Automatic Detection of Atrial Fibrillation from ECG Signal Using Hybrid Deep Learning Techniques

Table 3

Performance of hybrid model (ResNet and bidirectional LSTM) using five-fold cross-validation.

Validation number	Epochs	Accuracy (%)	F1 score (%)
1	5	59.14	71.73
	10	66.79
	15	72.33
	20	79.26
2	5	62.44	77.97
	10	69.36
	15	73.57
	20	80.02
3	5	61.47	79.85
	10	70.61
	15	76.27
	20	81.11
4	5	64.56	84.93
	10	71.24
	15	78.69
	20	82.33
5	5	61.29	85.94
	10	69.55
	15	76.34
	20	82.87
Overall F1 score (%)	80.08