Classification on Sleep-EDF 5,000 samples (test)
85.19AccuracySimCLR-128
Evaluation Results
| Method | Links | |
|---|---|---|
| SimCLR-128# of Params.=222,7682021.06 | 85.19 | |
| ATDPre-training=unsupervised, Evaluation protocol=supervised LR2021.06 | 85.01 | |
| ATD# of Params.=7,3282021.06 | 85.01 | |
| SimCLR-32# of Params.=210,3842021.06 | 84.98 | |
| GR-SALS# of Params.=7,3282021.06 | 84.33 | |
| BYOL-32# of Params.=211,4402021.06 | 84.29 | |
| SALS# of Params.=7,3282021.06 | 84.27 | |
| ATDSS-# of Params.=7,3282021.06 | 84.19 | |
| BYOL-128# of Params.=239,2802021.06 | 83.26 | |
| AES-128# of Params.=241,8882021.06 | 81.84 | |
| UMLDAPre-training=supervised, Evaluation protocol=supervised LR2021.06 | 81.06 | |
| AES-32# of Params.=217,2162021.06 | 80.92 | |
| STLEvaluation protocol=end-to-end supervised2021.06 | 77.86 | |
| AE-128# of Params.=241,8882021.06 | 75.17 | |
| AE-32# of Params.=217,2162021.06 | 74.78 |