Table 6.
Comparison of our proposed approach with the previous state-of-the-art
Study/model | Classification | Accuracy | Specificity | Sensitivity | Precision | F-Measure |
---|---|---|---|---|---|---|
Fillipe [23] | Binary | – | 0.7300 | – | – | 0.8100 |
Khandakar [25] | Binary | 0.9671 | 0.9458 | 0.9671 | 0.9670 | 0.9670 |
Cruz-Vega [19] | Multi-level | 0.9453 | 0.9375 | 0.9534 | 0.9401 | 0.9457 |
AlexNet | Multi-class | 0.9208 | 0.9532 | 0.8440 | 0.8598 | 0.8576 |
Proposed CNN | Multi-class | 0.9827 | 0.9892 | 0.9684 | 0.9626 | 0.9621 |