Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification

16 May 2018

Papers citing "Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification"

50 / 51 papers shown

Title
PSG-MAE: Robust Multitask Sleep Event Monitoring using Multichannel PSG Reconstruction and Inter-channel Contrastive Learning Yifei Wang Qi Liu Fuli Min Honghao Wang 22 0 0 17 Apr 2025
Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics Jiahe Li Xin Chen Fanqi Shen Junru Chen Y. Liu Daoze Zhang Zhizhang Yuan F. Zhao Meng Li Yang Yang 36 0 0 24 Feb 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 41 1 0 28 Jan 2025
BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging Xinliang Zhou Yuzhe Han Z. Chen Chenyu Liu Yi Ding Ziyu Jia Yang Liu Mamba 37 1 0 03 Nov 2024
MSSC-BiMamba: Multimodal Sleep Stage Classification and Early Diagnosis of Sleep Disorders with Bidirectional Mamba Chao Zhang Weirong Cui Jingjing Guo Mamba 20 3 0 30 May 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 34 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 33 0 0 06 Dec 2023
Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability Shivam Kumar Sharma Suvadeep Maiti S. Mythirayee Srijithesh P. Rajendran R. S. Bapi 12 2 0 10 Sep 2023
SleepEGAN: A GAN-enhanced Ensemble Deep Learning Model for Imbalanced Classification of Sleep Stages Xuewei Cheng Kevin Huang Yishan Zou Shujie Ma GAN AI4TS 11 10 0 04 Jul 2023
Classification of sleep stages from EEG, EOG and EMG signals by SSNet Haifa Almutairi Ghulam Mubashar Hassan A. Datta 8 2 0 03 Jul 2023
Approximating DTW with a convolutional neural network on EEG data Hugo Lerogeron Romain Picot-Clémente A. Rakotomamonjy L. Heutte AI4TS 16 0 0 30 Jan 2023
PrecTime: A Deep Learning Architecture for Precise Time Series Segmentation in Industrial Manufacturing Operations S. Gaugel M. Reichert AI4TS 21 16 0 27 Jan 2023
PearNet: A Pearson Correlation-based Graph Attention Network for Sleep Stage Recognition Jianchao Lu Yuzhe Tian Shuang Wang Michael Sheng Xianglin Zheng GNN 19 6 0 26 Sep 2022
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Seongju Lee Yeonguk Yu S. Back H. Seo Kyoobin Lee 23 28 0 20 Sep 2022
A Novel Semi-supervised Meta Learning Method for Subject-transfer Brain-computer Interface Jingcong Li Fei Wang Haiyun Huang Feifei Qi Jiahui Pan 17 31 0 07 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
Seeing your sleep stage: cross-modal distillation from EEG to infrared video Jianan Han Shenmin Zhang Aidong Men Yang Liu Z. Yao Yan-Tao Yan Qingchao Chen 22 4 0 11 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 18 35 0 15 Jul 2022
A multi-level interpretable sleep stage scoring system by infusing experts' knowledge into a deep network architecture H. Niknazar S. Mednick 14 4 0 11 Jul 2022
Multi-Tier Platform for Cognizing Massive Electroencephalogram Zheng Chen Lingwei Zhu Ziwei Yang Renyuan Zhang 11 13 0 21 Apr 2022
Automated Sleep Staging via Parallel Frequency-Cut Attention Zheng Chen Ziwei Yang Lingwei Zhu Wei Chen T. Tamura N. Ono M. Altaf-Ul-Amin Shigehiko Kanaya Ming Huang 16 17 0 07 Apr 2022
Adaptive Spike-Like Representation of EEG Signals for Sleep Stages Scoring Lingwei Zhu Koki Odani Ziwei Yang Guang Shi Yirong Kan Zheng Chen Renyuan Zhang 29 4 0 02 Apr 2022
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks Ayesha S. Dina A. Siddique D. Manivannan 13 52 0 01 Apr 2022
TransSleep: Transitioning-aware Attention-based Deep Neural Network for Sleep Staging Jaeun Phyo Wonjun Ko Eunjin Jeon Heung-Il Suk 14 30 0 22 Mar 2022
