Table 2.
Comparison of proposed AdaBoost-SNMV-CNN with different models. We can observe that the proposed method has better performance compared to other methods on the LIDC-IDRI dataset.
| Dataset | Models | Accuracy | Sensitivity | Specificity |
|---|---|---|---|---|
| LIDC-IDRI | Two-stage CNN | 0.844 | 0.835 | 0.915 |
| Multicrop | 0.8714 | 0.77 | 0.93 | |
| MVKBC | 0.916 | 0.865 | 0.940 | |
| Zhao et al. | 0.823 | — | — | |
| Lyu et al. | 0.921 | 0.921 | 0.915 | |
| AdaBoost-SNMV-CNN | 0.929 | 0.930 | 0.921 |