Optic Cup and Disc Segmentation on Fundus image dataset Center 2 (Dice Metric)
83.04Dice Coefficient (Optic Cup)DFQ-2024
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DFQ-2024Basic Data Augmentation (BDA)=true2025.01 | 83.04 | 78.32 | |
| Dofe-2020Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 81 | 81.1 | |
| Upper bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 80.73 | 84.56 | |
| TriD-2023Basic Data Augmentation (BDA)=true2025.01 | 80.44 | 77.81 | |
| Upper boundBasic Data Augmentation (BDA)=true2025.01 | 80.23 | 83.55 | |
| UniDDG (Ours)Basic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=true2025.01 | 80.07 | 76.93 | |
| UniDDG w/o SABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=false2025.01 | 79.62 | 76.47 | |
| Dofe w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 78.99 | 78.96 | |
| CDDSA-2023Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 78.74 | 74.44 | |
| BigAug-2020Basic Data Augmentation (BDA)=true2025.01 | 78.73 | 77.02 | |
| Manifold Mixup-2019Basic Data Augmentation (BDA)=true2025.01 | 78.67 | 75.31 | |
| UniDDG w/o EMABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=false, Self-Attention (SA)=true2025.01 | 78.48 | 75.7 | |
| Cutmix-2019Basic Data Augmentation (BDA)=true2025.01 | 76.94 | 77.36 | |
| CDDSA w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 76.27 | 73.28 | |
| Lower boundBasic Data Augmentation (BDA)=true2025.01 | 74.68 | 71.41 | |
| Mixup-2017Basic Data Augmentation (BDA)=true2025.01 | 71.9 | 70.95 | |
| Lower bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 67.91 | 64.35 |