Optic Cup and Disc Segmentation on Fundus image dataset Average
88.95Dice (All)BCMDA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BCMDA#L=202026.03 | 88.95 | — | — | 81.03 | 7.21 | 3.45 | — | |
| Upper bound#L=*2026.03 | 88.45 | — | — | 80.32 | 7.42 | 3.73 | 0.01 | |
| SymGD#L=202026.03 | 87.2 | — | — | 78.46 | 8.09 | 3.92 | 0.01 | |
| Upper boundBasic Data Augmentation (BDA)=true2025.01 | 86.75 | 86.06 | 87.45 | — | — | — | — | |
| Upper bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 86.68 | 85.94 | 87.42 | — | — | — | — | |
| SDCL#L=202026.03 | 85.58 | — | — | 76.73 | 9.58 | 5.1 | 0.01 | |
| UniDDG (Ours)Basic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=true2025.01 | 84.43 | 84.93 | 83.94 | — | — | — | — | |
| DFQ-2024Basic Data Augmentation (BDA)=true2025.01 | 84.36 | 85.15 | 83.57 | — | — | — | — | |
| BCP#L=202026.03 | 84.04 | — | — | 74.78 | 10.52 | 5.4 | 0.01 | |
| Dofe-2020Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 83.91 | 84.62 | 83.2 | — | — | — | — | |
| UniDDG w/o SABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=true, Self-Attention (SA)=false2025.01 | 83.55 | 84.39 | 82.7 | — | — | — | — | |
| FixMatch#L=202026.03 | 83.44 | — | — | 73.76 | 11.35 | 5.61 | 0.01 | |
| Dofe w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 83.26 | 82.91 | 83.6 | — | — | — | — | |
| CDDSA-2023Basic Data Augmentation (BDA)=true, Domain Labeling=correct2025.01 | 82.84 | 83.56 | 82.13 | — | — | — | — | |
| Cutmix-2019Basic Data Augmentation (BDA)=true2025.01 | 82.73 | 83.07 | 82.39 | — | — | — | — | |
| TriD-2023Basic Data Augmentation (BDA)=true2025.01 | 82.3 | 83.14 | 81.46 | — | — | — | — | |
| ABD#L=202026.03 | 82.29 | — | — | 72.55 | 12.27 | 6.76 | 0.01 | |
| BigAug-2020Basic Data Augmentation (BDA)=true2025.01 | 82.2 | 83.23 | 81.17 | — | — | — | — | |
| UniDDG w/o EMABasic Data Augmentation (BDA)=true, Exponential Moving Average (EMA)=false, Self-Attention (SA)=true2025.01 | 82.1 | 82.9 | 81.3 | — | — | — | — | |
| Lower boundBasic Data Augmentation (BDA)=true2025.01 | 80.81 | 81.28 | 80.34 | — | — | — | — | |
| CDDSA w/ wrong domain labelBasic Data Augmentation (BDA)=true, Domain Labeling=wrong2025.01 | 80.8 | 81.38 | 80.23 | — | — | — | — | |
| Manifold Mixup-2019Basic Data Augmentation (BDA)=true2025.01 | 79.47 | 80.41 | 78.53 | — | — | — | — | |
| Mixup-2017Basic Data Augmentation (BDA)=true2025.01 | 79.07 | 80.48 | 77.67 | — | — | — | — | |
| UDA-VAE++#L=202026.03 | 74.56 | — | — | 62.31 | 17.42 | 9.62 | 0.01 | |
| Lower bound w/o BDABasic Data Augmentation (BDA)=false2025.01 | 74.43 | 75.86 | 73 | — | — | — | — | |
| SIFA#L=202026.03 | 70.99 | — | — | 58.48 | 18.59 | 11.76 | 0.01 | |
| SS-Net#L=202026.03 | 64.94 | — | — | 55.36 | 40.56 | 23.62 | 0.01 | |
| CauSSL#L=202026.03 | 64.17 | — | — | 54.15 | 36.44 | 21.85 | 0.01 | |
| UA-MT#L=202026.03 | 61.82 | — | — | 52.31 | 42.47 | 25.79 | 0.01 | |
| U-Net#L=202026.03 | 60.8 | — | — | 51.99 | 47.62 | 29.28 | 0.01 |