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. 2020 Sep 24;10(10):744. doi: 10.3390/diagnostics10100744

Table 6.

The effectiveness of AlexNet with ReLU and Mish combined with other optimizers.

Activation Function and Optimizer Methods Accuracy % Precision % Recall % F1 Measure % Training Time
Nadam and ReLU 81.64 81.85 81.71 81.63 15 min 04 s
Nadam and Mish 82.71 82.92 82.78 82.70 15 min 15 s
RMSprop and ReLU 79.71 79.88 79.77 79.70 14 min 44 s
RMSprop and Mish 80.92 81.14 80.99 80.91 14 min 51 s
SGD and ReLU 76.07 76.07 76.05 76.05 14 min 24 s
SGD and Mish 77.42 77.43 77.43 77.42 14 min 28 s