Table 5.
Retinopathy | Reference | Task | Dataset | Metrics (%) | |||
---|---|---|---|---|---|---|---|
AUC | Accuracy | Sensitivity | Specificity | ||||
DR | [130] | 6 class classification | DDR | 82.84 | |||
[132] | 4 class classification | Messidor | 96.35 | 92.35 | 97.45 | ||
AMD | [111] | binary classification | AREDS | 94.9 | 88.0 | ||
[123] | binary classification | Optretina | 93.6 | 86.3 | |||
Glaucoma | [124] | binary classification | Private dataset | 98.6 | 95.6 | 92.0 | |
[126] | binary classification | Private dataset | 96.5 | ||||
[128] | binary classification | Private dataset | 94.5 | ||||
[133] | binary classification | Private dataset | 99.6 | 96.2 | 97.7 |