Multiscale Residual Network Based on Channel Spatial Attention Mechanism for Multilabel ECG Classification

Table 2

Results of different convolution kernel size models on the CCDD testing (%).

	F1
	MResDNN-37	MResDNN-57	MResDNN-77	MResDNN-79	MResDNN-711	MResDNN-357
SA	86.1	84.9	85.7	85.0	85.6	85.9
SB	93.0	93.2	92.9	93.0	93.2	93.0
TWFL	79.6	79.6	78.8	79.5	78.5	78.2
ST	95.3	95.6	95.6	95.2	95.8	95.5
CRBBB	97.5	95.1	96.6	96.2	95.6	93.8
AF	95.7	96.0	96.0	95.8	94.6	95.9
APB	61.7	60.7	58.3	58.9	59.0	58.4
I-AVB	78.6	78.4	79.1	79.2	76.6	77.6
PVC	60.4	66.6	72.8	75.3	59.0	67.3
Average
Acc	96.8	96.7	96.8	96.7	96.7	96.7
Spe	98.6	98.5	98.6	98.5	97.6	98.5
Pre	89.7	88.8	90.3	88.6	83.1	88.9
Rec	84.0	84.2	83.5	84.6	89.4	83.6
F1	86.8	86.5	86.7	86.5	86.1	86.2