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Classification on Sleep-EDF 5,000 samples (test)

85.19AccuracySimCLR-128
74.363677.174379.98582.7957Jun 15, 2021

Evaluation results

MethodLinks
SimCLR-128# of Params.=222,7682021.0685.19
ATDPre-training=unsupervised, Evaluation protocol=supervised LR2021.0685.01
ATD# of Params.=7,3282021.0685.01
SimCLR-32# of Params.=210,3842021.0684.98
GR-SALS# of Params.=7,3282021.0684.33
BYOL-32# of Params.=211,4402021.0684.29
SALS# of Params.=7,3282021.0684.27
ATDSS-# of Params.=7,3282021.0684.19
BYOL-128# of Params.=239,2802021.0683.26
AES-128# of Params.=241,8882021.0681.84
UMLDAPre-training=supervised, Evaluation protocol=supervised LR2021.0681.06
AES-32# of Params.=217,2162021.0680.92
STLEvaluation protocol=end-to-end supervised2021.0677.86
AE-128# of Params.=241,8882021.0675.17
AE-32# of Params.=217,2162021.0674.78