Table 5.

The performance of Xception with ReLU and Mish combined with other optimizers.

Activation Function and Optimizer Methods	Accuracy %	Precision %	Recall %	F1 Measure %	Training Time
Nadam and ReLU	98.07	98.08	98.05	98.07	124 min 45 s
Nadam and Mish	99.28	99.29	99.28	99.28	125 min 29 s
RMSprop and ReLU	96.50	96.50	96.49	96.49	122 min 43 s
RMSprop and Mish	97.07	97.07	97.06	97.07	123 min 53 s
SGD and ReLU	93.50	93.49	93.50	93.49	121 min 15 s
SGD and Mish	95	95	94.99	94.99	122 min 03 s