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
S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models Tiezhi Wang Nils Strodthoff 47 5 0 10 Oct 2023
aSAGA: Automatic Sleep Analysis with Gray Areas M. Rusanen Gabriel Jouan R. Huttunen Sami Nikkonen Sigríður Sigurðardóttir ... E. S. Arnardóttir T. Leppänen A. Islind S. Kainulainen H. Korkalainen 24 4 0 03 Oct 2023
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 24 35 0 15 Jul 2022
Classification at the Accuracy Limit -- Facing the Problem of Data Ambiguity C. Metzner A. Schilling M. Traxdorf K. Tziridis Holger Schulze P. Krauss 28 11 0 04 Jun 2022
FedDTG:Federated Data-Free Knowledge Distillation via Three-Player Generative Adversarial Networks Zhenyuan Zhang Tao Shen Jie M. Zhang Chao-Xiang Wu FedML 13 13 0 10 Jan 2022
DeepSleepNet-Lite: A Simplified Automatic Sleep Stage Scoring Model with Uncertainty Estimates Luigi Fiorillo Paolo Favaro F. Faraci 21 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
MSED: a multi-modal sleep event detection model for clinical sleep analysis Alexander Neergaard Zahid P. Jennum Emmanuel Mignot H. Sørensen 35 10 0 07 Jan 2021
RobustSleepNet: Transfer learning for automated sleep staging at scale Antoine Guillot Valentin Thorey OOD 40 83 0 07 Jan 2021
The Ultimate DataFlow for Ultimate SuperComputers-on-a-Chip, for Scientific Computing, Geo Physics, Complex Mathematics, and Information Processing V. Milutinovic Erfan Sadeqi Azer K. Yoshimoto Gerhard Klimeck Miljana Djordjević ... M. D. Santo E. Neuhold Jelena Skoruvcak L. Dipietro Ivan Ratković 6 6 0 20 Sep 2020
Automatic detection of microsleep episodes with deep learning A. Malafeev Anneke Hertig-Godeschalk David R. Schreier J. Skorucak J. Mathis P. Achermann 19 15 0 07 Sep 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 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 26 116 0 30 Jul 2019
Towards a Flexible Deep Learning Method for Automatic Detection of Clinically Relevant Multi-Modal Events in the Polysomnogram A. N. Olesen Stanislas Chambon Valentin Thorey P. Jennum Emmanuel Mignot H. Sørensen 24 7 0 16 May 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
DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal Stanislas Chambon Valentin Thorey P. Arnal Emmanuel Mignot Alexandre Gramfort 27 59 0 07 Dec 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
A deep learning architecture to detect events in EEG signals during sleep Stanislas Chambon Valentin Thorey P. Arnal Emmanuel Mignot Alexandre Gramfort 17 41 0 11 Jul 2018
Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 22 337 0 16 May 2018