Deep Learning for Sleep Stages Classification: Modified Rectified Linear Unit Activation Function and Modified Orthogonal Weight Initialisation Akriti Bhusal Abeer Alsadoon P. Prasad Nada Alsalami Tarik Ahmed Rashid 14 7 0 18 Feb 2022
NFANet: A Novel Method for Weakly Supervised Water Extraction from High-Resolution Remote Sensing Imagery Ming Lu Leyuan Fang Muxing Li Bob Zhang Yi Zhang Pedram Ghamisi 29 30 0 10 Jan 2022
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 23 8 0 03 Dec 2021
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions Huy P Phan Kaare B. Mikkelsen 11 93 0 03 Nov 2021
Self-supervised Contrastive Learning for EEG-based Sleep Staging Xue Jiang Jianhui Zhao Bo Du Zhiyong Yuan 8 61 0 16 Sep 2021
Sleep Staging Based on Multi Scale Dual Attention Network Huafeng Wang Chonggang Lu Qi Zhang Zhimin Hu Xiao-yi Yuan Pingshu Zhang Tangshan 17 2 0 18 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 13 182 0 23 May 2021
MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging Xue Jiang 10 6 0 07 Jan 2021
MSED: a multi-modal sleep event detection model for clinical sleep analysis Alexander Neergaard Zahid P. Jennum Emmanuel Mignot H. Sørensen 32 10 0 07 Jan 2021
Deep Learning in EEG: Advance of the Last Ten-Year Critical Period Shu Gong Kaibo Xing A. Cichocki Junhua Li VLM 24 64 0 22 Nov 2020
Automatic sleep stage classification with deep residual networks in a mixed-cohort setting A. N. Olesen P. Jennum Emmanuel Mignot H. Sørensen 13 65 0 21 Aug 2020
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging Huy P Phan Oliver Y. Chén M. Tran P. Koch Alfred Mertins M. D. Vos AI4TS 17 206 0 08 Jul 2020
DENS-ECG: A Deep Learning Approach for ECG Signal Delineation A. Peimankar S. Puthusserypady 28 119 0 18 May 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 11 35 0 23 Apr 2020
MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning Nannapas Banluesombatkul Pichayoot Ouppaphan Pitshaporn Leelaarporn Payongkit Lakhan Busarakum Chaitusaney ... E. Chuangsuwanich Wei Chen Huy Phan Nat Dilokthanakul Theerawit Wilaiprasitporn 11 1 0 08 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 20 22 0 29 Jan 2020
EEG-based Brain-Computer Interfaces (BCIs): A Survey of Recent Studies on Signal Sensing Technologies and Computational Intelligence Approaches and their Applications Xiaotong Gu Zehong Cao A. Jolfaei Peng Xu Dongrui Wu T. Jung Chin-Teng Lin 23 230 0 28 Jan 2020
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 22 243 0 24 Oct 2019
Automated Polysomnography Analysis for Detection of Non-Apneic and Non-Hypopneic Arousals using Feature Engineering and a Bidirectional LSTM Network Ali Bahrami Rad M. Zabihi Zheng Zhao M. Gabbouj Aggelos K. Katsaggelos Simo Särkkä 16 17 0 06 Sep 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 21 116 0 30 Jul 2019
Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch Huy P Phan Oliver Y. Chén P. Koch Alfred Mertins M. D. Vos 25 35 0 11 Apr 2019
Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG H. Seo S. Back Seongju Lee Deokhwan Park Tae Kim Kyoobin Lee 10 13 0 18 Feb 2019
Deep learning-based electroencephalography analysis: a systematic review Yannick Roy Hubert J. Banville Isabela Albuquerque Alexandre Gramfort T. Falk J. Faubert 15 932 0 16 Jan 2019
Detection of REM Sleep Behaviour Disorder by Automated Polysomnography Analysis Navin Cooray Fernando Andreotti Christine Lo M. Symmonds M. Hu M. D. Vos 11 64 0 12 Nov 2018
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 15 414 0 28 Sep 2018