Table 6.

Validation dataset performance evaluation for CIA-NSR and T-NSR.

CIA-NSR/T-NSR	Input	ResNet-18	Conv1D+ LSTM	Conv1D+ Transformer
Average F1	Heartbeat	0.8320	0.8268	0.817
	12-Lead	0.8259	0.8064	0.7984
Average AUC	Heartbeat	0.9196	0.9105	0.9108
	12-Lead	0.9144	0.8847	0.8842
T-NSR F1	Heartbeat	0.9223	0.9202	0.9136
	12-Lead	0.9188	0.9117	0.9068
CIA-NSR F1	Heartbeat	0.7417	0.7334	0.7204
	12-Lead	0.7330	0.7011	0.6900
T-NSR Precision	Heartbeat	0.8827	0.8827	0.8845
	12-Lead	0.8742	0.8631	0.8616
CIA-NSR Precision	Heartbeat	0.7676	0.7572	0.7634
	12-Lead	0.7574	0.6938	0.6771
T-NSR Recall	Heartbeat	0.9656	0.9610	0.9447
	12-Lead	0.9682	0.9662	0.9571
CIA-NSR Recall	Heartbeat	0.7175	0.7110	0.6820
	12-Lead	0.7101	0.7085	0.7033
T-NSR NPV	Heartbeat	0.8566	0.8410	0.8024
	12-Lead	0.8674	0.8424	0.8078
CIA-NSR NPV	Heartbeat	0.9076	0.9054	0.9014
	12-Lead	0.9028	0.9019	0.8996