Table 2.
The accuracy, sensitivity, specificity, and Dice score of three models in predicting the severity of DR on internal validation and external test datasets
| Model | DRForecastGAN model | CycleGAN model | Pix2Pix model | |
|---|---|---|---|---|
| Internal validation datasets | Accuracy | 0.82 (0.80, 0.85) | 0.76 (0.73, 0.79) | 0.68 (0.65, 0.71) |
| Sensitivity | 0.77 (0.75, 0.80) | 0.56 (0.53, 0.59) | 0.72 (0.69, 0.75) | |
| Specificity | 0.85 (0.82, 0.87) | 0.84 (0.81, 0.86) | 0.66 (0.64, 0.69) | |
| Dice | 0.52 | 0.35 | 0.40 | |
| External test datasets | Accuracy | 0.75 (0.72, 0.77) | 0.61 (0.58, 0.64) | 0.66 (0.63, 0.69) |
| Sensitivity | 0.85 (0.83, 0.87) | 0.77 (0.74, 0.79) | 0.58 (0.56, 0.61) | |
| Specificity | 0.71 (0.68, 0.73) | 0.55 (0.52, 0.58) | 0.69 (0.66, 0.71) | |
| Dice | 0.46 | 0.31 | 0.38 | |