Table 13.

Summary of the best achieved Top-1 combinations in all experiments.

Experiment	Model	Parameters optimizer	Batch size	Dropout ratio	TL learn ratio	WSM
1	VGG16	SGD	32	0.58	80%	99.02%
2	VGG19	SGD	32	0.56	80%	99.31%
3	ResNet50	SGD	32	0.6	100%	97.64%
4	ResNet101	SGD	64	0.6	100%	96.63%
5	DenseNet121	RMSProp	32	0.41	75%	87.96%
6	DenseNet169	AdaMax	32	0.36	50%	88.54%
7	MobileNet	SGD	64	0.6	100%	97.44%
8	MobileNetV2	AdaDelta	32	0.28	0%	63.19%
9	Xception	AdaMax	64	0.6	100%	97.29%