Table 10.

Comparison of the effectiveness and time consumption for classification models using Nadam and Mish.

CNN model, Activation Function and Optimizer Methods	Accuracy %	Precision %	Recall %	F1 Measure %	Training Time
Xception	99.28	99.29	99.28	99.28	125 min 29 s
Inception-V3	95.21	95.21	95.21	95.20	67 min 12 s
ResNet-50	93.07	93.13	93.10	93.07	49 min 52 s
NasNetMobile	91	91.01	90.98	90.99	72 min 12 s
VGG-16	85	84.99	85	84.99	51 min 12 s
AlexNet	82.71	82.92	82.78	82.70	15 min 15 s