SOTAVerified

Sleep Quality

( Image credit: DeepSleep )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 61 papers

TitleStatusHype
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning FrameworkCode1
Continuous Sleep Depth Index Annotation with Deep Learning Yields Novel Digital Biomarkers for Sleep HealthCode1
Quantified Sleep: Machine learning techniques for observational n-of-1 studiesCode1
Advanced sleep spindle identification with neural networksCode1
A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG DataCode1
DeepSleep 2.0: Automated Sleep Arousal Segmentation via Deep LearningCode1
An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEGCode1
DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signalCode0
Effect of caffeine and energy drinks on sleep quality and brain activity in college studentsCode0
An Interpretable and Efficient Sleep Staging Algorithm: DetectsleepNetCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestAccuracy75—Unverified