DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG

12 March 2017

Papers citing "DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG"

50 / 59 papers shown

Title
Artifact detection and localization in single-channel mobile EEG for sleep research using deep learning and attention mechanisms Khrystyna Semkiv Jia Zhang Maria Laura Ferster W. Karlen 38 0 0 11 Apr 2025
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Younghoon Na Hyun Keun Ahn Hyun-Kyung Lee Yoongeol Lee Seung Hun Oh Hongkwon Kim Jeong-Gun Lee 45 0 0 13 Feb 2025
sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Jingyuan Chen Yuan Yao Mie Anderson Natalie Hauglund Celia Kjaerby Verena Untiet Maiken Nedergaard Jiebo Luo 49 1 0 28 Jan 2025
NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals Wei-Bang Jiang Yansen Wang Bao-Liang Lu Dongsheng Li 39 11 0 27 Aug 2024
ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging Jingying Ma Qika Lin Ziyu Jia Mengling Feng AI4TS 38 2 0 21 Aug 2024
A Tale of Single-channel Electroencephalogram: Devices, Datasets, Signal Processing, Applications, and Future Directions Yueyang Li Weiming Zeng Wenhao Dong Di Han Lei Chen ... Hongjie Yan W. Siok Nizhuan Wang Wai Ting Siok Nizhuan Wang 56 4 0 20 Jul 2024
Multi-Source and Test-Time Domain Adaptation on Multivariate Signals using Spatio-Temporal Monge Alignment Théo Gnassounou Antoine Collas Rémi Flamary Karim Lounici Alexandre Gramfort 43 3 0 19 Jul 2024
SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals Rahul Thapa Bryan He Magnus Ruud Kjær IV HyattE.Moore Gauri Ganjoo Emmanuel Mignot James Zou 29 12 0 28 May 2024
WaveSleepNet: An Interpretable Network for Expert-like Sleep Staging Yan Pei Wei Luo 47 0 0 11 Apr 2024
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Cheol-Hui Lee Hakseung Kim Hyun-jee Han Min-Kyung Jung Byung C. Yoon Dong-Joo Kim 37 5 0 10 Apr 2024
Domain Invariant Representation Learning and Sleep Dynamics Modeling for Automatic Sleep Staging Seungyeon Lee Thai-Hoang Pham Zhao Cheng Ping Zhang 36 0 0 06 Dec 2023
Influence of Video Dynamics on EEG-based Single-Trial Video Target Surveillance System Heon Kwak Sung-Jin Kim Hyeon-Taek Han Ji-Hoon Jeong Seong-Whan Lee 12 0 0 15 Nov 2023
S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models Tiezhi Wang Nils Strodthoff 47 5 0 10 Oct 2023
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities Konstantinos Kontras Christos Chatzichristos Huy P Phan Johan A. K. Suykens Marina De Vos AI4TS 24 11 0 27 Mar 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 34 13 0 13 Feb 2023
PrecTime: A Deep Learning Architecture for Precise Time Series Segmentation in Industrial Manufacturing Operations S. Gaugel M. Reichert AI4TS 27 16 0 27 Jan 2023
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation A. Einizade S. Nasiri S. H. Sardouie G. Clifford 21 14 0 09 Dec 2022
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device Zongyan Yao Xilin Liu 25 15 0 20 Nov 2022
Learning Product Graphs from Spectral Templates A. Einizade S. H. Sardouie 30 6 0 05 Nov 2022
PearNet: A Pearson Correlation-based Graph Attention Network for Sleep Stage Recognition Jianchao Lu Yuzhe Tian Shuang Wang Michael Sheng Xianglin Zheng GNN 27 7 0 26 Sep 2022
Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers Jathurshan Pradeepkumar Mithunjha Anandakumar Vinith Kugathasan Dhinesh Suntharalingham S. L. Kappel A. D. Silva Chamira U. S. Edussooriya 31 31 0 15 Aug 2022
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring Jeroen Van Der Donckt Jonas Van Der Donckt Emiel Deprost N. Vandenbussche Michael Rademaker Gilles Vandewiele Sofie Van Hoecke 27 35 0 15 Jul 2022
Dreamento: an open-source dream engineering toolbox for sleep EEG wearables Mahdad Jafarzadeh Esfahani Amir Hossein Daraie Paul Zerr F. Weber M. Dresler 8 6 0 08 Jul 2022
Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in Automated Sleep Scoring Luigi Fiorillo Davide Pedroncelli Valentina Agostini Paolo Favaro F. Faraci 8 13 0 05 Jul 2022
An Adaptive Federated Relevance Framework for Spatial Temporal Graph Learning Tiehua Zhang Yuze Liu Zhishu Shen Ruiqian Xu Xin Chen Xiaowei Huang Xi Zheng FedML AI4TS 35 9 0 07 Jun 2022
Feature matching as improved transfer learning technique for wearable EEG E. Heremans Huy P Phan A. Ansari Pascal Borzée B. Buyse D. Testelmans M. D. Vos OOD 24 10 0 29 Dec 2021
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 29 7 0 03 Dec 2021
Subject-Independent Drowsiness Recognition from Single-Channel EEG with an Interpretable CNN-LSTM model Jian Cui Zirui Lan Tianhu Zheng Yisi Liu O. Sourina Lipo P. Wang W. Müller-Wittig 18 16 0 21 Nov 2021
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions Huy P Phan Kaare B. Mikkelsen 19 94 0 03 Nov 2021
DeepSleepNet-Lite: A Simplified Automatic Sleep Stage Scoring Model with Uncertainty Estimates Luigi Fiorillo Paolo Favaro F. Faraci 36 79 0 24 Aug 2021
ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan OOD 24 39 0 09 Jul 2021
SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification Huy P Phan Kaare B. Mikkelsen Oliver Y. Chén P. Koch Alfred Mertins M. D. Vos 36 182 0 23 May 2021
ConCAD: Contrastive Learning-based Cross Attention for Sleep Apnea Detection Guanjie Huang Fenglong Ma 29 10 0 07 May 2021
Convolutional Neural Networks for Sleep Stage Scoring on a Two-Channel EEG Signal Enrique Fernández-Blanco Daniel Rivero A. Pazos 21 37 0 30 Mar 2021
MSED: a multi-modal sleep event detection model for clinical sleep analysis Alexander Neergaard Zahid P. Jennum Emmanuel Mignot H. Sørensen 40 12 0 07 Jan 2021
RobustSleepNet: Transfer learning for automated sleep staging at scale Antoine Guillot Valentin Thorey OOD 43 83 0 07 Jan 2021
Learning from Heterogeneous EEG Signals with Differentiable Channel Reordering Aaqib Saeed David Grangier Olivier Pietquin Neil Zeghidour 25 21 0 21 Oct 2020
Sense and Learn: Self-Supervision for Omnipresent Sensors Aaqib Saeed Victor Ungureanu Beat Gfeller OOD SSL 22 39 0 28 Sep 2020
Inter-database validation of a deep learning approach for automatic sleep scoring D. Álvarez-Estévez R. Rijsman 14 44 0 22 Sep 2020
TRIER: Template-Guided Neural Networks for Robust and Interpretable Sleep Stage Identification from EEG Recordings Taeheon Lee Jeonghwan Hwang Honggu Lee 35 7 0 10 Sep 2020
Automatic detection of microsleep episodes with deep learning A. Malafeev Anneke Hertig-Godeschalk David R. Schreier J. Skorucak J. Mathis P. Achermann 21 15 0 07 Sep 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen D. Engemann Alexandre Gramfort 36 195 0 31 Jul 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 101 99 0 25 Jul 2020
Learned Factor Graphs for Inference from Stationary Time Sequences Nir Shlezinger Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 21 24 0 05 Jun 2020
Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization Huy P Phan Kaare B. Mikkelsen Oliver Y. Chén P. Koch Alfred Mertins P. Kidmose M. D. Vos 19 35 0 23 Apr 2020
REST: Robust and Efficient Neural Networks for Sleep Monitoring in the Wild Rahul Duggal Scott Freitas Cao Xiao Duen Horng Chau Jimeng Sun 28 22 0 29 Jan 2020
Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging Antoine Guillot F. Sauvet E. During Valentin Thorey 28 105 0 31 Oct 2019
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging Mathias Perslev M. Jensen S. Darkner P. Jennum Christian Igel AI4TS 25 243 0 24 Oct 2019
Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning Huy P Phan Oliver Y. Chén P. Koch Zongqing Lu Ian Mcloughlin Alfred Mertins M. D. Vos 29 116 0 30 Jul 2019
A-Phase classification using convolutional neural networks E. Arce-Santana A. Alba M. Méndez V. Arce-Guevara 19 10 0 22 Jul 2019