Table 4.

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

CIA-NSR/T-NSR	Input	ResNet-18	Conv1D+ LSTM	Conv1D+ Transformer
Average F1	Heartbeat	0.8361	0.8365	0.8392
	12-Lead	0.8317	0.8049	0.7903
Average AUC	Heartbeat	0.9272	0.9222	0.9248
	12-Lead	0.9184	0.8909	0.8789
T-NSR F1	Heartbeat	0.9149	0.9131	0.9161
	12-Lead	0.9130	0.8975	0.8904
CIA-NSR F1	Heartbeat	0.7570	0.7601	0.7623
	12-Lead	0.7505	0.7122	0.6902
T-NSR Precision	Heartbeat	0.8675	0.8753	0.8719
	12-Lead	0.8604	0.8425	0.8407
CIA-NSR Precision	Heartbeat	0.8056	0.7731	0.8070
	12-Lead	0.7941	0.6990	0.6682
T-NSR Recall	Heartbeat	0.9678	0.9539	0.9669
	12-Lead	0.9725	0.9602	0.9464
CIA-NSR Recall	Heartbeat	0.7137	0.7475	0.7324
	12-Lead	0.7114	0.7259	0.7137
T-NSR NPV	Heartbeat	0.8827	0.8468	0.8026
	12-Lead	0.8943	0.8414	0.7975
CIA-NSR NPV	Heartbeat	0.8930	0.9027	0.8927
	12-Lead	0.8917	0.8914	0.8852