Prostate MRI Segmentation on Multi-site Average (Unseen)
88.16Dice ScoreDCA-Net(ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DCA-Net(ours)Training protocol=Domain Generalization, Loss functions=Lseg + Lcomp + Ldiv, PDP basis preceptors (N)=82021.09 | 88.16 | 1.29 | |
| DCA-Net(N=16)Training protocol=Domain Generalization, Loss functions=Lseg + Lcomp + Ldiv, PDP basis preceptors (N)=162021.09 | 87.59 | 1.36 | |
| DCA-Net(N=4)Training protocol=Domain Generalization, Loss functions=Lseg + Lcomp + Ldiv, PDP basis preceptors (N)=42021.09 | 87.49 | 1.36 | |
| DCA-Net*Training protocol=Domain Generalization, Loss functions=Lseg + Lcomp2021.09 | 87.36 | 1.32 | |
| SAMLTraining protocol=Domain Generalization2021.09 | 87.16 | 1.58 | |
| MASFTraining protocol=Domain Generalization2021.09 | 86.55 | 1.81 | |
| BigAugTraining protocol=Domain Generalization2021.09 | 86.21 | 1.93 | |
| DeepAllTraining protocol=DeepAll2021.09 | 85.52 | 2.18 |