Optic Cup and Disc Segmentation on Fundus image dataset Center 1 (Dice Metric)
86.62Dice (Optic Cup)DFQ-2024
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DFQ-2024Basic Data Augmentation (BDA)=true2025.01 | 86.62 | 82.31 | |
| Upper bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 85.89 | 83.85 | |
| Upper boundBasic Data Augmentation (BDA)=true2025.01 | 85.59 | 84.11 | |
| UniDDG (Ours)Basic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=true2025.01 | 85.54 | 82.69 | |
| Cutmix-2019Basic Data Augmentation (BDA)=true2025.01 | 85.22 | 78.65 | |
| Dofe-2020Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 85.13 | 78.94 | |
| UniDDG w/o SABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=false2025.01 | 84.14 | 81.71 | |
| Dofe w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 83.91 | 81.74 | |
| UniDDG w/o EMABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=false, Self-Attention (SA)=true2025.01 | 83.61 | 80.25 | |
| BigAug-2020Basic Data Augmentation (BDA)=true2025.01 | 83.47 | 77.73 | |
| CDDSA-2023Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 83.46 | 82.52 | |
| TriD-2023Basic Data Augmentation (BDA)=true2025.01 | 83.27 | 79.74 | |
| Mixup-2017Basic Data Augmentation (BDA)=true2025.01 | 80.44 | 74.02 | |
| Lower boundBasic Data Augmentation (BDA)=true2025.01 | 80.36 | 79.94 | |
| CDDSA w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 79.33 | 75.84 | |
| Manifold Mixup-2019Basic Data Augmentation (BDA)=true2025.01 | 76.87 | 70.43 | |
| Lower bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 76.55 | 74.06 |