Table 5 Performance comparison of different methods on four target domains (Accuracy, Precision, Recall, F1-Score, and AUC).

Method	Target domain: MIT-BIH Sup arrhythmia					Target domain: MIT-BIH arrhythmia					Target domain: INCART					Target domain: SCD-Holter
Method	Acc	Precision	Recall	F1-Score	AUC	Acc	Precision	Recall	F1-Score	AUC	Acc	Precision	Recall	F1-Score	AUC	Acc	Precision	Recall	F1-Score	AUC
Transformer	0.427	0.547	0.512	0.529	0.552	0.684	0.809	0.714	0.759	0.742	0.810	0.896	0.829	0.861	0.902	0.530	0.671	0.563	0.612	0.573
+DFEM	0.456	0.559	0.528	0.543	0.586	0.712	0.819	0.731	0.774	0.777	0.842	0.902	0.851	0.876	0.911	0.562	0.683	0.586	0.634	0.618
+IACM	0.473	0.563	0.541	0.552	0.603	0.734	0.826	0.748	0.785	0.799	0.861	0.911	0.863	0.887	0.919	0.586	0.689	0.602	0.645	0.638
Ours	0.511	0.570	0.560	0.565	0.628	0.768	0.832	0.762	0.795	0.819	0.894	0.919	0.877	0.898	0.928	0.614	0.694	0.611	0.651	0.647

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