ML Research Wiki / Benchmarks / Sleep Stage Detection / Montreal Archive of Sleep Studies

Montreal Archive of Sleep Studies

Sleep Stage Detection Benchmark

Performance Over Time

📊 Showing 2 results | 📏 Metric: Accuracy

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Model	Paper	Accuracy	Date	Actions
SleePyCo (C4-A1 only)	SleePyCo: Automatic Sleep Scoring with Feature Py…	0.83	2022-09-20
U-time EEG only (4 classes)	A Deep Knowledge Distillation framework for EEG a…		2021-12-14

Rank	Model	Paper	Accuracy	Date	Code
1	SleePyCo (C4-A1 only)	SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning	0.83	2022-09-20	📦 gist-ailab/sleepyco
2	U-time EEG only (4 classes)	A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging	0.00	2021-12-14	📦 acrophase/sleep_staging_kd

2022

SleePyCo (C4-A1 only)

gist-ailab/sleepyco

2021

U-time EEG only (4 classes)

acrophase/sleep_staging_kd