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

Table 4.

The performance of Inception-V3 with ReLU and Mish combined with other optimizers.

Activation Function and Optimizer Methods Accuracy % Precision % Recall % F1 Measure % Training Time
Nadam and ReLU 93.50 93.50 93.50 93.49 66 min 38 s
Nadam and Mish 95.21 95.21 95.21 95.20 67 min 12 s
Rmsprop and ReLU 90.21 9021 9021 90.20 65 min 30 s
Rmsprop and Mish 92.86 92.86 92.86 92.85 66 min 23 s
SGD and ReLU 87.29 87.28 87.31 87.28 64 min 17 s
SGD and Mish 89.14 89.14 8914 89.13 65 min 03 s