SynthSleepNet (EEG2+EOG2+EMG1)

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical4 results

Sleep QualityonSHHS
Cohen's Kappa· 2025-02-18
0.86
SOTA
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework arXiv:2502.17481
Sleep QualityonSHHS
Macro-F1· 2025-02-18
0.845
SOTA
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework arXiv:2502.17481
Sleep Stage DetectiononSHHS
Cohen's Kappa· 2025-02-18
0.86
SOTA
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework arXiv:2502.17481
Sleep Stage DetectiononSHHS
Macro-F1· 2025-02-18
0.845
SOTA
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework arXiv:2502.17481