Table 3. Performance analysis of the baseline models and the proposed model executed on the BreakHis and WBC datasets.
| Dataset | Model | Precision | Recall | Accuracy | F1-Score | MCC |
|---|---|---|---|---|---|---|
| BreakHis | DenseNet | 0.98 | 0.98 | 0.97 | 0.98 | 0.97 |
| VGG16 | 0.95 | 0.94 | 0.95 | 0.95 | 0.95 | |
| MobileNet | 0.94 | 0.93 | 0.94 | 0.94 | 0.94 | |
| ResNet-50 | 0.96 | 0.97 | 0.96 | 0.96 | 0.97 | |
| CNN | 0.96 | 0.96 | 0.96 | 0.96 | 0.97 | |
| Proposed model | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | |
| WBC | DenseNet | 0.97 | 0.97 | 0.97 | 0.98 | 0.98 |
| VGG16 | 0.96 | 0.97 | 0.96 | 0.96 | 0.96 | |
| MobileNet | 0.94 | 0.93 | 0.94 | 0.93 | 0.94 | |
| ResNet-50 | 0.96 | 0.97 | 0.96 | 0.96 | 0.95 | |
| CNN | 0.95 | 0.96 | 0.95 | 0.94 | 0.94 | |
| Proposed model | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |