Table 3.

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

AF-NSR/T-NSR	Input	ResNet-18	Conv1D+ LSTM	Conv1D+ Transformer
Average F1	Heartbeat	0.8468	0.8499	0.8371
	12-Lead	0.8302	0.8078	0.7837
Average AUC	Heartbeat	0.9392	0.9419	0.9318
	12-Lead	0.9278	0.9124	0.8982
T-NSR F1	Heartbeat	0.9580	0.9596	0.9570
	12-Lead	0.9564	0.9499	0.9440
AF-NSR F1	Heartbeat	0.7357	0.7402	0.7171
	12-Lead	0.7039	0.6656	0.6234
T-NSR Precision	Heartbeat	0.9276	0.9367	0.9408
	12-Lead	0.9302	0.9131	0.9070
AF-NSR Precision	Heartbeat	0.7981	0.8108	0.8232
	12-Lead	0.7947	0.7343	0.6618
T-NSR Recall	Heartbeat	0.9904	0.9837	0.9738
	12-Lead	0.9841	0.9898	0.9841
AF-NSR Recall	Heartbeat	0.6823	0.6809	0.6352
	12-Lead	0.6318	0.6087	0.5892
T-NSR NPV	Heartbeat	0.9105	0.8693	0.8124
	12-Lead	0.8639	0.8875	0.8230
AF-NSR NPV	Heartbeat	0.9458	0.9457	0.9382
	12-Lead	0.9378	0.9336	0.9295