Table 9 Diagnostic performance comparison between proposed method and ophthalmologist. Accuracy, sensitivity, specificity, and AUC score obtained from the holdout test set. Values in parentheses represent improvements in performance between the proposed method and ophthalmologist diagnoses. The mean and standard deviation are obtained from the holdout test.
Method | Accuracy (%) | Sensitivity (%) | Specificity (%) | AUC (%) |
---|---|---|---|---|
Humans | 53.1±15 | 52.8±14.1 | 53.7±18.8 | 53.2±21.0 |
Proposed | 64.8±4.3\(^*\) (+ 11.7) | 54.4±5.0\(^*\) (+ 1.6) | 83.7±6.3\(^*\) (+ 30.0) | 72.0±4.8\(^*\) (+ 18.8) |