SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning

Benchmark Model Rank Results
sleep-stage-detection-on-shhs-single-channelSleePyCo (C4-A1 only)#3Accuracy: 87.9%Cohen's Kappa: 0.830Macro-F1: 0.807
sleep-stage-detection-on-sleep-edfSleePyCo (Fpz-Cz only)#1Accuracy: 86.8%Cohen's kappa: 0.820Macro-F1: 0.812
sleep-stage-detection-on-sleep-edfxSleePyCo (Fpz-Cz only)#2Accuracy: 84.6%Cohen's Kappa: 0.787Macro-F1: 0.790
sleep-stage-detection-on-sleep-edfx-singleSleePyCo (Fpz-Cz only)#2Accuracy: 84.6%Cohen's Kappa: 0.787Macro-F1: 0.790