NeuroNet (Fpz-Cz only)

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 QualityonSleep-EDFx (single-channel)
Macro-F1· 2024-04-10
0.798
SOTA
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG arXiv:2404.17585
Sleep QualityonSleep-EDFx
Macro-F1· 2024-04-10
0.798
SOTA
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG arXiv:2404.17585
Sleep Stage DetectiononSleep-EDFx (single-channel)
Macro-F1· 2024-04-10
0.798
SOTA
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG arXiv:2404.17585
Sleep Stage DetectiononSleep-EDFx
Macro-F1· 2024-04-10
0.798
SOTA
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG arXiv:2404.17585