XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging

Benchmark Model Rank Results
sleep-stage-detection-on-shhs-single-channelXSleepNet (C4-A1 only)#4Accuracy: 87.7%Cohen's Kappa: 0.828Macro-F1: 0.801
sleep-stage-detection-on-sleep-edfXSleepNet (EEG, EOG)#3Accuracy: 86.4%Cohen's kappa: 0.813Macro-F1: 0.809
sleep-stage-detection-on-sleep-edfxXSleepNet (EEG, EOG)#3Accuracy: 84.0%Cohen's Kappa: 0.778Macro-F1: 0.787
sleep-stage-detection-on-sleep-edfx-singleXSleepNet (Fpz-Cz only)#3Accuracy: 84.0%Cohen's Kappa: 0.778Macro-F1: 0.779