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Sleep Stage Classification on Sleep-EDFX

85.24Accuracy (ACC)

NeuroNet-B+TCM

Updated 22d ago

Evaluation Results

Method
NeuroNet-B+TCM 2024.04	85.24	93.15	58.8	87.21	76.97	83	79.82
NeuroNet-T+TCM 2024.04	82.67	92.27	53.01	85.19	75.23	77.13	76.57
AttnSleep 2024.04	82.42	92.71	47.72	84.65	65.23	82.44	74.55
U-Sleep 2024.04	81.48	92.59	45.77	83.61	63.65	80.9	73.3
SleepExpertNet 2024.04	79.68	91.49	40.44	83.84	72.28	72.18	72.05
Two-stage supervised (w/ Positional Encoding) 2026.05	79.67	78.16	-	-	-	-	-
Supervised Transformer 2026.05	79.45	78.06	-	-	-	-	-
Two-stage supervised (w/o Positional Encoding) 2026.05	79.15	78.21	-	-	-	-	-
Frozen (w/ Positional Encoding) 2026.05	78.82	78.03	-	-	-	-	-
IITNet 2024.04	78.77	91.13	43.74	83.17	61.27	72.88	70.44
Frozen (w/o Positional Encoding) 2026.05	78.67	77.83	-	-	-	-	-
Random Transformer 2026.05	77.75	76.32	-	-	-	-	-
DeepSleepNet 2024.04	77.49	90.84	35.56	81.42	68.59	68.02	68.89
One-stage supervised 2026.05	76.77	75.33	-	-	-	-	-
NeuroNet-B 2024.04	76.74	89.17	36.24	81.74	69.97	63.82	68.19
NeuroNet-T 2024.04	76.26	89.9	30.21	81.51	71.39	59.51	66.5
ContraWR 2024.04	75.79	88.4	34.35	81.67	68.81	62.78	67.2
Barlow Twins 2024.04	75.13	87.85	29.2	81.84	69.69	57.33	65.18
mulEEG 2024.04	74.92	89.09	36.52	80.69	69.62	59.66	67.12
None 2026.05	73.94	71.89	-	-	-	-	-
RL-BioAug 2026.01	72.72	-	-	-	-	-	69.55
SwAV 2024.04	71.98	85.11	32.49	78.92	62.68	54.44	62.73
BYOL 2024.04	71.82	87.08	33.4	78.32	64.49	55.12	63.68
SimCLR 2024.04	71.49	85.95	32.25	79.44	68.65	53.59	63.98
SimSiam 2024.04	71.34	85.55	29.3	78.92	63.62	46.89	60.85
SimMIM 2024.04	69.94	83.68	26.69	75.73	51.32	44.32	56.35
Data2Vec 2024.04	69.78	83.39	28.54	75.41	56.54	50.82	58.94
MAE 2024.04	68.31	81.23	27.39	76.72	60.99	46.91	58.65
Time Masking 2026.01	65.52	-	-	-	-	-	61.83
Time Permutation 2026.01	65.33	-	-	-	-	-	60.82
Crop & Resize 2026.01	64.63	-	-	-	-	-	60.4
Random Selection 2026.01	64.48	-	-	-	-	-	59.86
Time Flip 2026.01	64.22	-	-	-	-	-	59.52
Time Warp 2026.01	62.49	-	-	-	-	-	57.8
TS-TCC 2024.04	61.45	73.28	21.15	66.01	41.39	37.33	47.83
BENDR 2024.04	57.42	72.15	28.28	67.83	50.94	32.5	50.34