Constrained transformer network for ECG signal processing and arrhythmia classification

Table 3 Comparison of classification results of CNN_Transformer_LC and baselines on different Arrhythmia classifications

Methods	Normal	AF	I-AVF	LBBB	RBBB	PAC	PVC	STD	STE	F1
CNN	0.578	0.709	0.753	0.773	0.825	0.207	0.376	0.562	0.389	0.574
ResNet	0.578	0.787	0.833	0.757	0.847	0.324	0.407	0.610	0.260	0.601
Mutil_channelCNN	0.666	0.733	0.827	0.8	0.821	0.421	0.648	0.575	0.32	0.646
BiRNN	0.738	0.768	0.742	0.705	0.821	0.59	0.807	0.658	0.294	0.742
CNN_BiLSTM	0.723	0.826	0.851	0.829	0.893	0.600	0.818	0.692	0.529	0.751
CNN_Transformer_LC	0.817	0.858	0.878	0.800	0.872	0.618	0.830	0.711	0.686	0.786

ISSN: 1472-6947