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. 2022 Oct 8;12:16925. doi: 10.1038/s41598-022-21408-9

Table 1.

Performance metrics of ResNet50 and ResNet50v2 with the SAM and SGD optimizers in contact analysis.

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.