Research Article

Ensemble Framework of Deep CNNs for Diabetic Retinopathy Detection

Table 3

Model 1 class-wise result of balanced and imbalanced dataset.

DatasetBalancedImbalanced
ClassRecallPrecisionSpecificityRecallPrecisionSpecificity

Class 00.9748110.6209580.7763130.9715950.8106140.288973
Class 10.5610470.6296220.8825270.020460.1176470.986468
Class 20.4302330.3945970.7981630.2982250.6043170.961583
Class 30.4728680.6482470.9091470.4571430.5614040.988553
Class 40.601240.8359380.9538460.4955750.7777780.996315
Accuracy60.8078.13