Deep Convolutional Neural Networks for Interpretable Analysis of EEG Sleep Stage Scoring

2 October 2017

Papers citing "Deep Convolutional Neural Networks for Interpretable Analysis of EEG Sleep Stage Scoring"

9 / 9 papers shown

Title
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
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
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 24 35 0 15 Jul 2022
DeepSleepNet-Lite: A Simplified Automatic Sleep Stage Scoring Model with Uncertainty Estimates Luigi Fiorillo Paolo Favaro F. Faraci 24 79 0 24 Aug 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
Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging Antoine Guillot F. Sauvet E. During Valentin Thorey 20 105 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
Deep residual networks for automatic sleep stage classification of raw polysomnographic waveforms A. N. Olesen P. Jennum P. Peppard Emmanuel Mignot H. Sørensen 13 26 0 08 Oct 2018