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Sleep Stage Classification on SHHS-2 SHHS-1 (test)

92.79AccuracySTDA-Net
57.398866.586975.77584.9631May 7, 2026

Evaluation results

MethodLinks
STDA-NetInput representation=2D EEG spectrogram2026.0592.79
ADAADLInput representation=1D EEG2026.0590.38
ADJLDAInput representation=1D EEG2026.0588.38
ADAADLInput representation=1D EEG2026.0587.47
ADJLDAInput representation=1D EEG2026.0585.47
STDA-NetInput representation=2D EEG spectrogram2026.0585.1
ADASTInput representation=1D EEG2026.0580.2
DIRT-TInput representation=1D EEG2026.0579.28
MDDAInput representation=1D EEG2026.0577.45
Deep CORALInput representation=1D EEG2026.0577.34
CDANInput representation=1D EEG2026.0576.42
DSANInput representation=1D EEG2026.0575.8
DANNInput representation=1D EEG2026.0574.76
ADDAInput representation=1D EEG2026.0574.53
ADASTInput representation=1D EEG2026.0573.27
DSANInput representation=1D EEG2026.0569.23
MDDAInput representation=1D EEG2026.0568.82
CDANInput representation=1D EEG2026.0567.21
DIRT-TInput representation=1D EEG2026.0567.16
DANNInput representation=1D EEG2026.0565.37
Deep CORALInput representation=1D EEG2026.0562.67
ADDAInput representation=1D EEG2026.0558.76