ML Research Wiki / Benchmarks / Sleep Stage Detection / SHHS

SHHS

Sleep Stage Detection Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 SynthSleepNet (EEG2+EOG2+EMG1) Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework 0.85 2025-02-18 📦 dlcjfgmlnasa/SynthSleepNet
2 SynthSleepNet (EEG1+EOG1+EMG1) Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework 0.84 2025-02-18 📦 dlcjfgmlnasa/SynthSleepNet
3 CoRe-Sleep (EEG-EOG) CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities 0.82 2023-03-27 -
4 MC2SleepNet 15% Masking (C4-A1 only) MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification 0.82 2025-02-13 📦 younghoonNa/MC2SleepNet
5 MC2SleepNet 50% Masking (C4-A1 only) MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification 0.82 2025-02-13 📦 younghoonNa/MC2SleepNet
6 SynthSleepNet (EEG1+EOG1) Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework 0.82 2025-02-18 📦 dlcjfgmlnasa/SynthSleepNet
7 NeuroNet (C4-A1 only) NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG 0.81 2024-04-10 📦 dlcjfgmlnasa/NeuroNet

All Papers (7)

dlcjfgmlnasa/SynthSleepNet
dlcjfgmlnasa/SynthSleepNet
younghoonNa/MC2SleepNet
younghoonNa/MC2SleepNet
dlcjfgmlnasa/SynthSleepNet
dlcjfgmlnasa/NeuroNet