Table 5.

Analysis of results with different optimizers for the proposed quad channel hybrid model.

Optimizer	Dataset	Accuracy (%)	Precision (%)	Recall (%)	F1-score (%)
Adam	Hallmarks	72.98	69.65	71.61	70.61
	AIM	95.12	87.17	85.99	86.57
SGD	Hallmarks	71.72	63.58	61.84	62.69
	AIM	82.35	78.98	77.21	78.08
Nadam	Hallmarks	71.43	65.98	63.28	64.60
	AIM	86.76	72.98	72.31	72.64
AdaGrad	Hallmarks	70.61	61.56	60.81	61.18
	AIM	94.41	85.13	85.26	85.19