Optic Cup and Disc Segmentation on Fundus image dataset Center 4 (Dice Metric)
90Dice (Optic Cup)Upper bound
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Upper boundBasic Data Augmentation (BDA)=true2025.01 | 90 | 91.5 | |
| Upper bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 89.54 | 90.81 | |
| UniDDG w/o SABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=false2025.01 | 86.95 | 88.11 | |
| UniDDG (Ours)Basic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=true2025.01 | 86.93 | 88.22 | |
| CDDSA-2023Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 86.28 | 85.26 | |
| UniDDG w/o EMABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=false, Self-Attention (SA)=true2025.01 | 85.94 | 87.37 | |
| DFQ-2024Basic Data Augmentation (BDA)=true2025.01 | 85.63 | 88.17 | |
| TriD-2023Basic Data Augmentation (BDA)=true2025.01 | 85.44 | 86.22 | |
| Lower boundBasic Data Augmentation (BDA)=true2025.01 | 85.09 | 85.68 | |
| Manifold Mixup-2019Basic Data Augmentation (BDA)=true2025.01 | 85.06 | 87.58 | |
| BigAug-2020Basic Data Augmentation (BDA)=true2025.01 | 84.97 | 86.82 | |
| Dofe-2020Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 84.96 | 86.8 | |
| CDDSA w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 84.91 | 85.87 | |
| Dofe w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 84.78 | 87.91 | |
| Cutmix-2019Basic Data Augmentation (BDA)=true2025.01 | 84.3 | 88.34 | |
| Mixup-2017Basic Data Augmentation (BDA)=true2025.01 | 83.56 | 85.63 | |
| Lower bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 77.89 | 69.29 |