Segmentation on ISBI 12 (test)
82.23softDiceclDice+Ours (GraphMorph)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| clDice+Ours (GraphMorph)Backbone=UNet2025.02 | 82.23 | 94.59 | 92.13 | 67.9 | 74.4 | 35.3 | 53.9 | 48.2 | |
| softDice+Ours (GraphMorph)Backbone=UNet2025.02 | 82.16 | 94.49 | 92.11 | 67.8 | 74.5 | 36.1 | 52 | 48.8 | |
| PointscatterBackbone=UNet2025.02 | 81.92 | 94.06 | 91.89 | 67.2 | 75.8 | 45.6 | 56.8 | 58.7 | |
| softDiceBackbone=DSCNet2025.02 | 81.52 | 93.66 | 91.91 | 66.9 | 75.7 | 45 | 56.7 | 58.1 | |
| softDiceBackbone=DC-UNet2025.02 | 81.5 | 93.66 | 91.96 | 67.1 | 75.3 | 51.1 | 58.6 | 65.2 | |
| TopoLossBackbone=UNet2025.02 | 81.04 | 93.24 | 91.67 | 66.1 | 77.3 | 51.6 | 64.2 | 66.9 | |
| clDiceBackbone=UNet2025.02 | 81.03 | 93.53 | 91.63 | 66 | 77.5 | 42.2 | 56.3 | 57.6 | |
| softDiceBackbone=TransUNet2025.02 | 80.56 | 92.89 | 91.48 | 65.4 | 78.4 | 63.6 | 57.6 | 75.7 | |
| softDiceBackbone=UNet2025.02 | 80.43 | 92.95 | 91.46 | 65.3 | 78.5 | 56.9 | 61.6 | 73.8 |