Optic Cup and Disc Segmentation on Fundus image dataset Center 3 (Dice Metric)
88.4Dice (Optic Cup)Upper bound
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Upper boundBasic Data Augmentation (BDA)=true2025.01 | 88.4 | 90.63 | |
| Upper bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 87.59 | 90.45 | |
| Dofe-2020Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 87.39 | 85.94 | |
| UniDDG (Ours)Basic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=true2025.01 | 87.16 | 87.92 | |
| UniDDG w/o SABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=false2025.01 | 86.85 | 84.51 | |
| Mixup-2017Basic Data Augmentation (BDA)=true2025.01 | 86.02 | 80.07 | |
| Cutmix-2019Basic Data Augmentation (BDA)=true2025.01 | 85.81 | 85.21 | |
| CDDSA-2023Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 85.77 | 86.28 | |
| BigAug-2020Basic Data Augmentation (BDA)=true2025.01 | 85.75 | 83.11 | |
| DFQ-2024Basic Data Augmentation (BDA)=true2025.01 | 85.31 | 85.48 | |
| CDDSA w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 85 | 85.94 | |
| Lower boundBasic Data Augmentation (BDA)=true2025.01 | 84.97 | 84.32 | |
| Dofe w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 83.97 | 85.8 | |
| UniDDG w/o EMABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=false, Self-Attention (SA)=true2025.01 | 83.56 | 81.88 | |
| TriD-2023Basic Data Augmentation (BDA)=true2025.01 | 83.41 | 82.09 | |
| Lower bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 81.1 | 84.28 | |
| Manifold Mixup-2019Basic Data Augmentation (BDA)=true2025.01 | 81.04 | 80.81 |