Segmentation on DRIVE (test)
82.38Soft DicesoftDice+Ours (GraphMorph)
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| softDice+Ours (GraphMorph)Backbone=UNet2025.02 | 82.38 | 82.78 | 95.57 | 77.8 | 33.6 | 0.692 | 0.932 | 0.951 | — | — | |
| Topology SegNetLoss=CE+Dice Loss, Feature=PI Integration2026.01 | 82.12 | 82.56 | — | — | — | 101.25 | 24.95 | — | — | 82.3 | |
| Topology SegNetLoss=cbDice, Feature=PI Integration2026.01 | 82 | 81.82 | — | — | — | 116.45 | 20.95 | — | — | 82.26 | |
| Topology SegNetLoss=clDice, Feature=PI Integration2026.01 | 81.96 | 82.08 | — | — | — | 111.25 | 23.7 | — | — | 82.17 | |
| Topology SegNetLoss=CE Loss, Feature=PI Integration2026.01 | 81.91 | 82.26 | — | — | — | 126.8 | 22.65 | — | — | 82.12 | |
| TopoLossBackbone=UNet2025.02 | 81.87 | 81.94 | 95.4 | 77.1 | 34.5 | 0.821 | 0.997 | 1.1 | — | — | |
| Topology SegNetLoss=PH Loss, Feature=PI Integration2026.01 | 81.83 | 82.06 | — | — | — | 123.6 | 25.1 | — | — | 82.1 | |
| clDiceLoss=clDice2026.01 | 81.76 | 82.17 | — | — | — | 115.05 | 26.2 | — | — | 81.97 | |
| cbDiceLoss=cbDice2026.01 | 81.76 | 82.57 | — | — | — | 108.55 | 23.3 | — | — | 81.95 | |
| clDice+Ours (GraphMorph)Backbone=UNet2025.02 | 81.68 | 84.67 | 95.2 | 76.7 | 35.7 | 0.619 | 0.924 | 0.857 | — | — | |
| PH LossLoss=PH Loss2026.01 | 81.62 | 81.83 | — | — | — | 148.05 | 21.7 | — | — | 81.89 | |
| PointscatterBackbone=UNet2025.02 | 81.55 | 82.77 | 95.25 | 76.6 | 35.3 | 1.36 | 1.276 | 1.663 | — | — | |
| softDiceBackbone=TransUNet2025.02 | 81.53 | 81.39 | 95.38 | 76.8 | 34.4 | 1.125 | 1.184 | 1.42 | — | — | |
| clDiceBackbone=UNet2025.02 | 81.5 | 83.22 | 95.2 | 76.5 | 35.7 | 0.91 | 0.998 | 1.181 | — | — | |
| softDiceBackbone=UNet2025.02 | 81.48 | 81.28 | 95.35 | 76.7 | 34.8 | 1.191 | 1.078 | 1.467 | — | — | |
| softDiceBackbone=DSCNet2025.02 | 81.18 | 81.07 | 95.27 | 76.3 | 35.2 | 1.267 | 1.11 | 1.55 | — | — | |
| softDiceBackbone=DC-UNet2025.02 | 80.86 | 80.18 | 95.26 | 76 | 35.1 | 1.227 | 1.061 | 1.499 | — | — | |
| U-NetLoss=CE Loss2026.01 | 80.73 | 81 | — | — | — | 217.2 | 23.2 | — | — | 81.13 | |
| softDice + Graph DecoderBackbone=UNet, Graph Decoder=true2025.02 | 75.06 | — | 97.83 | — | — | 1.552 | 1.382 | 2.732 | 94.81 | — | |
| softDice + Graph Decoder + Morph ModuleBackbone=UNet, Graph Decoder=true, Morph Module=true2025.02 | 74.96 | — | 97.76 | — | — | 0.555 | 1.074 | 0.62 | — | — | |
| PointScatterBackbone=UNet2025.02 | 73.81 | — | 97.75 | — | — | 3.259 | 2.08 | 2.696 | 94.01 | — | |
| softDiceBackbone=UNet, Loss=softDice2025.02 | 73.53 | — | 97.68 | — | — | 2.169 | 1.59 | 2.537 | 93.33 | — |