Sleep Stage Classification

Benchmarks

Dataset Name	SOTA Method	Metric
SHHS (test)	SynthSleepNet + TCM	Accuracy89.89	54	1mo ago
SleepEDF-20	Ours	F1 Score94.8	35	1mo ago
SleepEDF 78	Ours	F1 (Overall)0.95	30	24d ago
Sleep-EDFX	NeuroNet-B+TCM	Accuracy (ACC)85.24	28	1mo ago
Sleep-EDF		Accuracy94.4	27	12d ago
SHHS	Our Pretrained Model	F1 Macro80	23	1mo ago
ISRUC-Sleep		F1 (Wake)86.34	21	1mo ago
Sleep-EDF SC 20	XSleepnet2	Macro F181.7	19	1mo ago
ISRUC-S3 multivariate	MSA-CNN (small)	Accuracy79.8	18	12d ago
Sleep-EDF-20 (test)	MSA-CNN (large)	Accuracy84.4	16	24d ago
ISRUC S3 (test)	MSA-CNN (small)	Accuracy79.8	16	24d ago
ANPHY-Sleep (test)	DeepSleep	Accuracy80	14	1mo ago
SleepEDF	FGNO	Accuracy93.9	14	1mo ago
ISRUC	CBraMod-MTDP 25%	Balanced Accuracy79.41	13	1mo ago
ISRUC-Sleep from SHHS	NeuroNet-B+TCM	Accuracy83.95	12	1mo ago
ISRUC-Sleep from Sleep-EDFX	NeuroNet-T+TCM	Accuracy66.93	12	1mo ago
SHHS 5% labeled data 1.0 (test)	SynthSleepNet+TCM	Accuracy87.98	12	1mo ago
SHHS 1% labeled data 1.0 (test)	SynthSleepNet+TCM	Accuracy85.01	12	1mo ago
Sleep-EDF ST	Our Pretrained Model	MF183	11	1mo ago
CFS		Macro F182	10	1mo ago
ABC	Our Pretrained Model	Macro F181	10	1mo ago
Sleep-EDF Multivariate Mode		Parameters1,552	9	24d ago
ISRUC-S3 Multivariate Mode		Parameters2,740	9	24d ago
DOD-O (test)	SimpleSleepNet	Overall F1 Score88.3	9	1mo ago
DOD-H (test)	SimpleSleepNet	F1 Score0.899	9	1mo ago

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