Sleep Stage Classification

Benchmarks

Dataset Name	SOTA Method	Metric
SHHS (test)	SynthSleepNet + TCM	Accuracy89.89	54	3mo ago
SHHS	CONFSLEEPNET	F1 Weighted93.4	36	15d ago
Sleep-EDFX	NeuroNet-B+TCM	Accuracy (ACC)85.24	36	21d ago
SleepEDF-20	Ours	F1 Score94.8	35	15d ago
SleepEDF 78	CONFSLEEPNET	Accuracy (ACC)0.853	34	15d ago
Sleep-EDF		Accuracy94.4	27	1mo ago
Sleep-EDF to SHHS-1 cross-dataset	STDA-Net	Macro F1 Score91.59	22	23d ago
SHHS-2 SHHS-1 (test)	STDA-Net	Accuracy92.79	22	23d ago
SHHS Sleep-EDF 2 (test)	STDA-Net	Accuracy93.29	22	23d ago
ISRUC-Sleep		F1 (Wake)86.34	21	3mo ago
Sleep-EDF SC 20	XSleepnet2	Macro F181.7	19	3mo ago
ISRUC-S3 multivariate	MSA-CNN (small)	Accuracy79.8	18	1mo ago
Sleep-EDFX from SHHS	NeuroNet-B+TCM	Macro F179.98	17	23d ago
Sleep-EDF-20 (test)	MSA-CNN (large)	Accuracy84.4	16	2mo ago
ISRUC S3 (test)	MSA-CNN (small)	Accuracy79.8	16	2mo ago
SHHS1 (test)		Accuracy88.32	15	23d ago
ANPHY-Sleep (test)	DeepSleep	Accuracy80	14	3mo ago
SleepEDF	FGNO	Accuracy93.9	14	3mo ago
ISRUC	CBraMod-MTDP 25%	Balanced Accuracy79.41	13	2mo ago
PhysioNet	MTEEG-DC	Balanced Accuracy51.25	12	1mo ago
ISRUC-Sleep from SHHS	NeuroNet-B+TCM	Accuracy83.95	12	3mo ago
ISRUC-Sleep from Sleep-EDFX	NeuroNet-T+TCM	Accuracy66.93	12	3mo ago
SHHS 5% labeled data 1.0 (test)	SynthSleepNet+TCM	Accuracy87.98	12	3mo ago
SHHS 1% labeled data 1.0 (test)	SynthSleepNet+TCM	Accuracy85.01	12	3mo ago
SHHS-2 to SHHS-1 (cross-dataset)	STDA-Net	Macro F1 Score92.6	11	23d ago

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