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Sleep Stage Classification on ISRUC-Sleep

86.34F1 (Wake)

AttnSleep

Updated 1mo ago

Evaluation Results

Method	Links
AttnSleep 2024.04		86.34	44.16	79.07	85.38	81.48	78.89	75.29
NeuroNet-B 2024.04		85.08	42.11	76.84	85.74	71.04	76.47	72.16
IITNet 2024.04		84.63	37.52	78.68	85.15	79.17	77.1	72.89
U-Sleep 2024.04		84.6	40.51	78.39	85.27	79.15	77.89	73.59
NeuroNet-T 2024.04		84.51	39.4	76.15	84.68	67.63	75.12	70.47
NeuroNet-B+TCM 2024.04		84.5	46.09	77.25	86.86	72.57	77.05	73.45
ContraWR 2024.04		84.09	40.23	73.26	82.55	71.18	74.07	70.26
Barlow Twins 2024.04		83.84	40.02	71.24	78.65	68.68	72.23	68.49
NeuroNet-T+TCM 2024.04		83.75	44.73	77.5	86.61	72.04	76.79	72.93
BYOL 2024.04		82.3	40.62	70.42	77.48	67.76	71.22	67.72
SimCLR 2024.04		82.24	39.41	69.38	78.43	68.31	70.98	67.55
Data2Vec 2024.04		82.22	36.59	73.42	83.09	60.83	71.71	67.23
SimMIM 2024.04		82.05	35.75	74.43	84.13	58.79	71.64	67.03
MAE 2024.04		81.94	36.41	74.01	83.69	58.42	71.49	66.89
DeepSleepNet 2024.04		81.55	38.25	68.9	81.17	62.17	69.84	66.41
SimSiam 2024.04		81.55	38.05	68.74	76.13	66.05	69.68	66.1
TS-TCC 2024.04		80.91	32.06	70.13	80.27	64.17	70.17	65.51
mulEEG 2024.04		80.87	36.69	71.25	82.56	65.77	71.58	67.43
SwAV 2024.04		80.22	38.5	68	75.6	66.15	68.91	65.69
SleepExpertNet 2024.04		72.59	14.25	66.61	72.69	58.05	64.89	56.84
BENDR 2024.04		52.75	13.83	72.18	78.28	55.69	64.78	54.55