Table 3.

Results for of applying the proposed Hybrid model for GAF and DenseNet169 on MHEALTH dataset using Adam optimizer.

#	ImgSize	DenseLayer	Batchsize	Accuracy	F1	MCC
1	300	380	35	96.58	96.58	–
2	300	375	35	97.2	97.2	–
3	300	350	35	97.36	97.36	–
4	300	355	35	97.83	97.83	97.64
5	300	250	32	96.43	96.43	96.12
6	300	512	32	91.77	91.77	91.24
7	300	360	32	96.27	96.27	–
8	128	256	32	92.55	92.55	91.91
9	128	350	32	94.41	94.41	93.98
10	128	512	32	90.37	90.37	89.66
11	256	256	32	86.18	86.18	85.21
12	256	300	32	93.32	93.32	92.78
13	256	512	32	90.22	90.22	89.46