Cover Image

SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Thapa, Rahul, He, Bryan, Kjaer, Magnus Ruud, Moore, Hyatt, Ganjoo, Gauri, Mignot, Emmanuel, Zou, James
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Stanford Sleep Bench: Evaluating Polysomnography Pre-training Methods for Sleep Foundation Models
by: Kjaer, Magnus Ruud, et al.
Published: (2025)

Pretraining on Sleep Data Improves non-Sleep Biosignal Tasks
by: Lehn-Schiøler, William, et al.
Published: (2026)

ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals
by: Aghaomidi, Poorya, et al.
Published: (2024)

Holter-to-Sleep: AI-Enabled Repurposing of Single-Lead ECG for Sleep Phenotyping
by: Xie, Donglin, et al.
Published: (2026)

Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers
by: Lorenzen, Niels R., et al.
Published: (2025)

Permutation Entropy as a Conceptual Model to Analyse Brain Activity in Sleep
by: Edthofer, Alexander, et al.
Published: (2023)

SleepLiteCNN: Energy-Efficient Sleep Apnea Subtype Classification with 1-Second Resolution Using Single-Lead ECG
by: Mohammadi, Zahra, et al.
Published: (2025)

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification
by: Na, Younghoon, et al.
Published: (2025)

Detection of Sleep Oxygen Desaturations from Electroencephalogram Signals
by: Manjunath, Shashank, et al.
Published: (2024)

NeuroSleepNet: A Multi-Head Self-Attention Based Automatic Sleep Scoring Scheme with Spatial and Multi-Scale Temporal Representation Learning
by: Dip, Muhammad Sudipto Siam, et al.
Published: (2024)

WaveSleepNet: An Interpretable Network for Expert-like Sleep Staging
by: Pei, Yan, et al.
Published: (2024)

BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging
by: Zhou, Xinliang, et al.
Published: (2024)

A Deep Generative Model for Five-Class Sleep Staging with Arbitrary Sensor Input
by: van Gorp, Hans, et al.
Published: (2024)

ULW-SleepNet: An Ultra-Lightweight Network for Multimodal Sleep Stage Scoring
by: Wang, Zhaowen, et al.
Published: (2026)

LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG
by: Liao, Yiqiao, et al.
Published: (2024)

StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology
by: Coon, William G., et al.
Published: (2025)

Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability
by: Sharma, Shivam, et al.
Published: (2023)

Degradation-Invariant Music Indexing
by: Mignot, Rémi, et al.
Published: (2024)

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks
by: Seraphim, Mathieu, et al.
Published: (2024)

Deep Learning-based Automated Diagnosis of Obstructive Sleep Apnea and Sleep Stage Classification in Children Using Millimeter-wave Radar and Pulse Oximeter
by: Wang, Wei, et al.
Published: (2024)

SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging With Neural Networks Based on Ballistocardiograms
by: Li, Shuzhen, et al.
Published: (2024)

Multimodal Sleep Stage and Sleep Apnea Classification Using Vision Transformer: A Multitask Explainable Learning Approach
by: Kazemi, Kianoosh, et al.
Published: (2025)

FetalSleepNet: A Transfer Learning Framework with Spectral Equalisation Domain Adaptation for Fetal Sleep Stage Classification
by: Tang, Weitao, et al.
Published: (2025)

Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction
by: Ibtehaz, Nabil, et al.
Published: (2024)

Retrieving Filter Spectra in CNN for Explainable Sleep Stage Classification
by: Goerttler, Stephan, et al.
Published: (2025)

The Breakthrough of Sleep: A Contactless Approach for Accurate Sleep Stage Detection Using the Sleepal AI Lamp
by: Diao, Zhuo, et al.
Published: (2026)

From Sleep Staging to Spindle Detection: A Case Study on End-to-End Automated Sleep Analysis
by: Grieger, Niklas, et al.
Published: (2025)

NeuroSleep: Neuromorphic Event-Driven Single-Channel EEG Sleep Staging for Edge-Efficient Sensing
by: Li, Boyu, et al.
Published: (2026)

Generating Realistic Multi-Beat ECG Signals
by: Pöhl, Paul, et al.
Published: (2025)

Soli-enabled Noncontact Heart Rate Detection for Sleep and Meditation Tracking
by: Xu, Luzhou, et al.
Published: (2024)

Multimodal Sleep Apnea Detection with Missing or Noisy Modalities
by: Fayyaz, Hamed, et al.
Published: (2024)

Continuous Sleep Depth Index Annotation with Deep Learning Yields Novel Digital Biomarkers for Sleep Health
by: Zhou, Songchi, et al.
Published: (2024)

SleepNet: Attention-Enhanced Robust Sleep Prediction using Dynamic Social Networks
by: Khalid, Maryam, et al.
Published: (2024)

In-ear ECG Signal Enhancement with Denoising Convolutional Autoencoders
by: Occhipinti, Edoardo, et al.
Published: (2024)

Vision Transformer Accelerator ASIC for Real-Time Low-Power Sleep Staging
by: Robitaille, Tristan, et al.
Published: (2025)

ApSense: Data-driven Algorithm in PPG-based Sleep Apnea Sensing
by: Choksatchawathi, Tanut, et al.
Published: (2023)

Pan-Tompkins++: A Robust Approach to Detect R-peaks in ECG Signals
by: Khan, Naimul, et al.
Published: (2022)

Generalizable Sleep Staging via Multi-Level Domain Alignment
by: Wang, Jiquan, et al.
Published: (2023)

Contrastive Learning for Sleep Staging based on Inter Subject Correlation
by: Zhang, Tongxu, et al.
Published: (2023)

On Improving PPG-Based Sleep Staging: A Pilot Study
by: Wang, Jiawei, et al.
Published: (2025)