | — | — | — | — | — | — | — | |
| PraNetLoss=standard Dice loss2026.01 | 70.34 | — | — | — | — | — | — | — | — | |
| U-NetLoss=standard Dice loss2026.01 | 69.45 | — | — | — | — | — | — | — | — |