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

Table 3

Results of different positions of channel spatial attention mechanism on the CCDD testing (%).

	F1
	MResDNN-37	MCSA-ResDNN	CSA-MResNet
SA	86.1	86.9	87.3
SB	93.0	93.3	93.0
TWFL	79.6	79.7	80.5
ST	95.3	95.7	95.8
CRBBB	97.5	95.9	96.4
AF	95.7	95.6	96.9
APB	61.7	69.9	69.9
I-AVB	78.6	78.6	80.2
PVC	60.4	71.2	76.6
Average
Acc	96.8	97.0	97.1
Spe	98.6	98.6	98.7
Pre	89.7	89.8	90.6
Rec	84.0	85.4	85.9
F1	86.8	87.5	88.2