Table 8.
Comparison of different fusion strategies on external test datasets.
| External dataset | FN-F1-OCT | FN-Weight-OCT | FN-Auto-OCT | ||||
|---|---|---|---|---|---|---|---|
| Complete model | Limited model | Complete model | Limited model | Complete model | Limited model | ||
| ACC | CNV | 0.7833 | 0.9167 | 0.8167 | 0.9167 | 0.8167 | 0.95 |
| DME | 0.785 | 0.7663 | 0.757 | 0.7477 | 0.7851 | 0.9065 | |
| Drusen | 0.5185 | 0.5556 | 0.4445 | 0.2593 | 0.4074 | 0.7407 | |
| Normal | 0.7349 | 1 | 0.6747 | 0.9639 | 0.9639 | 0.9639 | |
| Weighted avg | 0.74 | 0.85 | 0.71 | 0.8 | 0.81 | 0.92 | |
| Recall | CNV | 0.7833 | 0.9167 | 0.8167 | 0.9167 | 0.8167 | 0.95 |
| DME | 0.785 | 0.7663 | 0.757 | 0.7477 | 0.7851 | 0.9065 | |
| Drusen | 0.5185 | 0.5556 | 0.4445 | 0.2593 | 0.4074 | 0.7407 | |
| Normal | 0.7349 | 1 | 0.6747 | 0.9639 | 0.9639 | 0.9639 | |
| Weighted avg | 0.74 | 0.85 | 0.71 | 0.8 | 0.81 | 0.92 | |
| F1 | CNV | 0.7768 | 0.8397 | 0.7968 | 0.7746 | 0.7778 | 0.9120 |
| DME | 0.7636 | 0.8677 | 0.7232 | 0.8377 | 0.8442 | 0.9327 | |
| Drusen | 0.5714 | 0.6250 | 0.5455 | 0.3415 | 0.4889 | 0.7145 | |
| Normal | 0.7439 | 0.8925 | 0.6871 | 0.8889 | 0.8695 | 0.9697 | |
| Weighted avg | 0.74 | 0.85 | 0.71 | 0.79 | 0.8 | 0.92 | |
| AUC | CNV | 0.859 | 0.921 | 0.876 | 0.896 | 0.869 | 0.957 |
| DME | 0.807 | 0.883 | 0.773 | 0.862 | 0.869 | 0.942 | |
| Drusen | 0.743 | 0.766 | 0.712 | 0.616 | 0.69 | 0.852 | |
| Normal | 0.816 | 0.948 | 0.775 | 0.938 | 0.928 | 0.977 | |
| Weighted avg | 0.829 | 0.899 | 0.81 | 0.868 | 0.872 | 0.945 | |