SOTAVerified

Sleep Quality

( Image credit: DeepSleep )

Papers

Showing 110 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
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
Advanced sleep spindle identification with neural networksCode1
Quantified Sleep: Machine learning techniques for observational n-of-1 studiesCode1
An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEGCode1
Towards Infant Sleep-Optimized Driving: Synergizing Wearable and Vehicle Sensing in Intelligent Cruise Control0
Sleep Position Classification using Transfer Learning for Bed-based Pressure Sensors0
NeuroPal: A Clinically-Informed Multimodal LLM Assistant for Mental Health Combining Sleep Chronotherapy, Cognitive Behavioral Reframing, and Adaptive Phytochemical Intervention0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestAccuracy75Unverified