Table 5 Classification results for the presented model with Adam optimizer.
CNN | Class | Model performance (%) | ||||
|---|---|---|---|---|---|---|
Accuracy | Sensitivity | Specificity | Precision | AUC | ||
After pre-processing Split: (80:20) | Benign | 98.3 | 98.8 | 98.3 | 97.1 | 0.99 |
Malignant | 98.8 | 98.6 | 97.2 | 96.3 | 0.99 | |
Normal | 99.1 | 99.1 | 98.6 | 97.2 | 1.0 | |
Average | 98.7 | 98.8 | 98.03 | 96.86 | 0.99 | |
After pre-processing Split: (10 Folds) | Benign | 98.2 | 98.6 | 98.3 | 97.3 | 1.0 |
Malignant | 98.7 | 98.7 | 96.9 | 96.6 | 0.99 | |
Normal | 99.4 | 99.1 | 98.4 | 97.2 | 1.0 | |
Average | 98.7 | 98.8 | 97.86 | 97.03 | 0.996 | |
