Table 3 Ablation experiments on the Randomized Multi-scale Image Reconstruction (RMIR), Histogram Equalization Sampling (HES) and Guided Learning Loss (GLL).
RMIR | HES | GLL | Accuracy(%) | AUC | Recall/Precision (%) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
No_DR | Mild | Moderate | Severe | |||||||||
| Â | Â | Â | 92.71 | 0.9687 | 97.65 | 95.45 | 85.99 | 89.73 | 86.73 | 89.07 | 93.30 | 92.09 |
\(\surd\) | Â | Â | 93.22 | 0.9801 | 99.37 | 91.97 | 85.99 | 99.84 | 81.47 | 92.40 | 97.24 | 91.25 |
\(\surd\) | \(\surd\) | Â | 93.97 | 0.9850 | 97.65 | 92.34 | 88.77 | 95.38 | 85.41 | 95.45 | 98.55 | 94.82 |
\(\surd\) | \(\surd\) | \(\surd\) | 94.47 | 0.9907 | 97.65 | 96.54 | 92.93 | 91.66 | 84.10 | 93.98 | 98.55 | 92.48 |
