ML Research Wiki / Benchmarks / Sleep Stage Detection / PhysioNet Challenge 2018

PhysioNet Challenge 2018

Sleep Stage Detection Benchmark

Performance Over Time

📊 Showing 2 results | 📏 Metric: Accuracy

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Model	Paper	Accuracy	Date	Actions
XSleepNet (EEG, EOG, EMG)	XSleepNet: Multi-View Sequential Model for Automa…	0.79	2020-07-08
SleePyCo (C3-A2 only)	SleePyCo: Automatic Sleep Scoring with Feature Py…	0.79	2022-09-20

Rank	Model	Paper	Accuracy	Date	Code
1	XSleepNet (EEG, EOG, EMG)	XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging	0.79	2020-07-08	📦 pquochuy/xsleepnet
2	SleePyCo (C3-A2 only)	SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning	0.79	2022-09-20	📦 gist-ailab/sleepyco

2020

XSleepNet (EEG, EOG, EMG)

pquochuy/xsleepnet

2022

SleePyCo (C3-A2 only)

gist-ailab/sleepyco