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. 2021 Aug 29;21(17):5813. doi: 10.3390/s21175813

Table 7.

Comparison of classification performance of DenseNet-121 and MobileNet among different optimizers.

Models Optimizers Pre % Recall % Spe. % F1-Score Acc. %
DenseNet-121 SGD 86.09 92.99 84.97 0.89 88.98
Adadelta 95.52 88.47 89.27 0.91 93.16
Adam 91.47 94.93 96.7 0.93 93.50
RMSprop 93.45 100 92.9 0.97 96.49
MobileNet SGD 98.51 91.98 98.61 0.95 95.29
Adadelta 96.98 71.15 97.78 0.82 84.47
Adam 92.38 97.23 91.98 0.95 94.07
RMSprop 93.45 100 92.9 0.97 96.48