Table 8.

The effectiveness of ResNet-50 with ReLU and Mish combined with other optimizers.

Activation Function and Optimizer Methods	Accuracy %	Precision %	Recall %	F1 Measure %	Training Time
Nadam and ReLU	92.50	92.59	92.54	92.49	49 min 36 s
Nadam and Mish	93.07	93.13	93.10	93.07	49 min 52 s
RMSprop and ReLU	89.71	89.90	89.77	89.70	48 min 58 s
RMSprop and Mish	91.21	91.36	91.26	91.21	49 min 12 s
SGD and ReLU	86.71	86.96	86.78	86.70	48 min 34 s
SGD and Mish	88.14	88.33	88.20	88.13	48 min 47 s