SOTA Sleep Stage Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
SHHS (test)	SynthSleepNet + TCM	Accuracy89.89	54	3d ago
SleepEDF-20	Ours	F1 Score94.8	35	3d ago
SleepEDF 78	Ours	F1 (Overall)0.95	30	3d ago
Sleep-EDFX	NeuroNet-B+TCM	Accuracy (ACC)85.24	28	3d ago
SHHS	Our Pretrained Model	F1 Macro80	23	3d ago
ISRUC-Sleep		F1 (Wake)86.34	21	3d ago
Sleep-EDF SC 20	XSleepnet2	Macro F181.7	19	3d ago
Sleep-EDF		Accuracy94.4	16	3d ago
ANPHY-Sleep (test)	DeepSleep	Accuracy80	14	3d ago
SleepEDF	FGNO	Accuracy93.9	14	3d ago
ISRUC-Sleep from SHHS	NeuroNet-B+TCM	Accuracy83.95	12	3d ago
ISRUC-Sleep from Sleep-EDFX	NeuroNet-T+TCM	Accuracy66.93	12	3d ago
SHHS 5% labeled data 1.0 (test)	SynthSleepNet+TCM	Accuracy87.98	12	3d ago
SHHS 1% labeled data 1.0 (test)	SynthSleepNet+TCM	Accuracy85.01	12	3d ago
Sleep-EDF ST	Our Pretrained Model	MF183	11	3d ago
DOD-O (test)	SimpleSleepNet	Overall F1 Score88.3	9	3d ago
DOD-H (test)	SimpleSleepNet	F1 Score0.899	9	3d ago
ISRUC (same cohort)		Sensitivity (Wake)92.4	8	3d ago
ISRUC-S3	HSMGNN	Accuracy82.41	7	3d ago
Multiple PSG Datasets Average	NeuroNet-T+TCM	Accuracy73.75	6	3d ago
Sleep-EDFX from SHHS	NeuroNet-B+TCM	Accuracy85.12	6	3d ago
MASS (Montreal Archive of Sleep Studies) (SS3 only)	Deep CNN	Overall Accuracy83	5	3d ago
KISS (test)	MOMENT-Base	Accuracy69.8	4	3d ago
SHHS1 (test)	SleepMaMi	Accuracy81.9	4	3d ago
Sleep Stage Classification (Overall)		Precision93	4	3d ago

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