Table 2.

Configuration summary of the proposed model.

Layer Type	Filter Size@ Kernel Size	Activation Function	Output Shape	Number of Parameters
Input 1D	1 × 300
Conv 1D_1	128 @ 1 × 3	ReLu	1 × 149	512
BatchNorm 1D_1			1 × 149	256
Max pool 1D_1	1 × 2		1 × 148
Conv 1D_2	128 @ 1 × 3	ReLu	1 × 73	49,280
BatchNorm 1D_2			1 × 73	256
Max pool 1D_2	1 × 2		1 × 72
Conv 1D_3	128 @ 1 × 3	ReLu	1 × 35
BatchNorm 1D_3			1 × 35	49,280
Max pool 1D_3	1 × 2		1 × 34	256
Input 2D	123 × 300
Conv 2D_1	128 @ 3 × 3	ReLu	61 × 149
BatchNorm 2D_1			61 × 149	1280
Max pool 2D_1	2 × 2		60 × 148	256
Conv 2D_2	128 @ 3 × 3	ReLu	29 × 73
BatchNorm 2D_2			29 × 73	147,584
Max pool 2D_2	2 × 2		28 × 72	256
Conv 2D_3	128 @ 3 × 3	ReLu	13 × 35
BatchNorm 2D_3			13 × 35	147,584
Max pool 2D_3	2 × 2		12 × 34	256
1D FC_1		ReLu	4352	43,530
2D FC_2		ReLu	52,224	522,250
FC_3			10
Output			2	42