Table 3.
Performance comparison with different pre-trained CNN models.
| Model |
PRE (%) |
SEN (%) |
SPE (%) |
F1-score |
ACC (%) |
AUC |
PRE (%) |
SEN (%) |
SPE (%) |
F1-score |
ACC (%) |
AUC |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CXI databse | CCTI database | |||||||||||
| ResNet-50 | 100 | 100 | 100 | 1 | 100 | 1 | 98.40 | 97.60 | 98.36 | 0.98 | 97.6 | 0.98 |
| AlexNet | 100 | 100 | 100 | 1 | 100 | 1 | 92.8 | 97.48 | 93.02 | 0.95 | 95.2 | 0.97 |
| Inception-ResNet-v2 | 89.58 | 89.58 | 94.79 | 0.89 | 93.06 | 0.97 | 84.17 | 85.59 | 84.17 | 0.84 | 84.87 | 0.88 |
| NASNet | 93.62 | 81.48 | 96.63 | 0.87 | 90.91 | 0.98 | 84 | 85.37 | 84 | 0.84 | 84.68 | 0.87 |
| EfficientNet | 79.17 | 82.61 | 89.80 | 0.80 | 87.50 | 0.94 | 81.60 | 83.61 | 82.17 | 0.82 | 82.87 | 0.87 |