Atrial Fibrillation Detection with Low Signal-to-Noise Ratio Data Using Artificial Features and Abstract Features

Table 3

Architecture parameters of the 1-D CNN.

No.	Layer	Kernel size	Kernel number	Stride	Output size
0	Input	—	—	—	1 × 3000
1	Convolution-1	5	4	1	4 × 2996
2	Pooling	—	—	2	4 × 1498
3	Convolution-2	5	8	1	8 × 1494
4	Pooling	—	—	2	8 × 747
5	Convolution-3	7	16	1	16 × 741
6	Pooling	—	—	2	16 × 370
7	Convolution-4	7	16	1	16 × 364
8	Pooling	—	—	2	16 × 182
9	Convolution-5	9	32	1	32 × 174
10	Pooling	—	—	2	32 × 87
11	Convolution-6	11	32	1	32 × 77
12	Pooling	—	—	2	32 × 38
13	FC	—	—	—	1 × 38