Table 1.
CNN | Optimizer | Accuracy | Precision | Recall | F1 score | AUC |
---|---|---|---|---|---|---|
SD | SD | SD | SD | SD | ||
95%CI | 95% CI | 95% CI | 95% CI | 95% CI | ||
ResNet50 | SAM | 0.855 | 0.810 | 0.785 | 0.794 | 0.883 |
0.005 | 0.009 | 0.009 | 0.008 | 0.007 | ||
0.853–0.857 | 0.807–0.813 | 0.782–0.789 | 0.791–0.797 | 0.880–0.885 | ||
ResNet50 | SGD | 0.850 | 0.804 | 0.781 | 0.789 | 0.875 |
0.009 | 0.010 | 0.010 | 0.009 | 0.008 | ||
0.847–0.853 | 0.800–0.807 | 0.785–0.778 | 0.786–0.793 | 0.872–0.878 | ||
ResNet50v2 | SAM | 0.860 | 0.816 | 0.791 | 0.800 | 0.890 |
0.005 | 0.008 | 0.009 | 0.008 | 0.007 | ||
0.858–0.861 | 0.813–0.819 | 0.788–0.794 | 0.798–0.803 | 0.888–0.893 | ||
ResNet50v2 | SGD | 0.853 | 0.809 | 0.782 | 0.792 | 0.884 |
0.005 | 0.008 | 0.009 | 0.007 | 0.006 | ||
0.851–0.855 | 0.806–0.812 | 0.779–0.785 | 0.790–0.795 | 0.882–0.886 |
SD, standard deviation; 95% CI, 95% confidence interval; AUC, area under the receiver operating characteristics curve.