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Sleep Stage Classification on SHHS

80F1 Macro

Our Pretrained Model

Updated 4d ago

Evaluation Results

Method	Links
Our Pretrained Model 2026.02		80	-	-	-	-	-	-
Perslev et al. 2026.02		80	-	-	-	-	-	-
NeuroNet-B 2024.04		74.44	88.27	30.76	86.2	87.56	79.41	84.13
ContraWR 2024.04		71.76	85.78	25.51	84.2	85.79	77.53	81.65
SimMIM 2024.04		70.16	84.94	22.38	83.14	85.11	75.25	80.45
MAE 2024.04		69.67	85.28	18.38	83.95	84.9	75.86	81.08
mulEEG 2024.04		69.62	83.67	21.41	83.06	85.82	74.16	79.94
Barlow Twins 2024.04		69.57	84.36	23.84	81.69	83.82	74.13	79.27
SimSiam 2024.04		68.81	84.77	21.06	81.59	83.56	73.09	79.23
SimCLR 2024.04		68.41	83.61	23.14	80.64	82.75	71.92	77.75
NeuroNet-T 2024.04		68.09	83.97	13.95	83.3	85.45	73.75	80.45
BYOL 2024.04		68.05	83.2	19.5	81.71	84.52	71.32	78.51
SwAV 2024.04		67.58	81.88	21.8	80.1	82.17	71.93	77.21
Data2Vec 2024.04		65.21	78.07	16.65	79.08	81.02	71.24	76.18
TS-TCC 2024.04		59.66	70.05	17.68	75.33	73.23	62	70.43
BENDR 2024.04		53.32	52.34	8.41	72.72	78.37	54.78	65.08
NeuroNet-B+TCM 2024.04		0.8123	0.8905	0.5529	0.8809	0.8648	0.8725	0.8688
AttnSleep 2024.04		0.7895	0.8956	0.4808	0.8653	0.8176	0.8882	0.8559
NeuroNet-T+TCM 2024.04		0.7851	0.8644	0.5017	0.8597	0.8597	0.8399	0.8462
U-Sleep 2024.04		0.7816	0.8932	0.4738	0.8557	0.8096	0.8758	0.8474
IITNet 2024.04		0.7624	0.8858	0.421	0.8512	0.8037	0.8505	0.8382
SleepExpertNet 2024.04		0.7247	0.8728	0.2813	0.8383	0.8539	0.7772	0.8198
DeepSleepNet 2024.04		0.6955	0.8384	0.1887	0.8355	0.8467	0.768	0.8102